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1871 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-46614-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46614.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 46614, - "canonical_pr_number": 46687, - "issue_numbers": [ - 46614 - ], - "pr_numbers": [ - 46687, - 47412 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 46687, - "right_pr_number": 47412, - "code_similarity": 0.318, - "size_similarity": 0.111, - "file_overlap": 0.5, - "area_overlap": 0.4, - "patch_similarity": 0.038, - "shared_filenames": [ - "src/transformers/models/wav2vec2_phoneme/tokenization_wav2vec2_phoneme.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/wav2vec2_phoneme/tokenization_wav2vec2_phoneme.py", - "left_ranges": [ + 155, + 248 + ], + [ + 292, + 322 + ], + [ + 327, + 358 + ], + [ + 373, + 474 + ], + [ + 512, + 528 + ], + [ + 531, + 546 + ], + [ + 552, + 561 + ], + [ + 590, + 596 + ], + [ + 599, + 605 + ], + [ + 625, + 631 + ], [ - 223, - 229 + 656, + 664 ], [ - 255, - 261 - ] - ], - "right_ranges": [ + 668, + 688 + ], + [ + 701, + 757 + ], + [ + 767, + 797 + ], [ - 256, - 262 + 804, + 838 ] ] } @@ -8891,65 +3343,53 @@ ] }, { - "cluster_id": "cluster-46305-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", + "cluster_id": "cluster-47096-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46305, - "canonical_pr_number": 47162, - "issue_numbers": [ - 46305 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47096, + "issue_numbers": [], "pr_numbers": [ - 46310, - 47162 + 47096, + 47383 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46310, - "right_pr_number": 47162, - "code_similarity": 0.577, - "size_similarity": 0.338, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.062, + "left_pr_number": 47096, + "right_pr_number": 47383, + "code_similarity": 0.103, + "size_similarity": 0.314, + "file_overlap": 0.125, + "area_overlap": 0.0, + "patch_similarity": 0.02, "shared_filenames": [ - "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", - "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" + "tests/models/kimi_k25/test_modeling_kimi_k25.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "filename": "tests/models/kimi_k25/test_modeling_kimi_k25.py", "left_ranges": [ [ - 356, - 362 + 127, + 132 ] ], "right_ranges": [ [ - 356, - 362 - ] - ] - }, - { - "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", - "left_ranges": [ + 18, + 24 + ], [ - 269, - 275 - ] - ], - "right_ranges": [ + 27, + 36 + ], [ - 269, - 275 + 216, + 401 ] ] } @@ -8958,57 +3398,49 @@ ] }, { - "cluster_id": "cluster-45081-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "cluster_id": "cluster-46912-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45081, - "canonical_pr_number": 45317, - "issue_numbers": [ - 45081 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47175, + "issue_numbers": [], "pr_numbers": [ - 45086, - 45317 + 46912, + 47175 ], "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, + "left_pr_number": 46912, + "right_pr_number": 47175, + "code_similarity": 0.011, + "size_similarity": 0.005, + "file_overlap": 0.029, + "area_overlap": 0.0, + "patch_similarity": 0.01, "shared_filenames": [ - "src/transformers/tokenization_utils_tokenizers.py" + "tests/models/olmo3/test_modeling_olmo3.py" ], "shared_file_areas": [ { - "filename": "src/transformers/tokenization_utils_tokenizers.py", + "filename": "tests/models/olmo3/test_modeling_olmo3.py", "left_ranges": [ [ - 1360, - 1370 - ], - [ - 1374, - 1380 + 99, + 104 ] ], "right_ranges": [ [ - 1360, - 1370 + 213, + 227 ], [ - 1374, - 1380 + 312, + 318 ] ] } @@ -9017,60 +3449,31 @@ ] }, { - "cluster_id": "cluster-43698-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "cluster_id": "cluster-47163-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43698, - "canonical_pr_number": 43779, - "issue_numbers": [ - 43698 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47166, + "issue_numbers": [], "pr_numbers": [ - 43779, - 43816 + 47163, + 47166 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43779, - "right_pr_number": 43816, - "code_similarity": 0.418, - "size_similarity": 0.538, - "file_overlap": 1.0, - "area_overlap": 0.02, - "patch_similarity": 0.02, - "shared_filenames": [ - "src/transformers/integrations/integration_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/integrations/integration_utils.py", - "left_ranges": [ - [ - 2227, - 2241 - ], - [ - 2303, - 2309 - ] - ], - "right_ranges": [ - [ - 2278, - 2291 - ], - [ - 2309, - 2322 - ] - ] - } - ] + "left_pr_number": 47163, + "right_pr_number": 47166, + "code_similarity": 0.104, + "size_similarity": 0.483, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.047, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -9205,29 +3608,29 @@ ] }, { - "cluster_id": "cluster-44001-2", + "cluster_id": "cluster-47173-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44004, + "canonical_pr_number": 47292, "issue_numbers": [], "pr_numbers": [ - 44001, - 44004 + 47173, + 47292 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44001, - "right_pr_number": 44004, - "code_similarity": 0.087, - "size_similarity": 0.237, + "left_pr_number": 47173, + "right_pr_number": 47292, + "code_similarity": 0.097, + "size_similarity": 0.463, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.262, + "patch_similarity": 0.027, "shared_filenames": [], "shared_file_areas": [] } @@ -9510,14 +3913,6 @@ } ], "duplicate_issues": [ - { - "cluster_id": "cluster-46551-4", - "canonical_issue_number": 46552, - "duplicate_issue_numbers": [ - 46551 - ], - "reason": "Issues in cluster-46551-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, @@ -9536,39 +3931,6 @@ } ], "duplicate_prs": [ - { - "cluster_id": "cluster-40546-27", - "canonical_pr_number": 47322, - "duplicate_pr_numbers": [ - 40546, - 43451, - 45157, - 46196, - 46509, - 46658, - 46912, - 47003, - 47096, - 47143, - 47163, - 47175, - 47216, - 47243, - 47298, - 47301, - 47304, - 47306, - 47336, - 47367, - 47383, - 47387, - 47398, - 47399, - 47409 - ], - "target_issue_number": 47355, - "reason": "PRs in cluster-40546-27 are treated as duplicates because they converge on issue #47355 with closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -9587,6 +3949,18 @@ "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-43665-6", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 43665, + 44815, + 46380, + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-43665-6 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -9613,15 +3987,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44001-2", - "canonical_pr_number": 44004, - "duplicate_pr_numbers": [ - 44001 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44001-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -9677,51 +4042,62 @@ "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46551-4", - "canonical_pr_number": 46578, + "cluster_id": "cluster-46658-2", + "canonical_pr_number": 46658, "duplicate_pr_numbers": [ - 47428 + 46836 ], - "target_issue_number": 46552, - "reason": "PRs in cluster-46551-4 are treated as duplicates because they converge on issue #46552 with closing_reference, shared_issue_target, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-46658-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-46614-3", - "canonical_pr_number": 46687, + "cluster_id": "cluster-46894-6", + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ - 47412 + 46895, + 46958, + 47090 ], - "target_issue_number": 46614, - "reason": "PRs in cluster-46614-3 are treated as duplicates because they converge on issue #46614 with closing_reference evidence." + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46869-3", - "canonical_pr_number": 46886, + "cluster_id": "cluster-46912-2", + "canonical_pr_number": 47175, "duplicate_pr_numbers": [ - 46922 + 46912 ], - "target_issue_number": 46869, - "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + "target_issue_number": null, + "reason": "PRs in cluster-46912-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-46894-6", - "canonical_pr_number": 46903, + "cluster_id": "cluster-47003-2", + "canonical_pr_number": 47243, "duplicate_pr_numbers": [ - 46895, - 46958, - 47090 + 47003 ], - "target_issue_number": 46894, - "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-47003-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47077-4", + "canonical_pr_number": 47077, + "duplicate_pr_numbers": [ + 47210, + 47301, + 47304 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47077-4 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-47039-3", - "canonical_pr_number": 47291, + "cluster_id": "cluster-47096-2", + "canonical_pr_number": 47096, "duplicate_pr_numbers": [ - 47415 + 47383 ], - "target_issue_number": 47039, - "reason": "PRs in cluster-47039-3 are treated as duplicates because they converge on issue #47039 with closing_reference, shared_issue_target evidence." + "target_issue_number": null, + "reason": "PRs in cluster-47096-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47123-2", @@ -9741,6 +4117,24 @@ "target_issue_number": 47138, "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." }, + { + "cluster_id": "cluster-47163-2", + "canonical_pr_number": 47166, + "duplicate_pr_numbers": [ + 47163 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47163-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47173-2", + "canonical_pr_number": 47292, + "duplicate_pr_numbers": [ + 47173 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47173-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-47282-2", "canonical_pr_number": 47380, @@ -9749,18 +4143,27 @@ ], "target_issue_number": null, "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47429-3", + "canonical_pr_number": 47434, + "duplicate_pr_numbers": [ + 47431 + ], + "target_issue_number": 47429, + "reason": "PRs in cluster-47429-3 are treated as duplicates because they converge on issue #47429 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-40546-27", - "issue_number": 47355, - "reason": "Issue #47355 is the strongest global issue candidate because it is open, belongs to a cluster with 27 artifacts, and carries 5 discussion comments plus 4 inbound references.", - "score": 384.0 + "cluster_id": "cluster-43665-6", + "issue_number": 46869, + "reason": "Issue #46869 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 2 discussion comments plus 6 inbound references.", + "score": 170.0 }, "best_pr": { - "cluster_id": "cluster-40546-27", - "pr_number": 47322, - "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 27 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 398.986 + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ce34280fdc89dec8670f1c4965c492ac3bb3e609..4eb8e01d5ccb8b181a33d6695935a2029a84c2fd 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": "20260720T120037Z", - "generated_at": "2026-07-20T12:18:38Z", + "snapshot_id": "20260721T000056Z", + "generated_at": "2026-07-21T00:24:00Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:24643", "issue:30277", @@ -111,8 +111,8 @@ "issue:45874|issue:46294", "issue:39290|issue:45081", "issue:45800|issue:46515", - "issue:45823|issue:45874", "issue:34928|issue:41720", + "issue:45823|issue:45874", "issue:43425|issue:44292", "issue:43828|issue:45161", "issue:43541|issue:43716", @@ -125,292 +125,376 @@ "issue:43039|issue:44918", "issue:41762|issue:43638" ], - "prepared_review_unit_hash": "1c2f92a5fe9df0ec326ef6a0d324ff5f2853d2ae84bf307d3316724e910bf74c", + "prepared_review_unit_hash": "c568a309364b7148b863644a98b5dab31bcde93c7b2cb25c2c220070fa02d343", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 56, - "serialized_chars": 44522, - "estimated_input_tokens": 11131, - "estimated_eval_tokens": 22518 + "serialized_chars": 44518, + "estimated_input_tokens": 11130, + "estimated_eval_tokens": 22516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated issue reports; only a couple of soft pairs look like true duplicates. The strongest duplicate is the DeepSpeed ZeRO-3/BERT index-out-of-bounds crash, with a second duplicate pair for v5 docs cleanup.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43596 is the clearest concrete duplicate anchor: it precisely describes the ZeRO-3/BertModel index-out-of-bounds crash, and issue:43638 is the same failure with only minor wording differences.", + "summary": "Most items are unrelated single issues spanning different models, runtime setups, and docs regressions. The only clear duplicate cluster is the Deepspeed ZeRO-3 + BertModel index-out-of-bounds crash; the torch 2.4.1 compatibility reports also look like the same underlying incompatibility.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43596 is the clearest representative of the Bert + ZeRO-3 index error, with a broad title and a concrete failure mode that matches the duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best issue to keep as the representative record because it is the most specific and actionable report among the true duplicate pairs.", + "best_issue_reason": "issue:43596 is the best canonical issue because it describes the shared crash pattern succinctly and is broad enough to subsume the near-duplicate BertModel report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different problems: a missing config attribute for Qwen3.5_5 and a streaming chat/completions failure." + "reason": "Different models and failures: a missing config attribute in Qwen3_5Config vs streaming chat/completions failure in Qwen3.5-0.8B." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both are model/runtime failures, but they involve different models and different device/backend errors." + "reason": "Unrelated hardware/runtime failures: AMD GPU support for GPT-OSS-20B vs an MPS histogram kernel not implemented for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different root causes and models: image preprocessor dtype mismatch vs AMD GPU support failure." + "reason": "Different bug class and code path: image preprocessor/model dtype mismatch vs GPT-OSS-20B failing on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both mention dtype/device issues, but they are distinct model-specific bugs and not the same code-path." + "reason": "Both mention runtime issues, but one is an autocast dtype mismatch and the other is an AMD GPU compatibility problem." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated: GPT-OSS on AMD GPUs vs a broken Nemotron example." + "reason": "Different models and symptoms: GPT-OSS GPU support vs a broken official Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and failures; invalid method calls in GraniteMoEHybrid are not the same as GPT-OSS AMD execution issues." + "reason": "Not the same problem: GPT-OSS AMD GPU failure vs GraniteMoEHybrid invoking an invalid method." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Both are runtime errors, but one is a DeepSpeed collective mismatch and the other is an ONNX export failure." + "reason": "Different subsystems: DeepSpeed ZeRO-3 collective mismatch in Jamba vs ModernBERT ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export vs FP8 config failure; no same underlying bug." + "reason": "Both are model-specific failures, but ONNX export for ModernBERT and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-to-ONNX and Qwen3 device-map/cuda assert are unrelated failures." + "reason": "Different models and runtime contexts: ModernBERT export error vs Qwen3 auto device mapping cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both are docs/task-related by title only; one is a table QA crash and the other is outdated RAG examples." + "reason": "Docs/example maintenance is the only commonality; table-question-answering crash and RAG examples are not the same bug." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error are distinct issues." + "reason": "Different failures: ONNX export vs import-time GenerationMixin rename/removal issue." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different bugs: TRL SFT embedding unpacking vs resuming training with trust_remote_code." + "reason": "Different training flows and symptoms: Qwen3.5 input embedding unpacking vs resuming local-model training with trust_remote_code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Different areas and symptoms: training resume issue vs YOLO multi-GPU device_map failure." + "reason": "Unrelated problems: remote-code resume flow vs YOLO multi-GPU device_map auto failure." }, { "left": "issue:44509", "right": "issue:44512", - "accept": true, - "reason": "Both are v5 docs cleanup issues about removed/obsolete command/task references; same documentation-removal change." + "accept": false, + "reason": "Both are stale v5 docs issues, but they target different removed items and are not the same concrete documentation defect." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch is a different failure from Gemma4 PLE device-map forward mismatch." + "reason": "Different model families and errors: mask/tensor shape mismatch vs Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-shaped reports, but one is ZeRO-3/BERT init and the other is a mask/indexing shape mismatch." + "reason": "Different failure modes: ZeRO-3/Bert index-out-of-bounds vs a mask shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Unrelated training-resume issue and a ZeRO-3/BERT index error." + "reason": "Bert ZeRO-3 initialization crash and remote-code training resume issue are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are index-related errors, but the specific failure modes and code paths differ." + "reason": "Different root causes: BertModel ZeRO-3 index error vs a mask/tensor indexing shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/index shape mismatch is not the same as Qwen video token/feature mismatch." + "reason": "Different modalities and bugs: generic mask shape error vs Qwen3.5 video token/feature mismatch." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Different functionality and failures; no shared bug." + "reason": "No shared concrete code path; these are separate training/resume and example-breakage issues." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different bugs: mask shape mismatch vs GPT-OSS MoE tensor-parallel failure." + "reason": "Different model/runtime bugs: mask shape mismatch vs GPT-OSS MoE tensor-parallel issue." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3.5 video StopIteration and training-resume/trust_remote_code are unrelated." + "reason": "Different features and failures: Qwen3-vl video input StopIteration vs model-training resume with remote code." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + "reason": "Unrelated: BarkProcessor voice preset handling vs ModernBERT export failure." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training, but one is a collective mismatch and the other is a ZeRO-3 empty-tensor index error." + "reason": "Both involve DeepSpeed, but the underlying problems differ: collective mismatch vs Bert zero-size index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/BertModel index-0-out-of-bounds crash; the second report is just a reworded duplicate." + "reason": "Same underlying ZeRO-3/BertModel bug: both report an index-out-of-bounds on size-0 tensors during DeepSpeed ZeRO-3 initialization, differing only in model-pretraining details." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy invocation and GPT-OSS tensor-parallel failure are different issues." + "reason": "Liger Kernel cross-entropy invocation and GPT-OSS tensor-parallel failure are distinct issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload mismatch." + "reason": "Different problems: DeepSeek coder detokenization regression vs LoRA merge/save/load output mismatch." }, { "left": "issue:34928", "right": "issue:35308", "accept": false, - "reason": "Activation checkpointing/FSDP recompute mismatch is not the same as iterable-dataset multi-GPU length crashes." + "reason": "Both affect distributed training, but activation-checkpointing/FSDP tensor recomputation and IterableDataset length mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 execution failure and LoRA merge/reload inconsistency are unrelated." + "reason": "Different domains: Qwen-3-8B-NVFP4 runtime error vs LoRA merge/reload output inconsistency." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code model_class/config_class import errors." + "reason": "Different layers of the stack: Voxtral processor failure vs remote-code AutoModel config_class attribute error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but the concrete failures are different: weight dimensionality vs collective mismatch." + "reason": "Different DeepSpeed failures: 2-D weight training error vs rank collective mismatch in Jamba-ZeRO-3." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model families and different runtime failures; not duplicates." + "reason": "Different device/dtype class problems: Mistral image preprocessor mismatch vs YOLO multi-GPU device_map auto failure." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Different distributed-training shape problems with no clear shared root cause." + "reason": "Both are tensor-shape-related, but one is activation checkpointing/FSDP recomputation and the other is a mask indexing mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram error in MoE is unrelated to YOLO multi-GPU device-map auto failure." + "reason": "MPS histogram kernel limitation and YOLO multi-GPU auto device mapping are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch is unrelated to a CustomTrainer signature change." + "reason": "Different training stack changes: FSDP/checkpointing shape mismatch vs Trainer API signature change for compute_loss." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class family, but one is CPU-offload incompatibility and the other is uninitialized-memory after materialization; likely related but not the same bug." + "reason": "Same model component family, but different concrete bugs: CPU offload incompatibility vs uninitialized-memory after materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3/BERT index error and GPT-OSS MoE tensor-parallel failure are unrelated." + "reason": "Different failures and models: ZeRO-3 Bert index error vs GPT-OSS MoE tensor-parallel issue." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model/loading path and failure mode." + "reason": "No shared code path: Bert ZeRO-3 initialization crash vs GPT-OSS MoE TP failure." }, { "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and symptoms: Mistral dtype mismatch vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and environments: Qwen-3-8B-NVFP4 vs GPT-OSS-20B on AMD GPUs." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Both are Gemma/Qwen multimodal issues, but expensive reverse-embedding lookup and video token mismatch are different problems." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated config regression and tokenizer patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "These appear to be the same torch 2.4.1 compatibility regression; one report just adds the Transformers 5.8.0 context." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training failures: recomputed tensor-size mismatch vs cuda assert under auto device mapping." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both involve Gemma4, but device mismatch during forward and reverse-embedding lookup on inputs_embeds are different concrete bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch incompatibility vs a Qwen-3-8B-NVFP4 runtime error are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS MoE tensor-parallel failure are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different failure modes and models: torch dynamo tracing error in Mixtral vs Mistral image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model-specific inference/runtime errors." + "reason": "Different models and failure surfaces: autocast dtype mismatch vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/runtime issues: dtype mismatch in Mistral multimodal processing vs an MPS histogram kernel limitation." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to an MPS Int kernel limitation." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "NVFP4 execution error and TRL embedding unpacking failure are unrelated." + "reason": "Different model families and failure points: Qwen-3-8B-NVFP4 runtime error vs Qwen3.5 input-embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral dtype mismatch and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different stack layers: TRL SFT input-embedding unpacking vs GPT-OSS MoE tensor-parallel issue." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Different subsystems and distinct failures." + "reason": "Liger Kernel cross-entropy call and Qwen3.5 embedding unpacking are distinct bugs." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 index errors, but the model paths differ enough that this is not a safe duplicate match." + "reason": "Gemma3 ZeRO-3 index error and Bert ZeRO-3 index error are similar in shape but involve different models and are not clearly the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst summary is grounded in the packet: the ZeRO-3/BertModel pair is the clearest true duplicate, the docs pair is plausibly mergeable, and the remaining soft pairs are rejected conservatively based on differing models, runtimes, or failure modes. No soft-edge verdict overstates the evidence in an unsafe way." + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicates are well-supported by the titles/body patterns (43596/43638 and 45800/46515), and the remaining soft-edge rejections do not overstate similarity. The canonical issue choice and confidence also look reasonable." }, "evaluator_used": true, "retried": false, @@ -429,7 +513,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:30277", "issue:34928", @@ -505,211 +589,223 @@ "issue:35308|issue:42617", "issue:45812|issue:45920", "issue:43872|issue:46304", - "issue:39290|issue:43531", "issue:46901|issue:47394", "issue:44292|issue:46015", + "issue:39290|issue:43531", "issue:43866|issue:44863", "issue:41093|issue:43638", "issue:43792|issue:45901", "issue:43425|issue:45070", "issue:43854|issue:43866" ], - "prepared_review_unit_hash": "cf5e198a8868c1d45bfe382aa55a3b6d4bd7e0644520a55fe6e68c5d5217d820", + "prepared_review_unit_hash": "a0e252fa9654b0b95279fa138448b14f453280684486e92188c45626be349be7", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36964, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of unrelated issues, with three plausible duplicate subgroups: AutoTokenizer v5 token-ID regression, DeepSpeed ZeRO-3 index-0-out-of-bounds on model load, and causal-LM loss double-shift regressions.", - "confidence": 0.66, - "canonical_issue_reason": "No single global canonical spans the whole set; if one issue must anchor the duplicate subgroup most representative of a shared bug, #45920 is the best fit because it describes the broad AutoTokenizer v5 regression across multiple models, subsuming the narrower Granite-only report.", + "summary": "Most pairs are not duplicates; only two soft edges look like the same underlying bug family: ZeRO-3 model loading index errors, and the v5 AutoTokenizer wrong-token-ID regression across models. No PRs were provided.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45920 is the best umbrella issue: it describes the broad v5 AutoTokenizer wrong-token-ID regression across multiple model families, making it the most representative target over the narrower Granite-only report in issue:45812.", "canonical_pr_reason": null, - "best_issue_reason": "#45920 is the strongest issue candidate overall because it is the broadest and most actionable duplicate of the tokenizer regression cluster; the other accepted subgroups are separate bugs and should not be merged into it.", + "best_issue_reason": "issue:45920 has the widest blast radius and clearest regression framing, so it is the most useful issue to keep as the cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions after v5 removals, but they point to different outdated content and different fixes." + "reason": "Both are documentation complaints, but they cover different docs and different removed APIs; not the same underlying change." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different failure modes: autocast dtype mismatch vs MPS int histogram unsupported." + "reason": "Different failures on different backends/models: autocast dtype mismatch vs MPS histogram int support." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch is unrelated to the autocast dtype mismatch report." + "reason": "Unrelated model/runtime errors; one is about Liger cross-entropy dispatch, the other about autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Different bugs: ZeRO-3 collective mismatch vs CustomTrainer signature breakage." + "reason": "Different code paths: distributed collective mismatch vs a trainer signature change." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpoint/FSDP recompute mismatch is unrelated to the GenerationMixin import error." + "reason": "Activation checkpointing/FSDP tensor-size mismatch is unrelated to the GenerationMixin import error." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU model incompatibility and RAG docs are unrelated." + "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different Liger-related vs mask-shape indexing failures." + "reason": "Different bugs: Liger kernel cross-entropy use vs mask/tensor shape mismatch." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility issues, but they are different concrete breakages and code paths." + "reason": "Both are torch/transformers compatibility issues, but they are different concrete incompatibilities and code paths." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "vLLM/PaddleOCR-VL load failure is unrelated to the USE_DISTRIBUTED=0 build break." + "reason": "Different problem domains: vLLM model loading vs distributed build/runtime compatibility." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model/runtime failures: missing Gemma config attribute in vLLM vs Qwen3 auto device-map CUDA assert." + "reason": "Both involve model execution failures, but the affected models, backends, and symptoms differ." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted checkpoint vs missing text encoder weights are not the same bug." + "reason": "Checkpoint corruption / load failure vs missing text-encoder weight loading are not the same bug." }, { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same underlying AutoTokenizer v5 regression producing wrong token IDs; #45920 is the broader multi-model report." + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different application areas and failure modes; no shared concrete code path." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 compatibility issue." + "reason": "Float8 storage lookup failure is unrelated to USE_DISTRIBUTED compatibility." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both report the same ZeRO-3 index-0-out-of-bounds failure during model init/load, just on different models." + "reason": "Both report the same ZeRO-3 model-loading failure pattern: index-0 out-of-bounds on size-0 tensors during initialization/loading." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy and Qwen3.5 video StopIteration are different code paths." + "reason": "Different features and failures: kernel loss dispatch vs video chat-template/video-token mismatch." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Unrelated docs issues: text-classification docs vs transformers run-command docs." + "reason": "Both are docs issues, but they reference different API removals and different documentation surfaces." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-map mismatch." + "reason": "Processor loading failure and device-map forward mismatch are distinct issues." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different models and different failure modes; device placement is not the same as chat-template video token mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression and RAG docs are unrelated." + "reason": "Detokenization regression and outdated RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code regressions are a different problem from the USE_DISTRIBUTED=0 support break." + "reason": "Remote-code breakage and torch/distributed compatibility are separate regression classes." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and NVFP4 compatibility are different issues." + "reason": "Different model families and different compatibility/load problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH loading failure is unrelated to RAG documentation." + "reason": "Model checkpoint loading and docs/examples issues are unrelated." }, { "left": "issue:35308", "right": "issue:42617", "accept": false, - "reason": "IterableDataset multi-GPU crash and 3d_parallel.py startup failure are different bugs." + "reason": "IterableDataset multi-GPU crash and 3d_parallel.py failure do not look like the same bug." }, { - "left": "issue:43872", - "right": "issue:46304", - "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is unrelated to the distributed-disabled build break." + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying regression: AutoTokenizer returns wrong token IDs in v5; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." }, { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "Both mention sliding_window, but they target different model/config failure paths and do not clearly share one bug." + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the distributed-build regression." }, { "left": "issue:46901", "right": "issue:47394", - "accept": true, - "reason": "Both describe the same causal-LM training-loss double-shift regression; #47394 is the broader, more explicit report." + "accept": false, + "reason": "Both mention double-shifted loss, but they affect different model implementations and the batch-row leak in 47394 makes it a distinct concrete bug." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs." + "reason": "NVFP4 runtime failure and outdated docs are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window concepts, but the model families and concrete failures differ." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and model-loading failure are too different to treat as duplicates." + "reason": "Checkpoint corruption versus inability to load NemotronH checkpoints are not the same underlying issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Similar IndexError shape wording, but the mask/tensor mismatch and ZeRO-3 empty-shard failure are different bugs." + "reason": "Both are index/shape errors, but one is a mask-length mismatch and the other is a ZeRO-3 empty-tensor index error." }, { "left": "issue:43792", @@ -721,19 +817,19 @@ "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and pydantic/PretrainedConfig regression are unrelated." + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are different issues." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Model-load test failure and corrupted Ovis2 checkpoint are not the same issue." + "reason": "Unable to load a model in tests is not the same as a corrupted checkpoint report." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are at least plausibly the same underlying bugs based on their titles, especially the AutoTokenizer v5 regression pair and the ZeRO-3 index-0-out-of-bounds pair. The many false pairs are also reasonably separated by distinct failure modes. No clear overstatement stands out." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the issue titles: the ZeRO-3 size-0 index errors share the same failure pattern, and 45812/45920 are clearly the same AutoTokenizer v5 wrong-token-ID regression with one being a narrower instance of the broader report. The remaining rejects also read as appropriately cautious, and there were no PR pairs to evaluate." }, "evaluator_used": true, "retried": false, @@ -752,7 +848,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:36010", "issue:39186", @@ -812,8 +908,8 @@ "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", - "issue:45464|issue:45685", "issue:36010|issue:39290", + "issue:45464|issue:45685", "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", @@ -833,8 +929,8 @@ "issue:43531|issue:45070", "issue:46869|issue:47228", "issue:44387|issue:45005", - "issue:45020|issue:45800", "issue:45507|issue:47228", + "issue:45020|issue:45800", "issue:43716|issue:46294", "issue:44479|issue:46294", "issue:41093|issue:43596", @@ -846,14 +942,14 @@ "issue:39186|issue:44918", "issue:43716|issue:44918" ], - "prepared_review_unit_hash": "3a4a92ccb0b82503ca89ffd1f5e45d052e5708c81ee87ce25f275d3eeccdab5b", + "prepared_review_unit_hash": "9c718b1d3d81d2bba4c7c1e03c55c97c43da4e37c8dc467b741f41b795bd11f4", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, @@ -868,255 +964,264 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most issues are unrelated regressions. Only the mask/index shape-mismatch pair is a convincing duplicate; the SigLIP2 pair is at most a loose similarity and not strong enough to merge as a true duplicate.", - "confidence": 0.93, - "canonical_issue_reason": "The only convincing duplicate subset is the mask/index shape-mismatch pair; its error text and failure pattern line up closely enough to treat as the same underlying bug.", + "summary": "This cluster is heterogeneous: it mixes unrelated import, dtype, quantization, device-map, chat-template, and model-specific regressions. I do not see a single reliable canonical duplicate, and I reject all soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: the items span distinct bugs and error classes across different models and subsystems, so picking one representative would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41093 is the best anchor because it states the mask/index shape-mismatch failure most clearly, and issue:44805 appears to restate that same bug.", + "best_issue_reason": "No single issue is a safe global best because the cluster is not a coherent duplicate set; the titles indicate several unrelated failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Different models and failure modes: Mixtral grouped_mm tracing vs Sam3 bf16 compilation regression." + "reason": "Different failures: grouped_mm tracing on Mixtral vs a Sam3 bf16 compilation regression." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Unrelated problems: Whisper model loading vs a PretrainedConfig/pydantic field regression." + "reason": "Whisper runtime failure and a PretrainedConfig/pydantic field break are unrelated bugs." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Different root causes: DeepSpeed ZeRO-3/BertModel index error vs a broad torch/transformers incompatibility." + "reason": "DeepSpeed ZeRO-3/BertModel index error is not the same as a torch-transformers version incompatibility." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different features and symptoms: DeepSeek detokenization bug vs table-question-answering crash." + "reason": "Incorrect detokenization for DeepSeek-Coder is unrelated to a table QA task crash." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Different models and code paths: Mixtral Dynamo tracing vs YOLO multi-GPU device-map behavior." + "reason": "Mixtral torch tracing error and YOLO multi-GPU device-map failure are different code paths." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Related family, but different bug surfaces: chat crash vs streaming API failure on another model size." + "reason": "Both involve Qwen3.5, but one is a generic chat crash and the other is a streaming chat/completions failure; not enough to treat as the same bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different bug classes: init_empty_weights/_is_hf_initialized TypeError vs table-question-answering runtime crash." + "reason": "Qwen-3 NVFP4 loading/runtime error and table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different model families and errors: Gemma3 sliding_window_pattern vs Gemma4 device mismatch." + "reason": "Gemma3 sliding_window_pattern missing and Gemma4 device mismatch are distinct issues." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "No same underlying bug: Qwen3.5 streaming API failure vs MPS histogram kernel not implemented for MoE." + "reason": "Importing GenerationMixin and a Gemma3 config attribute error are unrelated." }, { - "left": "issue:36010", - "right": "issue:39290", + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "Different import/configuration issues: GenerationMixin import failure vs Gemma3 sliding_window_pattern missing." + "reason": "Qwen streaming API failure and an MPS histogram error on MoE are different bugs." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and failure types: tracing compilation error vs MPS-specific MoE kernel error." + "reason": "Both mention MoE, but the traced grouped_mm error and the MPS histogram failure are not the same code-path problem." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both mention runtime/dtype issues, but the model, op, and trigger are different; not the same bug." + "reason": "Grouped_mm tracing in Mixtral and autocast dtype mismatch in Phi-tiny-MoE are separate failures." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Different areas: Voxtral processor failure vs template-node compilation error." + "reason": "Processor failure for Voxtral and a compile error for non-template nodes are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Different models and symptoms: GraniteMoEHybrid invalid method call vs YOLO multi-GPU device-map problem." + "reason": "GraniteMoEHybrid invalid-method call and YOLO device-map failure do not describe the same bug." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Unrelated reports: tied lm_head weights in Mistral3 vs a corrupted Ovis2 checkpoint." + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are not the same issue." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Different issues: flash-attn2 fallback gating vs remote-code model_class/config_class failure." + "reason": "Flash-attn fallback blocking and remote-code model_class/config_class errors are different problems." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Different regressions: missing pad_token_idx in StableLmConfig vs pydantic model field breakage." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig field regression." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the actual failures and contexts differ: mask shape mismatch vs zero-sized tensor indexing during Gemma3 ZeRO-3 load." + "reason": "Both are IndexError reports, but one is a mask/tensor shape mismatch and the other is an out-of-bounds index during ZeRO-3 loading." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Unrelated version incompatibility vs Gemma4 forward device mismatch." + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are unrelated." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "Different causes: bitsandbytes/_is_hf_initialized incompatibility vs Sam3 compilation regression." + "reason": "bitsandbytes Int8Params constructor mismatch is unrelated to the Sam3 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different failure modes: generic mask/tensor shape mismatch vs Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Mask shape mismatch and Qwen3.5 embedding unpacking with TRL SFT are different failure modes." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Different models and symptoms: Mistral-3 image-preprocessor dtype mismatch vs Sam3 bf16 compilation regression." + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to Sam3 bf16 compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different problem surfaces: autocast dtype mismatch in Phi-tiny-MoE vs Qwen3.5 streaming API failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Qwen3.5 streaming API failure." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different support requests: PaddleOCR-VL load failure vs GGUF gpt-oss architecture support." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different model support issues." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Different features and root causes: GGUF architecture support vs Qwen3.5 streaming inference failure." + "reason": "GGUF architecture support and Qwen chat streaming failure are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different bugs: init_empty_weights/_is_hf_initialized TypeError vs pydantic PretrainedConfig field regression." + "reason": "init_empty_weights/_is_hf_initialized TypeError is a different regression from the pydantic PretrainedConfig field break." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Different topics: Qwen3-MoE sliding_window issue vs pydantic field breakage." + "reason": "Qwen3-MoE sliding_window behavior and a PretrainedConfig pydantic break are not the same issue." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "Different models and failure modes: YOLO multi-GPU device-map issue vs Sam3 bf16 regression." + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are unrelated." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different regressions: int4 quantization memory growth vs tied-weights translation-model issues." + "reason": "int4 CUDA memory growth and tied-weights translation-model issues are different regressions." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "Different models and code paths: GraniteMoEHybrid invalid method vs Sam3 compilation regression." + "reason": "GraniteMoEHybrid invalid method and Sam3 compilation regression are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "A broad remote_code regression and a specific torch 2.4.1/transformers 5.8.0 incompatibility are not the same concrete bug." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal, but one is image dtype mismatch and the other is video feature/token mismatch." + "reason": "Image preprocessor dtype mismatch and Qwen3.5 video token/feature mismatch are different multimodal issues." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Related domain but not the same bug: broad v5.3.0 video regression across Qwen VL models vs Qwen3.5-9B video template mismatch." + "reason": "Both are video-input regressions, but they affect different model families and describe different symptoms, so this is too broad to merge." }, { "left": "issue:41093", - "right": "issue:44805", - "accept": true, - "reason": "Same underlying failure: both report the same mask/index shape mismatch between indexed tensors, with matching error wording and behavior." + "right": "issue:43596", + "accept": false, + "reason": "The mask-shape IndexError and the ZeRO-3/BertModel out-of-bounds IndexError are not clearly the same bug." }, { - "left": "issue:43994", - "right": "issue:43054", + "left": "issue:43054", + "right": "issue:43994", "accept": false, - "reason": "The titles both mention SigLIP2 degradation, but title-level evidence alone is too weak to conclude the same underlying bug." + "reason": "Both concern SigLIP2 quality, but one reports worse embeddings and the other nonsensical AutoModel/pipeline outputs; not enough evidence of one concrete bug." }, { - "left": "issue:46640", - "right": "issue:46661", + "left": "issue:46468", + "right": "issue:46869", "accept": false, - "reason": "Different issues: flash attention 2 problem vs remote-code model_class missing config_class." + "reason": "Broken official Nemotron example and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different Qwen multimodal/config bugs: unwrap text_config vs uninitialized rotary embedding memory after to_empty." + "reason": "Qwen 3.5 composite config unwrap behavior and an uninitialized-memory rotary embedding bug are different issues." }, { - "left": "issue:43872", - "right": "issue:45070", + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", "accept": false, - "reason": "Different regressions: bitsandbytes constructor incompatibility vs pydantic PretrainedConfig field breakage." + "reason": "ZeRO-3 loading failure for BertModel is not the same as resuming training with locally downloaded remote-code models." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different training/runtime failures: FSDP 2-D weight error vs Qwen3.5 embedding unpacking with TRL." + "reason": "FSDP weight dimensionality error and Qwen3.5 embedding unpacking failure are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different bugs: Mistral-3 image dtype mismatch vs Qwen3.5 SFT embedding unpacking failure." + "reason": "Image dtype mismatch and TRL SFT embedding unpacking are different code paths." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The packet supports the mask/index duplicate pair, but the writeup is internally inconsistent and a bit too strong on the SigLIP2 pair. The summary says there are two true-duplicate soft edges, yet the canonical_issue_reason says only the mask/index subset is convincing. Also, with only title-level evidence, the SigLIP2 pair should be framed more cautiously than \"strongly suggesting the same model bug.\"" - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -1132,7 +1237,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:33666", "issue:35308", @@ -1189,8 +1294,8 @@ "issue:42915|issue:45399", "issue:43404|issue:45005", "issue:45632|issue:45698", - "issue:35308|issue:36331", "issue:43873|issue:45005", + "issue:35308|issue:36331", "issue:44360|issue:44512", "issue:44492|issue:44512", "issue:44918|issue:45507", @@ -1200,11 +1305,11 @@ "issue:35308|issue:42915", "issue:44863|issue:45005", "issue:39692|issue:43054", - "issue:46489|issue:46491", "issue:43950|issue:44534", + "issue:46489|issue:46491", "issue:36331|issue:41762", - "issue:33666|issue:35308", "issue:43644|issue:43950", + "issue:33666|issue:35308", "issue:46032|issue:47246", "issue:43872|issue:44589", "issue:46899|issue:46932", @@ -1216,226 +1321,226 @@ "issue:45987|issue:46858", "issue:43950|issue:45902" ], - "prepared_review_unit_hash": "e35704d33ba4f34e31931af113a2f85dd84f85b58b5ceeb810e4c7aa5a8aa0f3", + "prepared_review_unit_hash": "67a8b29d55b669c9049a1517fec990d39fc397c5eac48380b3c226360c4e5986", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37133, - "estimated_input_tokens": 9284, - "estimated_eval_tokens": 18824 + "serialized_chars": 37137, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated issue families, with a few clear duplicate groups: non-persistent buffer corruption in v5, disk-offloaded Qwen3 save failures, StaticCache seq_length regressions, Gemma4 quantized embedder dtype casting, and a Mamba2 recurrence bug propagated to NemotronH. Most other pairs are only loosely related by subsystem and should not be merged.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43950 is the clearest representative of the repeated non-persistent-buffer regression family: its title is specific, actionable, and it aligns with multiple near-duplicate reports about junk/corrupted non-persistent buffers.", + "summary": "This cluster is mostly heterogeneous, with a few true duplicate subclusters: non-persistent buffer corruption in v5, cache length return-type regressions, Gemma4 quantized embedder dtype casting, and offloading/disk-save issues. Most other soft pairs are false positives that only share a broad subsystem or model family.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set because the items split into several unrelated bug families; if forced to pick one representative, #43950 is the strongest broad regression with clear duplicate support.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest issue candidate overall because it captures a concrete regression with broad duplicate coverage and a precise failure mode.", + "best_issue_reason": "#43950 is the best issue candidate overall because it is a clear, well-scoped regression and it has close duplicate overlap with #43644 and #44534.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Different bugs: custom-model initialization in notebooks vs flash-attn2 fallback being blocked by checks." + "reason": "Unrelated regressions: custom-model notebook initialization vs flash-attn2 fallback gating." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different model-specific failures and different symptoms; both are perplexity-related only at a very high level." + "reason": "Different models and failures: GPT-OSS perplexity issue vs GLM5 problem." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to flash-attn2 fallback gating." + "reason": "Qwen3Moe FP8 config failure is unrelated to flash-attn2 fallback checks." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both involve tied weights, but they are different concrete bugs on different model families." + "reason": "Both involve tied weights, but the model families and bugs differ; not the same concrete issue." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both concern trust_remote_code/custom-module loading, but the reported failure modes and code paths differ." + "reason": "Both touch custom remote-code loading, but one is a cache-path collision and the other is wrong module selection after save/load." }, { - "left": "issue:35308", - "right": "issue:36331", + "left": "issue:43873", + "right": "issue:45005", "accept": false, - "reason": "IterableDataset multi-GPU crashes and a custom Trainer signature mismatch are unrelated." + "reason": "Quantization/offloading behavior is unrelated to tied-weights regression." }, { - "left": "issue:43873", - "right": "issue:45005", + "left": "issue:35308", + "right": "issue:36331", "accept": false, - "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." + "reason": "IterableDataset multi-GPU crash and compute_loss signature change are distinct problems." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer discussion is unrelated to a docs command removal regression." + "reason": "DSA indexer behavior is unrelated to a removed docs command reference." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache-strategy docs is unrelated to removed run-command documentation." + "reason": "A cache-strategy typo and a docs command removal are not the same bug." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL SFT input unpacking and GraniteMoEHybrid invalid method calls are different failures." + "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid method are different code paths." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same bug as tied weights in translation models." + "reason": "PagedAttentionCache/linear_attention error is unrelated to tied-weight handling." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer detokenization and Qwen NVFP4 runtime errors are unrelated." + "reason": "Different tokenizer/runtime failures on different model families; not one concrete issue." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "These are different validation bugs with different affected model families and error paths." + "accept": true, + "reason": "46463 is a specific manifestation of the broader input_ids/inputs_embeds XOR validation/error-message bug." }, { "left": "issue:35308", "right": "issue:42915", "accept": false, - "reason": "Both touch training, but one is an IterableDataset multi-GPU crash and the other is a Qwen3Moe FP8 issue." + "reason": "Training crash with IterableDataset is unrelated to Qwen3Moe FP8 failure." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight regressions." + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs-example errors and a SigLIP2 text-embedding quality regression are different issues." - }, - { - "left": "issue:46489", - "right": "issue:46491", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different concrete behaviors." + "reason": "Docs example mistakes are distinct from a model-quality/embedding regression." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same non-persistent-buffer corruption/junk regression in v5." + "reason": "Both describe the same non-persistent-buffer corruption/junk-fill regression in transformers v5." }, { - "left": "issue:36331", - "right": "issue:41762", + "left": "issue:46489", + "right": "issue:46491", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to ZeRO-3 Gemma3 loading failure." + "reason": "Tokenizer regressions on different model families; too model-specific to treat as one bug." }, { - "left": "issue:33666", - "right": "issue:35308", + "left": "issue:36331", + "right": "issue:41762", "accept": false, - "reason": "Both mention multi-GPU training, but the underlying bugs are distinct." + "reason": "Unexpected compute_loss kwarg and ZeRO-3 loading IndexError are unrelated." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same regression: non-persistent buffers are being filled/corrupted in v5." + "reason": "Same underlying v5 regression: non-persistent buffers get corrupted or filled with junk during load/init." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is not the same bug as generic IterableDataset length mismatch crashes." }, { "left": "issue:46032", "right": "issue:47246", "accept": true, - "reason": "Same Mamba2 recurrence bug, with NemotronH missing the fix in its slow path." + "reason": "Both point to the same Mamba2 inter-chunk recurrence bug in the slow-path implementation, with NemotronH missing the propagated fix." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "These are different quantization/storage compatibility errors with different root causes." + "reason": "Different bitsandbytes/storage compatibility failures with different error surfaces." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "46932 explicitly describes the same Gemma4 quantized vision/audio embedder dtype-cast bug." + "reason": "46932 explicitly refers to the same Gemma4 quantized vision/audio embedder dtype-casting bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and tokenizer-version changes are unrelated." + "reason": "SigLIP2 embedding quality regression and tokenizer-version changes are unrelated." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "46489 looks like a specific gap in a tokenizer fix, not the same broad tokenizer regression as 45920." + "reason": "Broad AutoTokenizer wrong-ID regression and DeepSeek-Coder v1 detokenization bug are distinct issues." }, { "left": "issue:47332", "right": "issue:47333", "accept": true, - "reason": "Both are the same disk-offloaded Qwen3 save failure, just on different model variants." + "reason": "Near-identical offloading/disk-save failures for Qwen3 VL/Qwen3-A3B models; same underlying issue." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities and worse text embeddings are different SigLIP2 issues." + "reason": "Both involve SigLIP2, but zero probabilities and poorer text embeddings are not clearly the same concrete defect." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and RLHF NaN from SDPA fallback are different failure modes." + "reason": "Autocast dtype mismatch and Qwen3.5 RLHF NaN explosion have different root causes." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Both describe the same StaticCache.get_seq_length return-type regression affecting slice arithmetic." + "reason": "Same cache API regression: get_seq_length() returns the wrong kind of tensor instead of a plain int-like value." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same non-persistent-buffer initialization/corruption class of bug, with 45902 being a model-specific manifestation." + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Qwen3_5Moe rotary inv_freq uninitialized-memory access." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering summary is well grounded in the packet and stays mostly conservative. The main duplicate families called out by the analyst are supported by the titles: non-persistent buffer corruption/junk regressions, StaticCache get_seq_length regressions, Gemma4 quantized embedder dtype casting, Mamba2/NemotronH recurrence, and disk-offloaded Qwen3 save failures. The rejected soft-edge pairs are also generally framed cautiously and do not overclaim sameness based on the available evidence. No pull-request mergeability issue applies here." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The representative issue choice (#43950) is supported by the duplicate-like overlap with #43644 and #44534, and the cluster-level note that most other pairs are false positives matches the packet. The accepted soft pairs also look defensible from the titles and available metadata. No obvious overstatement or mergeability issue is present." }, "evaluator_used": true, "retried": false, @@ -1454,7 +1559,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:24643", "issue:28530", @@ -1509,8 +1614,8 @@ "issue:43054|issue:43493", "issue:44910|issue:45859", "issue:45663|issue:45902", - "issue:44403|issue:44451", "issue:42947|issue:44387", + "issue:44403|issue:44451", "issue:24643|issue:28530", "issue:43975|issue:45237", "issue:41762|issue:42915", @@ -1519,245 +1624,245 @@ "issue:44991|issue:45399", "issue:42947|issue:43856", "issue:45685|issue:45823", - "issue:43824|issue:43872", "issue:45081|issue:45399", + "issue:43824|issue:43872", "issue:45020|issue:45823", - "issue:41553|issue:43883", "issue:43782|issue:44960", + "issue:41553|issue:43883", "issue:44661|issue:45020", "issue:43828|issue:45823", "issue:45020|issue:45356", "issue:42491|issue:44368", - "issue:41553|issue:43881", "issue:43872|issue:46869", + "issue:41553|issue:43881", "issue:45759|issue:46661", "issue:45020|issue:46661", "issue:45488|issue:46489", - "issue:45715|issue:46315", "issue:43404|issue:43950", + "issue:45715|issue:46315", "issue:43827|issue:44509", "issue:43881|issue:43883" ], - "prepared_review_unit_hash": "ff26f7f368d6d175423306001a3d727e9766fdae1f678a6d96ddf1a106b1c2ac", + "prepared_review_unit_hash": "a3d9bc108d04c0e5243544a3bb268ae46d6064a982207d953a61b0d6e7a01b0b", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37488, - "estimated_input_tokens": 9372, - "estimated_eval_tokens": 19000 + "serialized_chars": 37489, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous regression/report cluster. The only clearly supported duplicate-like match is the docs pair (issue:43827 / issue:44509). The SigLIP2 pair is better treated as thematic similarity rather than the same concrete bug, and the remaining soft pairs look unrelated or only loosely adjacent.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45020 is the best overall representative for the broad remote_code / v5-regression theme that spans several loading and config-related reports, but it should be treated as a cluster anchor, not proof of duplication.", + "summary": "This cluster is mostly heterogeneous and centered on loading/tokenizer/regression reports. The only clearly supported duplicate pair is the v5 docs pipeline-removal reports (43827/44509); the SigLIP2 pair is related in theme but not established as the same bug.", + "confidence": 0.78, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative issue for the cluster\u2019s dominant broad regression theme and has enough overlap with several other reports to serve as the best cluster-level issue, even though the cluster is not a single duplicate set.", + "best_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s repeated remote-code/loading regression theme, but the set is mixed enough that it should not be treated as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both are about SigLIP2, but the packet only shows thematic overlap; it does not establish the same underlying bug or code path." + "reason": "Both concern SigLIP2 quality, but one is a specific text-embedding regression report and the other is a broader HF-vs-JAX discrepancy; the packet doesn\u2019t show they are the same bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Same model family, different failures: flash-attn packed-sequence crash versus CPU-offload rotary-embedding incompatibility." + "reason": "Different failure modes: flash-attn packed-sequence crash vs CPU-offload rotary embedding incompatibility." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different models and different root causes: Gemma4 FSDP2 shared_kv_states handling versus Qwen3.5 MoE inv_freq materialization." + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Qwen3_5MoeTextRotaryEmbedding uninitialized memory." }, { - "left": "issue:44403", - "right": "issue:44451", + "left": "issue:42947", + "right": "issue:44387", "accept": false, - "reason": "One is a noisy logging/message issue; the other is a specific model loading failure for ScandiBERT." + "reason": "One is LoRA gradient-checkpointing ineffectiveness; the other is an int4 quantization memory regression." }, { - "left": "issue:42947", - "right": "issue:44387", + "left": "issue:44403", + "right": "issue:44451", "accept": false, - "reason": "Different bug classes: LoRA gradient checkpointing behavior versus int4 memory regression/OOM." + "reason": "Generic load-noise report is not the same as a specific ScandiBERT load failure." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training/DeepSpeed runtime error and early-stopping metric warning are unrelated." + "reason": "DeepSpeed training weight-shape error and early-stopping metric configuration are unrelated." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer output corruption and AMD GPU support failure are different code paths and symptoms." + "reason": "Tokenizer detokenization bug is unrelated to AMD GPU execution failure." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both are loading failures, but the model families and failure modes differ enough that they do not look like the same bug." + "reason": "Gemma3 ZeRO-3 index error and Qwen3Moe FP8 failure are different model-path bugs." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic load-noise/reporting issue versus a concrete failure to load cjvt/sleng-bert." + "reason": "Both are loading complaints, but not the same concrete bug or model path." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Related area, but one is missing fields from AutoConfig with trust_remote_code and the other is a broader remote_code regression report." + "reason": "Remote-code config field loss is not clearly the same concrete issue as broad recent remote_code breakage." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure versus flash-attn2 fallback gating are different subsystems." + "reason": "Tokenizer loading regression and flash-attn2 fallback gating are unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both touch Qwen3 MoE/PEFT themes, but the concrete failures are different." + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different training regressions." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Unrelated device/backend errors: MPS histogram support versus Gemma4 PLE device mismatch." + "reason": "MPS histogram/int error is unrelated to Gemma4 device-map mismatch." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "ImportError for a missing model class and bitsandbytes Int8Params constructor incompatibility are different bugs." + "reason": "Mistral regex patch crash and flash-attn2 fallback checks are different code paths." }, { - "left": "issue:45081", - "right": "issue:45399", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are unrelated." + "reason": "Qwen2.5-VL import error and bitsandbytes Int8Params compatibility are unrelated." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broader remote_code regression and Gemma4 device placement issue do not share the same concrete code path." + "reason": "Generic remote_code breakage is not the same as Gemma4 PLE device placement." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "Bad AutoTokenizer error message and missing all_tied_weights_keys are distinct issues." + "reason": "Qwen3VL weight_only error and GLM5 loading are different issues." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 are unrelated." + "reason": "Bad AutoTokenizer message for Voxtral is unrelated to Molmo tied-weights attribute failure." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping failure is a different code path from the remote_code regression reports." + "reason": "add-new-model-like mapping failure is not the same bug as remote_code loading regressions." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device_map behavior." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device-map mismatch." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are recent regressions, but they affect different tokenizer/model paths and are not the same bug." + "reason": "The remote-code theme overlaps, but the titles describe different concrete failures and should not be merged." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Version compatibility for a LoRA-trained model and a warning about tie_word_embeddings are not the same issue." + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to the tie_word_embeddings warning during Qwen3.5 fine-tuning." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "Different model families and different failures." + "reason": "bitsandbytes Int8Params incompatibility is unrelated to YOLO multi-GPU device-map failure." }, { - "left": "issue:43872", - "right": "issue:46869", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "bitsandbytes constructor incompatibility and YOLO multi-GPU device_map failure are unrelated." + "reason": "Voxtral tokenizer error message and glm-4v-9b load failure are different problems." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite Qwen config unwrapping and remote-code config_class handling are different bugs." + "reason": "Composite config unwrapping bug is not the same as remote-code config_class attribute failure." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Same broad remote_code area, but not the same concrete failure." + "reason": "The remote-code theme overlaps, but the titles describe different concrete failures and should not be merged." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both involve DeepSeek tokenizer regressions, but they target different models and different failure modes." + "reason": "Both concern tokenizer regressions, but they affect different models and different underlying tokenization paths." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:43404", + "right": "issue:43950", "accept": false, - "reason": "Both are tokenizer performance regressions, but the reported slow paths are different." + "reason": "Mistral3 tied-weights bug is unrelated to non-persistent buffer corruption in from_pretrained." }, { - "left": "issue:43404", - "right": "issue:43950", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "Missing all_tied_weights_keys warning and non-persistent buffer corruption are different pretrained-model regressions." + "reason": "Different tokenizer performance regressions in opposite conversion methods; not the same bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both report v5 docs still referencing removed pipeline tasks such as summarization/translation/text2text-generation." + "reason": "Both report the same v5 docs problem: removed pipeline tasks still referenced in documentation." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-loading failures with unrelated attributes and code paths." + "reason": "GLM-4V-9B load failure and Molmo tied-weights attribute error are distinct model issues." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is a bit too strong for the packet. In particular, treating issue:43054 and issue:43493 as a \"clear duplicate pair\" overstates the evidence: the packet only shows thematic similarity around SigLIP2, not that they are the same concrete bug. The docs pair issue:43827 / issue:44509 is well supported, but the overall cluster should be described more conservatively as mostly related issues with one clearly supported duplicate-like pair, not two clear duplicates." + "feedback": "The summary is mostly grounded, but one soft-edge acceptance overstates the evidence. The v5 docs pair (43827/44509) is well supported, but 43054/43493 is only loosely similar from the titles: one is a quality regression report for SigLIP2 text embeddings, the other is a broader HF-vs-JAX implementation discrepancy. The packet does not establish that these are the same bug, so this should be treated more conservatively as a possible related issue, not a true duplicate." }, "evaluator_used": true, "retried": true, @@ -1776,7 +1881,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:24643", "issue:30064", @@ -1829,8 +1934,8 @@ ], "soft_pairs": [ "issue:43792|issue:44220", - "issue:36331|issue:41093", "issue:43257|issue:45305", + "issue:36331|issue:41093", "issue:46894|issue:46897", "issue:42947|issue:45923", "issue:43940|issue:45313", @@ -1859,220 +1964,208 @@ "issue:43950|issue:45834", "issue:44560|issue:44918" ], - "prepared_review_unit_hash": "2e76fcf2b28e7ff633729d374bdaeb45b9b83b649c66444736f942c9ef012463", + "prepared_review_unit_hash": "f5821c080dbb56aa28ef82f409e0566d9690b9a9a907d902ea7c7840151b24a3", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36766, - "estimated_input_tokens": 9192, - "estimated_eval_tokens": 18640 + "serialized_chars": 36760, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports, with only a few believable duplicate pairs around the same concrete failure mode (Whisper fbank extraction, Qwen VL video regression, mask shape mismatch, and the training-loss double-shift bug).", - "confidence": 0.58, - "canonical_issue_reason": "issue:46894 is the best canonical issue because it is open, clearly frames the underlying training-loss double-shift bug, and explicitly links the same pattern across models, making it the best umbrella triage target.", + "summary": "Mostly unrelated reports with a couple of likely duplicate pairs: the Qwen VL video-input regression pair and the training-loss double-shift pair. The rest are best treated as separate issues.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 46894 is the clearest standalone report of the underlying training-loss double-shift bug and is more representative than the narrower model-specific follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46894 is the strongest representative: it is unresolved, concrete, and broad enough to subsume the near-duplicate Florence2 report.", + "best_issue_reason": "46894 is a strong anchor issue: explicit bug pattern, clear scope, and easy to relate to follow-up reports like 46897.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Both point to the Whisper audio feature-extraction path, specifically fbank/log-mel extraction failures that prevent the model from running." - }, - { - "left": "issue:36331", - "right": "issue:41093", "accept": false, - "reason": "These are different bugs: a custom trainer API mismatch versus a tensor/mask shape IndexError." + "reason": "Both are audio/Whisper-related, but one is a broad runtime failure and the other is a specific fbank helper issue; not clearly the same bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is about Qwen3 MoE weight conversion and the other about gradient averaging with GAS; not the same failure." + "reason": "Both mention DeepSpeed, but one is missing Qwen3 MoE weight conversion and the other is gradient averaging with GAS/model_accepts_loss_kwargs; different failures." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg vs mask/tensor shape mismatch are different code paths and symptoms." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "These describe the same training-loss double-shift bug, just on different models, and could plausibly be fixed by one trainer-side change." + "reason": "Same double-shift training-loss bug described for two model families; these look like duplicate reports of one underlying trainer issue." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective in LoRA is not the same as a missing supports_gradient_checkpointing flag." + "reason": "Both touch gradient checkpointing, but one is ineffective LoRA checkpointing behavior and the other is a missing capability flag." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but they affect different Qwen variants with different reported symptoms; too model-specific to treat as one bug." + "reason": "Both are ZeRO-3 weight-loading failures on Qwen variants, but the model targets and missing-weight patterns differ enough to treat separately." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "A DeepSpeed training RuntimeError and an image processor void-segmentation issue are unrelated." + "reason": "DeepSpeed training RuntimeError and void segmentation-map processing are unrelated." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Both are 5.3.0 video-input regressions in the Qwen VL video pipeline, with overlapping symptoms and likely the same code path." + "reason": "Both describe the same 5.3.0 Qwen VL video-input regression; 44560 appears to be a specific StopIteration manifestation of the broader bug in 44479." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "These are different model-loading problems for different architectures and are not the same concrete bug." + "reason": "Different model-loading failures for different architectures; no shared code-path bug is evident." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Both report the same mask/indexed-tensor shape-mismatch IndexError pattern, so they look like duplicate manifestations of one bug." + "accept": false, + "reason": "Both are generic index/mask shape errors, but there is no evidence they come from the same underlying model or code path." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and a Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "GGUF architecture support and autocast dtype mismatch are unrelated." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "An image preprocessor dtype mismatch and a broken Nemotron example are different issues." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Nemotron example breakage are unrelated." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "3D position_id SDPA/BF16 instability is unrelated to the flash_attention s_aux=None crash." + "reason": "RLHF NaN/SDPA math fallback and flash-attention s_aux=None crash are different bugs." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and a Qwen3-MoE sliding_window issue are unrelated." + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "A PagedAttentionCache linear_attention crash and a NemotronH checkpoint-loading failure are different problems." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are different issues." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "A ZeRO-3 init IndexError with BertModel is not the same as a torch version incompatibility report." + "reason": "Zero-3/Bert index error and torch version incompatibility are not the same bug." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different model families and different loading failures; not the same underlying bug." + "reason": "Both are load failures, but for different models and different failure modes." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "These are distinct rotary/position-id and meta-to-empty materialization bugs." + "reason": "Different rotary/position-id bugs with different root causes: temporal scaling vs uninitialized inv_freq after materialization." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "gpt-oss GGUF support and a Float8 storage lookup error are unrelated." + "reason": "GGUF support and missing Float8 storage are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "A BertModel ZeRO-3 initialization failure is not the same as a torch compatibility issue." + "reason": "Deepspeed ZeRO-3 init failure and torch 2.4.1 incompatibility are different issues." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "A bad AutoTokenizer error message for Voxtral is unrelated to tokenizer loading failures for a different model." + "reason": "Both are tokenizer-loading complaints, but one is a bad error message for Voxtral and the other is an actual tokenizer incompatibility for a different model." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "These are different bugs: image/video preprocessing dtype mismatch versus a video StopIteration error." + "reason": "Image-preprocessor dtype mismatch and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "FSDP2 KeyError in Gemma4 attention and a device-mismatch forward bug are different failures." + "reason": "Both are Gemma4-related, but one is an FSDP2 attention KeyError and the other is a device-map forward mismatch." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FineGrainedFP8Config loading failure and generic meta-device loading breakage are not the same concrete issue." + "reason": "FineGrainedFP8 failure on Qwen3Moe and meta-device loading regression are different problems." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo batching token leakage and Whisper empty-transcription generation are unrelated." + "reason": "AudioFlamingo track-leak batching bug and Whisper empty-transcription failure are unrelated audio issues." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "An import error for a missing class and a meta-device loading regression are different problems." + "reason": "Missing Qwen2_5_VL import and meta-device loading regression are different failure modes." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A 3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." - }, - { - "left": "issue:44560", - "right": "issue:45685", - "accept": false, - "reason": "A Qwen VL video StopIteration bug and an MPS histogram dtype limitation are unrelated." - }, - { - "left": "issue:43950", - "right": "issue:45834", - "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained and a long-OCR index error are not the same bug." + "reason": "3d_parallel example failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "A Qwen VL video regression and a TRL SFT embedding unpacking failure are different code paths." + "reason": "Qwen video StopIteration and TRL SFT embedding unpacking are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical issue choice is reasonable because issue:46894 is open and matches issue:46897\u2019s same training-loss double-shift pattern. The soft-edge accepts that matter are all supported by close title-level overlap (Whisper fbank extraction, the identical mask-shape IndexError, Qwen VL video regression, and the double-shift bug), and the rejects avoid overclaiming cross-model sameness. " + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are plausibly same-bug reports based on the titles/pattern references, and the rest are appropriately treated as separate issues. No clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -2091,7 +2184,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:36010", "issue:38175", @@ -2150,14 +2243,14 @@ "issue:43550|issue:44910", "issue:45823|issue:46515", "issue:42947|issue:47254", - "issue:44661|issue:45823", "issue:45812|issue:46489", + "issue:44661|issue:45823", "issue:44560|issue:44805", "issue:44877|issue:45030", + "issue:38175|issue:43994", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", - "issue:38175|issue:43994", "issue:42491|issue:43720", "issue:45672|issue:46899", "issue:43632|issue:45834", @@ -2173,223 +2266,223 @@ "issue:45313|issue:45357", "issue:44863|issue:46846" ], - "prepared_review_unit_hash": "dc0037f1e58679c12cb52a9d4c29ad72d46da1929b12f5a62d5c99b40c89dd98", + "prepared_review_unit_hash": "ec68ad0d3d0f48c9314d96e17d0887b87908ac8a9f8a380719f0095368258960", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35962, - "estimated_input_tokens": 8991, - "estimated_eval_tokens": 18238 + "serialized_chars": 35965, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers regressions. A small number of issue pairs look like probable duplicates based on strong title overlap and shared model/symptom, but the packet is sparse enough that the duplicate calls should stay conservative rather than definitive.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43646 is the best anchor among the probable duplicate pair for the Transformers 5 custom-model initialization regression: its title is the broadest and least repro-specific, while issue:43645 reads like a narrower Jupyter repro of the same problem.", + "summary": "Mostly a heterogeneous issue set with a few clear duplicate pairs. Strong matches are the Transformers v5 non-persistent-buffer regression, the Gemma4 4-bit multimodal dtype-cast bug, the SigLIP2 bad-output reports, and the custom-model initialization regression. Most other pairs are only loosely related at the subsystem level and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43644 is the best canonical issue: it is a broad, clearly stated Transformers v5 regression and has an obvious duplicate in issue:44534 with the same exact failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest overall issue candidate because it captures the broadest version of the custom-model initialization regression; the rest of the cluster is largely heterogeneous and should not be collapsed into one bug.", + "best_issue_reason": "issue:43644 is the strongest representative issue in this set because it describes a concrete, versioned regression with a direct duplicate and a clean, reusable title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Both involve torch/version compatibility, but the titles point to different failures and code paths." + "reason": "Both mention torch-related incompatibility, but they are different version failures and do not describe the same bug." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated bugs." + "reason": "Importing GenerationMixin and Qwen3-MoE LoRA incompatibility are unrelated failures." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Probable duplicate: both titles describe the same Transformers v5 custom-model initialization regression, with 43645 just adding the Jupyter/notebook repro detail." + "reason": "Both report the same custom model initialization regression; the Jupyter notebook context in 43645 is just one manifestation." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but they concern different models and different failure modes." + "reason": "Different model-loading problems for different checkpoints; no evidence of the same root cause." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Different bugs: one is a Qwen3.5 flash-attention crash from 3D position_ids, the other is static-cache arithmetic on non-CUDA backends." + "reason": "One is a Flash Attention packed-sequence bug on Qwen3.5, the other is a static-cache/torch.compile backend issue." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model/backends and different failure mechanisms." + "reason": "Different models and different failure paths: SDPA/torch.compile vs Flash Attention/position_ids." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch is not the same concrete issue as a torch-version incompatibility report." + "reason": "Device-map forward mismatch is unrelated to a torch version compatibility report." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both mention PEFT/gradient checkpointing, but the reported failures are different enough that they should stay separate." + "reason": "Related area, but one is ineffective gradient checkpointing while the other is an actual CheckpointError under ZeRO-3; not the same concrete bug." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:45812", + "right": "issue:46489", "accept": false, - "reason": "Tokenizer-mapping registration and Gemma4 forward device mismatch are unrelated." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to come from different fixes." }, { - "left": "issue:45812", - "right": "issue:46489", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely different fixes." + "reason": "Tokenizer-mapping helper failure and Gemma4 device mismatch are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptom classes: video StopIteration versus mask/tensor shape IndexError." + "reason": "Different runtime errors in different code paths; no shared underlying bug is evident." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation issues, but the affected models and concrete breakage differ." + "reason": "Both are config-loading failures, but the evidence is too generic to treat them as the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "These are the same SigLIP2 bad-output problem on the same checkpoint; one reports zero probabilities, the other nonsensical outputs." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 indexing failure and TOKENIZER_MAPPING_NAMES handling are different code paths." + "reason": "DeepSpeed ZeRO-3 index error is unrelated to the TOKENIZER_MAPPING_NAMES add-new-model-like failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 init/indexing and tokenizer-mapping registration are unrelated problems." + "reason": "Different bug classes: ZeRO-3/BertModel indexing vs tokenizer-mapping helper behavior." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer registration and tensor mask-shape mismatch are not the same bug." - }, - { - "left": "issue:38175", - "right": "issue:43994", - "accept": true, - "reason": "Probable duplicate: both describe broken or nonsensical outputs from the same SigLIP2 model, though the packet only gives title-level evidence." + "reason": "Unrelated failures: tokenizer-mapping helper vs mask-shape IndexError." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA checkpoint compatibility and BitNet packed-weight loading are different issues." + "reason": "LoRA hf4.x/hf5.x incompatibility and BitNet packed-weight loading are different code paths." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Probable duplicate: both point to Gemma4 4-bit quantization dtype-cast problems in multimodal paths, but the packet evidence is title-level only." + "reason": "Both describe the same Gemma4 4-bit multimodal dtype-casting failure affecting audio/vision embedders." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag breakage and Kosmos2.5 OCR index error are unrelated." + "reason": "Transformers v5 _is_hf_initialized flag breakage and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3-family failures with different triggers and failure modes." + "reason": "Auto device mapping cudaErrorAssert and Qwen3-MoE hf4.x/hf5.x incompatibility are different issues." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Dequantized model offload loading and Strix Halo mmap OOM are separate problems." + "reason": "Dequantized device_map offload failure and Strix Halo mmap OOM are not the same bug." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 loading and mmap OOM are unrelated." + "reason": "Different symptoms and different subsystems; only broadly related by large-model loading." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 bad outputs and a docs example with model/processor mismatch are not the same bug." + "reason": "Both involve SigLIP2, but 39692 is a compound docs-example issue with extra quantization problems, so it is not clearly the same bug as 38175." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Strong duplicate signal: both titles describe the same non-persistent-buffer junk regression in Transformers v5." + "reason": "Exact duplicate regression: both say Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA model compatibility and Gemma4 resize_token_embeddings behavior are different issues." + "reason": "LoRA checkpoint compatibility and Gemma4 resize_token_embeddings behavior are unrelated." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model-specific generation failures." + "reason": "Different models and failure modes; one is GLM5, the other is Qwen3.5 flash-attention generation." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but the packet does not establish a single concrete shared bug." + "reason": "Both are load failures, but the checkpoints and likely root causes are different and not shown to be the same bug." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method calls and a broken Nemotron example are unrelated." + "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 weight loading failure and incorrect save_pretrained visual encoder keys are separate regressions." + "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is incorrect visual-encoder keys on save_pretrained." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 TP planning/OOM are different code paths and failures." + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan OOM/shape errors are different bugs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Mostly grounded, but a few claims go beyond the packet. In particular, there is no packet evidence of an explicit near-duplicate for 43645/43646; that is only inferable from the similar titles. Also, the accepted soft edges for 38175/43994 and 45672/46899 are plausible, but from titles/metadata alone they should be phrased more tentatively as probable duplicates rather than confirmed same-bug matches. The summary should stay conservative and avoid overstating certainty." + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is well supported by the titles, and the accepted soft pairs are limited to clearly matching regressions or same-checkpoint output failures. The rejected pairs are generally conservative and do not overclaim duplicates from loose subsystem similarity." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2405,7 +2498,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:39692", "issue:41720", @@ -2458,8 +2551,8 @@ ], "soft_pairs": [ "issue:46459|issue:46512", - "issue:44488|issue:44991", "issue:39692|issue:43994", + "issue:44488|issue:44991", "issue:43644|issue:43645", "issue:43257|issue:43854", "issue:43856|issue:43873", @@ -2468,8 +2561,8 @@ "issue:43854|issue:43931", "issue:44164|issue:44291", "issue:43856|issue:44387", - "issue:45488|issue:45812", "issue:44960|issue:46050", + "issue:45488|issue:45812", "issue:43708|issue:44075", "issue:45276|issue:45335", "issue:43425|issue:43957", @@ -2480,229 +2573,229 @@ "issue:39692|issue:44960", "issue:44910|issue:45588", "issue:44402|issue:44488", - "issue:46897|issue:46901", "issue:43404|issue:43454", + "issue:46897|issue:46901", "issue:43873|issue:44387", "issue:42947|issue:45704", "issue:45663|issue:45859", "issue:44155|issue:45823", - "issue:43957|issue:44756", - "issue:44079|issue:46829" + "issue:44079|issue:46829", + "issue:43957|issue:44756" ], - "prepared_review_unit_hash": "346f04681a357c64175429ea49afab6a1e4dd86d4c4108ff829dd8a1f37cc472", + "prepared_review_unit_hash": "a56a88c77d8a5241126c9fce97686b2381347f95372aaab73dd92bf2bba04434", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37279, - "estimated_input_tokens": 9320, - "estimated_eval_tokens": 18896 + "serialized_chars": 37283, + "estimated_input_tokens": 9321, + "estimated_eval_tokens": 18898 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft links are false positives between thematically similar but distinct bugs. The only clear duplicate here is the resize_token_embeddings regression around output embeddings, where the specific Gemma4 report and the generic report describe the same underlying issue.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #45292 is the clearest canonical because it states the core bug succinctly and generically ('resize_token_embeddings does not effect to output_embeddings'), while #45276 is a model-specific manifestation of the same regression.", + "summary": "This cluster is mostly heterogeneous: it contains several unrelated model-loading, tokenizer, quantization, and training bugs. A few pairs are superficially similar, but none are safe duplicate merges from the available evidence. The strongest near-match is around resize_token_embeddings, but it is still model-specific rather than the same concrete bug.", + "confidence": 0.44, + "canonical_issue_reason": "issue:46459 is the best broad representative of the loading/dtype regression thread: it describes a concrete, cross-model failure mode in composite multimodal checkpoint loading and has the clearest generalized scope among the set.", "canonical_pr_reason": null, - "best_issue_reason": "#45292 is the best standalone issue to keep: it is broader, cleaner, and most likely to attract the shared fix across model variants.", + "best_issue_reason": "issue:46459 is the most generally useful issue to anchor this mixed cluster because it is high-signal, broadly applicable, and tied to an explicit Transformers loading regression rather than a single narrow model quirk.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype/config behavior in composite models, but one is about loading time dtype being ignored and the other is about stale config.dtype after from_config; different bugs and fixes." + "reason": "Related dtype/loading symptoms, but one is about composite checkpoint loading while the other is about from_config leaving config.dtype stale; different code paths." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Both are tokenizer-loading failures, but they affect different models and likely different tokenizer issues; too broad to be the same bug." + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a model/pipeline output regression." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Both mention SigLIP2, but one is a documentation example error with model/processor mismatch and quantization, while the other is nonsensical outputs in a different loading path." + "reason": "Both are tokenizer-loading failures, but for different models and likely different tokenizer files/code paths." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is junk-filled non-persistent buffers and the other is custom model initialization in notebooks; not the same code-path bug." + "reason": "Same release window, but one is junk non-persistent buffers and the other is notebook custom-model initialization; not the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and different failures: Qwen3 MoE weight conversion under accelerate/deepspeed vs GLM-4.7-Flash loading in tests." + "reason": "Different models and failures: Qwen3 MoE weight conversion vs GLM-4.7 load correctness in tests." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is Qwen3 MoE training memory inefficiency; the other is quantization offloading behaving incorrectly. Related theme, not the same defect." + "reason": "Both mention memory/quantization, but one is training memory usage and the other is offloading behavior; mechanisms differ." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different model families and symptoms; one is a LoRA compatibility break across versions, the other is resize_token_embeddings not updating decoder embeddings." + "reason": "LoRA/Qwen3 MoE version incompatibility is unrelated to a resize_token_embeddings propagation bug in t5gemma." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "No shared code-path: LoRA checkpoint compatibility vs token-embedding resizing not propagating to output embeddings." + "reason": "Different underlying problems: LoRA model compatibility vs resize_token_embeddings not updating output embeddings." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are model loading problems, but they concern different models and different shape/loading failures." + "reason": "Separate model-loading failures for different model families; no concrete shared bug." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "One is save/from_pretrained extra_state handling; the other is init_empty_weights breaking on an unexpected constructor arg. Distinct bugs." + "reason": "Both are load/save related, but one is extra_state handling and the other is unexpected _is_hf_initialized in init_empty_weights." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/quantization, but one is training memory usage and the other is increased reserved CUDA memory leading to OOM under int4; not the same issue." + "reason": "Both mention memory pressure under quantization, but one is training inefficiency and the other is a reserved-memory/OOM regression." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:44960", + "right": "issue:46050", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and different failure mechanisms." + "reason": "Completely different models and failure modes; no evidence of the same bug." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "GLM5 is a model-loading issue; sinq quantized save/load breakage is a serialization regression. Not the same bug." + "reason": "Both are tokenizer regressions, but one overrides pre-tokenization behavior while the other returns wrong token IDs for Granite." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps calculation is unrelated to SGD optimizer arguments being ignored." + "reason": "Trainer checkpoint math and optimizer argument usage are unrelated issues." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Same API family but different model implementations and symptoms; one is Gemma4-specific and the other is T5Gemma-specific, so not clearly one concrete duplicate." + "reason": "Very similar symptom, but they affect different model implementations and embedding paths; not enough evidence for one underlying bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 incompatibility is a versioning issue; meta-device loading breaks specific models. Too broad and different." + "reason": "Torch version compatibility vs meta-device model loading are different problems." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized is a constructor/loading API issue; mmap on Strix Halo is an environment-specific OOM workaround." + "reason": "Different failures: init_empty_weights argument handling vs mmap-induced OOM on Strix Halo." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated model-specific bugs." + "reason": "Different models and different crashes: Qwen3.5 chat vs Gemma4Processor missing _tokenizer." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "cudaErrorAssert on Qwen3 vs AudioFlamingo3 batch leakage are entirely different failure modes." + "reason": "CUDA assert on auto device mapping is unrelated to AudioFlamingo3 batched inference token leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention KeyError and composite Qwen config unwrapping are unrelated implementation bugs." + "reason": "FSDP2 shared_kv_states rebuilding and AutoModelForCausalLM text_config unwrapping are distinct code-path bugs." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 documentation/example problem is unrelated to GLM5 model-loading behavior." + "reason": "No shared bug: SigLIP2 docs/example issues vs a separate GLM5 item with no matching failure description." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash Attention illegal memory access on Qwen3.5 is a position_ids/kernel issue; s_aux=None AttributeError is a separate sink-less-model bug." + "reason": "Different crash mechanisms: Flash Attention illegal access from position_ids vs AttributeError on s_aux=None." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both involve tokenizers/vocab mismatch, but they are different models and likely different tokenizer artifacts." + "reason": "One is vocab-size mismatch for pad/unk tokens, the other is a tokenizer loading failure for a different model." }, { - "left": "issue:46897", - "right": "issue:46901", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Both are double-shift training-loss bugs in different model implementations, but they are not the same concrete code path and should not be merged as one duplicate." + "reason": "Both involve untied lm_head weights, but they are different architectures with different forward paths and symptoms." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:46897", + "right": "issue:46901", "accept": false, - "reason": "Both mention untied lm_head weights, but they affect different model classes and likely separate tie_weights implementations." + "reason": "The titles suggest a similar double-shift pattern, but they are model-specific training-loss bugs with insufficient evidence of the same underlying change." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading misbehavior vs int4 reserved-memory OOM are related only at a high level, not the same defect." + "reason": "Both are memory-related quantization issues, but one is offloading behavior and the other is increased reserved CUDA memory under int4." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to T5 using apex.FusedRMSNorm." + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention KeyError and Qwen3.5 MoE CPU-offload incompatibility are different bugs." + "reason": "Different subsystems: FSDP2 attention state rebuild vs CPU-offload compatibility in rotary embedding." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 token/embedding leakage during batched inference is unrelated to Gemma4 PLE device mismatch." + "reason": "Audio track embedding/token leakage and Gemma4 PLE device mismatch are unrelated bugs." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:44079", + "right": "issue:46829", "accept": false, - "reason": "Meta-device loading regressions and mmap OOM on Strix Halo are different issues." + "reason": "Different output object issues in different models; one is generic ModelOutput key assignment and the other is a VideoPrism classifier output field mix-up." }, { - "left": "issue:44079", - "right": "issue:46829", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "A ModelOutput key-assignment bug is unrelated to VideoPrism returning the wrong tensor in hidden_states." + "reason": "Meta-device model loading and mmap OOM on Strix Halo are separate failure modes." } ] }, @@ -2724,7 +2817,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:36010", "issue:39404", @@ -2732,7 +2825,6 @@ "issue:43335", "issue:43381", "issue:43425", - "issue:43611", "issue:43645", "issue:43646", "issue:43708", @@ -2763,6 +2855,7 @@ "issue:45663", "issue:45684", "issue:45698", + "issue:45701", "issue:45812", "issue:45823", "issue:46315", @@ -2776,8 +2869,8 @@ "issue:47332" ], "soft_pairs": [ - "issue:44863|issue:46468", "issue:43335|issue:45663", + "issue:44863|issue:46468", "issue:44479|issue:44877", "issue:44387|issue:44756", "issue:36010|issue:39404", @@ -2787,8 +2880,8 @@ "issue:43957|issue:47332", "issue:43381|issue:44928", "issue:45588|issue:45663", - "issue:43425|issue:47228", "issue:43645|issue:44164", + "issue:43425|issue:47228", "issue:42796|issue:46326", "issue:44589|issue:44756", "issue:43425|issue:43828", @@ -2800,220 +2893,220 @@ "issue:43425|issue:46869", "issue:43425|issue:43716", "issue:44683|issue:45823", - "issue:46894|issue:46901", "issue:44530|issue:45084", + "issue:46894|issue:46901", "issue:45812|issue:46315", "issue:46315|issue:46491", - "issue:43611|issue:43645" + "issue:39404|issue:45701" ], - "prepared_review_unit_hash": "30c18ad1d9134b0421d8088e02a64f39a1f402028ac8752e9f0a2558c198b2fe", + "prepared_review_unit_hash": "1d5a581ef1a6984d235c3797c8a79bd38df3d680dbd3c22144af5fdc36387933", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36316, - "estimated_input_tokens": 9079, - "estimated_eval_tokens": 18414 + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly separate Transformers regressions across different models and subsystems, not one duplicate cluster. The only strong duplicate-like pair is the resize_token_embeddings / output_embeddings reports, where the Gemma4 case looks like a model-specific manifestation of the broader generic bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45292 is the broadest issue in the only clear duplicate pair: it describes the generic resize_token_embeddings/output_embeddings regression, while issue:45276 appears to be a Gemma4-specific manifestation of the same missing embedding update.", + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only clear duplicate family is the resize_token_embeddings regression across model-specific embeddings; most other soft pairs should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45292 is the best representative of the only clear duplicate family: it states the core resize_token_embeddings/output_embeddings bug in a generic way, while the nearby model-specific reports are narrower manifestations.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative of the duplicate-like resize_token_embeddings bug because it is generic, whereas the paired Gemma4 report is narrower and model-specific.", + "best_issue_reason": "#45292 is the most canonical issue for the shared embedding-resize regression because it is the broadest, least model-specific description of the bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44863", - "right": "issue:46468", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Same model family, but different failure modes: checkpoint loading vs broken example script. Not enough evidence of one underlying bug." + "reason": "Different bugs: sparse-layer construction in SwitchTransformers vs a Gemma4 FSDP2 shared_kv_states KeyError." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:44863", + "right": "issue:46468", "accept": false, - "reason": "Different models and code paths: SwitchTransformers sparse-layer config bug vs Gemma4 FSDP2 shared_kv_states rebuild issue." + "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is a broken example; no clear same code-path bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Both are regressions, but one is Qwen VL video-input handling and the other is strict config loading for granite_speech. Distinct bugs." + "reason": "Unrelated regressions: Qwen VL video-input handling vs Granite speech config strictness." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention memory problems, but int4 quantization OOM and disabling mmap on Strix Halo are different root causes and fixes." + "reason": "Both mention OOM, but one is int4 CUDA reserved memory regression and the other is mmap-on-Strix-Halo behavior; different root causes." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated API failures." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline failure are unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "These describe the same resize_token_embeddings bug family; issue:45276 is a Gemma4-specific manifestation of the broader output_embeddings failure in issue:45292." + "reason": "Same underlying resize_token_embeddings regression: model-specific missing propagation to output/embedding layers." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both involve quantization, but they affect different models and show different symptoms (NVFP4 loading error vs MXFP4 fallback behavior)." + "reason": "Different quantization/load problems: Qwen NVFP4 runtime error vs MXFP4 falling back to bf16." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap/OOM are unrelated." + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM behavior." }, { "left": "issue:43957", "right": "issue:47332", "accept": false, - "reason": "Both touch loading/offloading flows, but meta-device loading and disk-offloaded save support are different problems." + "reason": "Meta-device loading breakage and disk-offloaded saving failure are distinct serialization/offloading issues." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3.5 3D position_ids SDPA fallback are separate issues." + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 NaN/BF16 SDPA fallback." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Both are attention-related, but the flash_attention.py s_aux=None crash is unrelated to Gemma4's shared_kv_states rebuild bug." + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 KeyError are different attention/training failures." }, { - "left": "issue:43425", - "right": "issue:47228", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Both are version regressions, but torch 2.10 incompatibility and Sam3 bf16 compilation regression are different breakages." + "reason": "Custom model initialization in Jupyter is not the same bug as extra_state save/load handling." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43425", + "right": "issue:47228", "accept": false, - "reason": "Both involve custom-model persistence, but notebook initialization failures and extra_state save/load handling are different bugs." + "reason": "Generic Torch 2.10 incompatibility is too broad and not the same concrete regression as Sam3 bf16 compilation." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and continue_final_message on mistral_common are distinct tokenizer behaviors." + "reason": "Tokenizer BPE-marker handling and mistral_common continue_final_message are different tokenizer behaviors." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and mmap OOM are unrelated." + "reason": "Float8 storage deserialization failure is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Different torch-related regressions: general incompatibility vs autocast dtype mismatch on Phi-tiny-MoE." + "reason": "Torch version incompatibility is too broad; Phi-tiny-MoE autocast dtype mismatch is a specific model/runtime bug." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "Same API surface, but the affected embeddings differ (output_embeddings vs decoder.embed_tokens) and the model-specific evidence is too weak to treat as one duplicate." + "accept": true, + "reason": "Same resize_token_embeddings bug expressed on another model-specific embedding/output path." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test loading and Qwen3.5 save_pretrained regression are unrelated." + "reason": "GLM-4.7-Flash test loading issue is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and Trainer resume_from_checkpoint max_steps calculation are unrelated." + "reason": "Custom model initialization in notebooks is unrelated to Trainer max_steps recomputation on checkpoint resume." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are related only at a high level; likely different root causes." + "reason": "Tokenizer vocab-size mismatch and ScandiBERT load failure are not clearly the same underlying bug." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is wrong module loading after save_pretrained." + "reason": "Read-only permission propagation from save_pretrained is a different issue from loading the wrong custom module." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility and YOLO device_map auto failure are different regressions." + "reason": "Broad Torch incompatibility is not the same concrete bug as YOLO multi-GPU device_map auto failure." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General torch version incompatibility is not the same as the Mistral-3 dtype mismatch between image preprocessor and model." + "reason": "Torch compatibility complaints do not match the specific Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention torch>=2.9 regression and Gemma4 PLE device mismatch are separate issues." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map placement issues." }, { - "left": "issue:46894", - "right": "issue:46901", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Both are double-shift training-loss reports, but they affect different model families and there is no evidence they share one concrete code path." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error are different code paths." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:46894", + "right": "issue:46901", "accept": false, - "reason": "PagedAttentionCache invalid group type and non-template-node compile errors are unrelated." + "reason": "Both are training-loss double-shift reports, but they reference different models and no shared concrete implementation is shown." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs and convert_tokens_to_ids slowness are different tokenizer regressions." + "reason": "Granite token ID regression and slow convert_tokens_to_ids performance are different tokenizer issues." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Token conversion performance regression and CodeLlama leading-space round-trip bug are unrelated." + "reason": "Performance regression in token ID conversion is unrelated to CodeLlama leading-space round-trip behavior." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Both are Transformers 5 custom-model breakages, but one is base_model_prefix loading and the other is notebook initialization; different bugs." + "reason": "Whisper pipeline return_language failure and version-dependent tokenization changes are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. Most soft-edge rejections are appropriately cautious given only title-level evidence, and the accepted 45276/45292 pairing is well supported by the closely matching resize_token_embeddings/output_embeddings descriptions." + "feedback": "Grounded and conservative overall. The canonical issue choice for the resize_token_embeddings family is supported by the packet, and the accepted pairs (45276\u219445292 and 45292\u219445335) look like the same bug class with model-specific manifestations. The other false verdicts are reasonably cautious and do not overstate shared root causes." }, "evaluator_used": true, "retried": false, @@ -3032,7 +3125,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:36032", "issue:39404", @@ -3041,11 +3134,11 @@ "issue:42915", "issue:43404", "issue:43452", - "issue:43541", "issue:43596", "issue:43611", "issue:43632", "issue:43644", + "issue:43645", "issue:43716", "issue:43746", "issue:43856", @@ -3071,7 +3164,6 @@ "issue:44991", "issue:45081", "issue:45084", - "issue:45701", "issue:45759", "issue:45823", "issue:46050", @@ -3084,25 +3176,25 @@ "issue:47333" ], "soft_pairs": [ - "issue:39404|issue:45701", + "issue:43611|issue:43645", "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:44164|issue:45759", - "issue:39404|issue:46665", "issue:43994|issue:44079", + "issue:44265|issue:44898", "issue:40990|issue:47331", + "issue:39404|issue:46665", "issue:36032|issue:43452", - "issue:44265|issue:44898", "issue:43901|issue:44509", "issue:44991|issue:45081", "issue:46050|issue:46326", "issue:44671|issue:44991", "issue:43906|issue:46326", "issue:43906|issue:44530", - "issue:45823|issue:46899", - "issue:43596|issue:44683", "issue:39404|issue:44912", + "issue:45823|issue:46899", "issue:44164|issue:46821", + "issue:43596|issue:44683", "issue:44756|issue:47333", "issue:43856|issue:44756", "issue:43632|issue:47050", @@ -3112,116 +3204,115 @@ "issue:43716|issue:45084", "issue:43746|issue:47331", "issue:42796|issue:43404", - "issue:44661|issue:44683", "issue:43611|issue:43644", - "issue:43541|issue:45084" + "issue:44661|issue:44683" ], - "prepared_review_unit_hash": "b10f12e11ac44c66c0251711756d1772af916d725a1b9e77fd1648fa62fe2396", + "prepared_review_unit_hash": "a51b214fb2e75cfeb48be4a821e604541b1c408bf34725ce050dc1ed5f5be908", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37227, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft edges mostly connect superficially similar Transformers v5 regressions, but they describe different concrete failures and code paths. I rejected all candidate duplicate links. If a single issue must anchor the set, #43611 is the most representative of the v5 loading-regression subgroup.", - "confidence": 0.27, - "canonical_issue_reason": "#43611 is the cleanest representative of the recurring Transformers v5 model-loading regression theme; the other items are mostly distinct symptoms in different paths, so it is the best umbrella anchor among this set.", + "summary": "The items are a heterogeneous set of mostly unrelated Transformers issues. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster: the issues span distinct regressions across tokenizers, model loading, quantization, multimodal models, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "#43611 is the most self-contained and broadly representative issue in the cluster, but it should not be treated as a duplicate of the others.", + "best_issue_reason": "No global best issue; the set is too diverse and the soft pairs do not collapse into one representative defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Whisper pipeline return_language regression and a tokenizer-version tokenization change are different bugs and code paths." + "reason": "Both are v5-era model-init/load regressions, but one is about base_model_prefix loading and the other about notebook-defined custom models; different failure modes and fixes." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to a generic mask/tensor shape mismatch." + "reason": "Different subsystems and symptoms: video input regression for Qwen VL models vs a generic mask/tensor IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and a template-node compilation error are not the same underlying issue." + "reason": "Unrelated failures: missing Float8 storage object vs compiler error about non-template nodes." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and from_config text_config unwrapping are separate loading behaviors." + "reason": "One is save/from_pretrained handling of extra_state; the other is from_config unwrapping text_config for composite Qwen configs." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated failure modes." + "reason": "SigLIP inference corruption and ModelOutput key assignment are different code paths with no clear shared bug." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Nonsensical model/pipeline outputs do not match the ModelOutput key bookkeeping bug." + "reason": "torch.export failures for torch_compilable_check are not the same as Perceiver image-resolution handling." }, { "left": "issue:40990", "right": "issue:47331", "accept": false, - "reason": "High perplexity on WikiText-2 and Metal batched quantized generation corruption are unrelated." + "reason": "High perplexity on a language model is not the same as a MetalConfig quantization batched-generate corruption bug." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and gguf_file loading breakage are different loader bugs." + "reason": "Whisper pipeline return_language regression and from_pretrained-in-classes inconsistency are distinct issues." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation failure." + "reason": "Tokenizer initialization conflict in T5 is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "These are both docs issues, but they cover different pipeline API deprecations." + "reason": "Both are docs-related, but one concerns return_all_scores behavior and the other removed pipeline tasks; different documentation changes." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve loading tokenizers, but one is a model-specific tokenizer load failure and the other is a Mistral regex patch crash." + "reason": "Both involve tokenizer loading, but they affect different model families and different root causes (est-roberta load failure vs Mistral regex patch crash)." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption and continue_final_message behavior for mistral_common are not the same bug." + "reason": "Quantized save/load breakage via sinq is unrelated to continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction regression is distinct from a tokenizer loading failure for a different model." + "reason": "CamemBERT masked-LM prediction regression and est-roberta tokenizer loading failure are different bugs." }, { "left": "issue:43906", @@ -3233,91 +3324,91 @@ "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "The referenced reproduction and the Qwen3.5 PagedAttentionCache crash are different problems." + "reason": "Generic reproduction report vs Qwen3.5 PagedAttentionCache linear_attention crash; no shared concrete defect." }, { - "left": "issue:45823", - "right": "issue:46899", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Device-map mismatch in Gemma4 and unsafe dtype cast in multimodal embedders are separate multimodal issues." + "reason": "Whisper pipeline language return regression and MXFP4 quantization fallback on git-oss-20b are unrelated." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:45823", + "right": "issue:46899", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention failure are unrelated." + "reason": "Same model family, but device_map auto device mismatch and unsafe dtype cast in multimodal embedders are separate bugs." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:44164", + "right": "issue:46821", "accept": false, - "reason": "Whisper return_language behavior and GPT-OSS MXFP4 quantization fallback are different regressions." + "reason": "extra_state save/load failure and TimesFM window_size AttributeError are unrelated APIs and code paths." }, { - "left": "issue:44164", - "right": "issue:46821", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "extra_state save/load handling is unrelated to the TimesFM window_size attribute error." + "reason": "deepspeed ZeRO-3/BertModel index error is not the same as torch>=2.9 flex_attention compilation failure." }, { "left": "issue:44756", "right": "issue:47333", "accept": false, - "reason": "Strix Halo mmap OOM and disk-offloaded Qwen save failure are different storage/offload issues." + "reason": "Strix Halo mmap OOM mitigation and disk-offloaded Qwen save failure are different storage/memory problems." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is not the same as Strix Halo mmap OOM mitigation." + "reason": "Qwen3 MoE training memory inefficiency is not the same as disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "_is_hf_initialized regression and ONNX fp16 attention dtype mismatch are separate bugs." + "reason": "_is_hf_initialized flag breakage and ONNX attention dtype mismatch are unrelated issues." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Two model-loading failures, but for different models and different loader paths." + "reason": "Both are loading regressions, but they target different models and likely different root causes." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer/model loading problems, but the failure mechanisms are different and not mergeable." + "reason": "cjvt/sleng-bert loading failure is unrelated to the Mistral regex patch crash." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 multimodal dtype mismatch and non-template node compilation failure are unrelated." + "reason": "Mistral-3 image preprocessor/model dtype mismatch and template-node compile failure do not share a concrete code path." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:43746", + "right": "issue:47331", "accept": false, - "reason": "Tokenizer BPE marker handling and lm_head weight tying are distinct issues." + "reason": "GraniteSpeech PEFT checkpoint loading and MetalConfig batched generate corruption are different failure domains." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Tokenizer mapping-name failure and torch.export compilation failure are unrelated." + "reason": "Tokenizer BPE-marker handling in Ministral-3 and lm_head weight tying in Mistral3ForConditionalGeneration are separate bugs." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; different code paths and symptoms." + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer initialization are different underlying defects." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure and template-node compilation failure are not the same code-path bug." + "reason": "Model registration logic in add-new-model-like is unrelated to flex_attention compilation on torch>=2.9." } ] }, @@ -3339,7 +3430,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:34567", "issue:36032", @@ -3349,16 +3440,17 @@ "issue:42175", "issue:42915", "issue:43208", + "issue:43262", "issue:43299", "issue:43421", "issue:43452", "issue:43482", + "issue:43541", "issue:43582", "issue:43632", "issue:43644", "issue:43645", "issue:43646", - "issue:43792", "issue:43873", "issue:43931", "issue:44206", @@ -3382,8 +3474,6 @@ "issue:46326", "issue:46402", "issue:46489", - "issue:46661", - "issue:46869", "issue:46894", "issue:46897", "issue:47013", @@ -3392,237 +3482,237 @@ ], "soft_pairs": [ "issue:44462|issue:46489", + "issue:43541|issue:45084", "issue:45479|issue:46894", - "issue:46285|issue:46402", "issue:43299|issue:43931", + "issue:46285|issue:46402", "issue:42915|issue:44530", + "issue:43873|issue:47331", "issue:45479|issue:46897", "issue:44451|issue:44987", - "issue:43873|issue:47331", - "issue:44530|issue:46304", "issue:36032|issue:43645", - "issue:44737|issue:45859", + "issue:44530|issue:46304", "issue:40990|issue:43421", + "issue:44737|issue:45859", "issue:40444|issue:46326", "issue:34567|issue:40444", - "issue:45084|issue:45507", "issue:42175|issue:46178", "issue:43644|issue:43646", + "issue:45084|issue:45507", + "issue:43582|issue:43632", "issue:39404|issue:44671", "issue:44206|issue:44220", - "issue:43582|issue:43632", "issue:44987|issue:44991", "issue:43452|issue:43482", "issue:43482|issue:47312", "issue:44811|issue:45584", - "issue:43582|issue:47331", - "issue:43792|issue:46869", "issue:43208|issue:47013", - "issue:43645|issue:46661", + "issue:43582|issue:47331", + "issue:43262|issue:47331", "issue:42915|issue:45084" ], - "prepared_review_unit_hash": "922a6c8c92e069566627cd05cb42688d5f0c16c4c31f99b0ff3cfa0888cb4cb3", + "prepared_review_unit_hash": "6c8d63364ba23af06637813723b2e373971bbeac00dc9efdc05217d451c26694", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36301, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "serialized_chars": 35835, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are distinct regression reports across different models/subsystems, so I found no convincing duplicate pairings. If a representative issue is needed, the broadest and most central-looking report is the quantization/offloading issue.", - "confidence": 0.42, - "canonical_issue_reason": "issue:43873 has the strongest cross-cutting signal (highest discussion/inbound refs) and a broad, actionable title that fits a representative cluster anchor better than the narrower model-specific reports.", + "summary": "The set is mostly a heterogeneous collection of unrelated Transformers regressions and model-specific bugs. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set ('breaks custom model initialization') and is the best issue anchor among these heterogeneous regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue representative: active, widely discussed, and framed as a general bug rather than a model-specific edge case.", + "best_issue_reason": "issue:43646 is the most generally scoped issue and could plausibly subsume nearby custom-init regressions better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-related, but one is a general AutoTokenizer/tokenizer.json regression and the other is a DeepSeek-Coder-specific output issue; not the same bug." + "reason": "Both are tokenizer-loading regressions, but one is about AutoTokenizer ignoring tokenizer.json and the other is a DeepSeek-Coder tokenizer output bug tied to a prior fix gap; different code paths and failure modes." }, { - "left": "issue:45479", - "right": "issue:46894", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Both describe training-loss problems, but they affect different model families and different failure modes; too broad to treat as one bug." + "reason": "Both mention compiler/tracing errors, but the concrete failures are different: grouped_mm tracing in Mixtral vs a template-node compilation TypeError." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:45479", + "right": "issue:46894", "accept": false, - "reason": "Both involve v5 model-structure/loading regressions, but the affected models and symptoms differ; not a single concrete code-path failure." + "reason": "One is a zero-loss classification bug with num_labels=1; the other is a training-loss double-shift issue in CohereASR. Similar theme, different bug." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-VL loading issues, but one is a generic MoE loading break and the other is a weight-shape mismatch on a specific checkpoint; not clearly the same defect." + "reason": "One is an HF initialization flag regression; the other is a Qwen3-VL weight-shape mismatch during loading. Not the same issue." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "These are unrelated model-loading regressions affecting different architectures and failure points." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "One is FP8 quantization failure and the other is a cache group-type crash; different code paths and symptoms." + "reason": "FP8 quantization failure in Qwen3Moe vs PagedAttentionCache linear_attention group-type crash in Qwen3.5 models; different subsystems and symptoms." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Offloading with quantization and MetalConfig batched-generate corruption are different quantization/offload bugs, not one concrete code-path problem." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Same broad area of loss computation, but these are different model-specific reports and do not appear to share the same underlying bug." + "reason": "Both involve loss computation, but one is a sequence-classification zero-loss bug and the other is Florence2 training-loss double-shift; not the same defect." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading regressions, but they target different models and likely different tokenizer/config paths." + "reason": "Different model-specific loading failures; no evidence they share the same underlying tokenizer/model code path." }, { - "left": "issue:43873", - "right": "issue:47331", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Both mention quantization, but one is about offloading behavior and the other is a Metal batched-generate corruption bug; different concrete failures." + "reason": "T5Tokenizer special-token method conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:44530", "right": "issue:46304", "accept": false, - "reason": "Unrelated failures: one is a paged-attention cache crash, the other is a distributed/PyTorch compatibility break." + "reason": "One is a Qwen3.5 cache/group-type crash; the other is a distributed-build compatibility regression. Different problems." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "A tokenizer method-name conflict is not the same as custom model initialization breakage in notebooks." + "reason": "High perplexity on gpt-oss-20b is not the same as runtime special-token post-processor desynchronization." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload related, but they affect different models and different implementation details." - }, - { - "left": "issue:40990", - "right": "issue:43421", - "accept": false, - "reason": "One is perplexity/benchmark quality, the other is runtime special-token/post-processor state management; not the same bug." + "reason": "Both are device/performance-related, but one is CPU placement in XLNet positional encoding and the other is CPU offload incompatibility in Qwen3_5Moe rotary embedding." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different domains: multimodal finetuning with multiple images versus mistral_common tokenizer message continuation." + "reason": "IterableDataset multi-image finetuning failure and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token accounting and multimodal iterable-dataset failures are unrelated." - }, - { - "left": "issue:45084", - "right": "issue:45507", - "accept": false, - "reason": "A template compilation error and a GraniteMoEHybrid invalid-method call are distinct failures." + "reason": "TrainerState token accounting and Qwen2.5-VL multi-image dataset finetuning are separate issues." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both mention backend/package availability, but one is a missing install extra and the other is an unsupported backend name." + "reason": "Both involve backend packaging/mapping, but one is missing tensorflow in a torch extra and the other is an unmapped tensorflow_text backend; not the same bug." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are broad Transformers v5 regressions, but one is about non-persistent buffers and the other about custom model initialization." + "reason": "Both are v5 initialization regressions, but one is non-persistent buffers filled with junk while the other is custom model initialization failing; distinct symptoms and likely distinct fixes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "A template-node compilation TypeError is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon warmup TypeError and _is_hf_initialized flag regression are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language-return behavior and CamemBERT masked-LM predictions are unrelated." + "reason": "Whisper return_language pipeline behavior and CamemBERT masked-LM prediction regression are different model families and bugs." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio feature-extraction related, but one is a feature-extractor API regression and the other is a helper-function issue; not clearly the same defect." - }, - { - "left": "issue:43582", - "right": "issue:43632", - "accept": false, - "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are different issues." + "reason": "Both are audio-feature extraction related, but the specific failures are different and the titles do not indicate the same underlying code path." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they concern different models and likely different root causes." + "reason": "Separate tokenizer/model loading failures for different repositories; no evidence of a shared root cause." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but one is a generic gguf_file API break and the other is a specific Qwen2.5-GGUF load failure; not enough evidence they are the same bug." + "reason": "Both involve GGUF loading, but one is a generic gguf_file break for AutoTokenizer/AutoModel loading and the other is a Qwen2.5-GGUF loading failure; too little to treat as the same bug." }, { "left": "issue:43482", "right": "issue:47312", "accept": false, - "reason": "Qwen2.5-GGUF loading and kernel-version incompatibility are unrelated." + "reason": "Qwen2.5-GGUF loading failure and kernels 0.16 incompatibility are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both touch Whisper token handling, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens; different concrete problems." - }, - { - "left": "issue:43582", - "right": "issue:47331", - "accept": false, - "reason": "Apple Silicon warmup TypeError and Metal quantized batched-generation corruption are different bugs." + "reason": "Whisper batch_decode skip_special_tokens handling and Whisper empty-transcription generation after align_special_tokens are related by model family but not the same concrete bug." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Whisper model run failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Both are xLSTM issues, but one reports three training blockers for small models and the other is a specific return_last_states=False unpacking crash." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43582", + "right": "issue:47331", "accept": false, - "reason": "Both are xLSTM, but one reports multiple training blockers for small models while the other is a specific return_last_states unpacking crash; not the same issue." + "reason": "AppleSilicon warmup TypeError is unrelated to MetalConfig batched-generate corruption in quantization." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:43262", + "right": "issue:47331", "accept": false, - "reason": "Custom model initialization in notebooks is not the same as remote-code AutoModel config_class attribute errors." + "reason": "Audio chat-template sampling-rate defaulting and MetalConfig quantization corruption are unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 quantization failure and template-compilation errors are unrelated." + "reason": "Qwen3Moe FP8 loading and template-node compilation errors are unrelated failures." } ] }, @@ -3644,12 +3734,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:28530", "issue:34567", "issue:36032", - "issue:40444", "issue:41720", "issue:42915", "issue:43089", @@ -3664,9 +3753,11 @@ "issue:43531", "issue:43540", "issue:43632", + "issue:43645", "issue:43646", "issue:43742", "issue:43746", + "issue:43792", "issue:43819", "issue:43994", "issue:44008", @@ -3675,7 +3766,6 @@ "issue:44291", "issue:44403", "issue:44451", - "issue:44464", "issue:44466", "issue:44479", "issue:44534", @@ -3689,16 +3779,18 @@ "issue:45923", "issue:45987", "issue:46326", + "issue:46661", "issue:46821", + "issue:46869", "issue:46899", - "issue:47254", - "issue:47331" + "issue:47254" ], "soft_pairs": [ - "issue:43262|issue:47331", + "issue:43792|issue:46869", + "issue:43645|issue:46661", "issue:43746|issue:46326", - "issue:44403|issue:45081", "issue:43317|issue:43482", + "issue:44403|issue:45081", "issue:42915|issue:44291", "issue:43646|issue:44534", "issue:44987|issue:45081", @@ -3706,132 +3798,136 @@ "issue:36032|issue:43742", "issue:43377|issue:43819", "issue:42915|issue:44589", - "issue:28530|issue:34567", "issue:43994|issue:44610", + "issue:28530|issue:34567", "issue:43531|issue:44877", + "issue:44265|issue:44610", "issue:44062|issue:44987", - "issue:44451|issue:45081", "issue:43404|issue:44466", + "issue:44451|issue:45081", "issue:36032|issue:41720", - "issue:44849|issue:45325", - "issue:44265|issue:44610", "issue:44008|issue:46899", + "issue:44849|issue:45325", "issue:44479|issue:45325", "issue:43632|issue:46821", "issue:43089|issue:45987", - "issue:44464|issue:45987", - "issue:43425|issue:44403", "issue:43322|issue:43540", + "issue:43425|issue:44403", "issue:43296|issue:43531", - "issue:45923|issue:47254", - "issue:40444|issue:45325" + "issue:45923|issue:47254" ], - "prepared_review_unit_hash": "0fa16bd4974e6ee748c20a9e9fc4acc1a285567ad290040421bdd36df13a2895", + "prepared_review_unit_hash": "43000026749dc75bc0a830d3b0491b21ff63dffc0e0f24ac228eadf4dd7e068f", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36405, - "estimated_input_tokens": 9102, - "estimated_eval_tokens": 18460 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36560, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the titles span unrelated bugs in tokenizers, multimodal processing, quantization, generation, cache/state handling, and model loading. The soft-similarity pairs mostly share only broad vocabulary (e.g. Qwen, v5, tied weights, gradient checkpointing) and do not look like the same underlying defect.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated issue reports spanning different models, tokenizer paths, multimodal regressions, and infrastructure changes. I don\u2019t see any soft edge that clearly represents the same underlying bug/change, and there are no PRs in the set.", + "confidence": 0.96, + "canonical_issue_reason": "No clear duplicate cluster emerges from the titles alone; the reports cover distinct codepaths and model families. If a single representative is needed, issue 44479 is the broadest user-facing regression report.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44479 is the strongest representative because it is a broad, versioned regression affecting several Qwen multimodal variants and is clearly scoped as a user-facing bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:47331", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Metal quantized batched generation corruption are unrelated bugs in different subsystems." + "reason": "Different models and failures: Whisper runtime issue vs YOLO multi-GPU device-map failure." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:43645", + "right": "issue:46661", "accept": false, - "reason": "PEFT local-checkpoint loading for GraniteSpeech and mistral_common continue_final_message behavior are different loading/template issues." + "reason": "Both involve v5/custom-model loading, but they hit different codepaths: notebook initialization vs remote-code config_class lookup." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Loading noise and Mistral tokenizer regex patching are separate concerns with no shared failure mode." + "reason": "Unrelated: PEFT adapter checkpoint loading vs tokenizer continue_final_message behavior." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map offload failure on dequantized models and Qwen2.5-GGUF loading with transformers v5 are different code paths and symptoms." + "reason": "Different subsystems and symptoms: gpu+cpu offload loading failure vs GGUF loading failure in v5." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise on model loading is not the same bug as the Mistral regex patch crash." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both mention transformers v5-era failures, but one is a Qwen3Moe FP8 config issue and the other is an init_empty_weights argument mismatch." + "reason": "Both mention v5-era loading problems, but one is FP8 config handling and the other is init_empty_weights/_is_hf_initialized." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage and non-persistent buffer junk fill are distinct v5 regressions." + "reason": "Custom model initialization breakage is distinct from non-persistent buffer corruption." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Loading physical-intelligence/fast and Mistral regex patch crashes are unrelated model-specific loader issues." + "reason": "Different models and failure modes; no concrete shared codepath is evident." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio sampling-rate defaults and MIMI padding-mask batching behavior are different multimodal bugs." + "reason": "Audio chat-template sampling-rate default is unrelated to MIMI encoder padding-mask batching." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token method conflict and MobileLLM key error do not share the same underlying cause." + "reason": "Tokenizer method-name conflict and MobileLLM key error are separate loading bugs." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder and DAC.from_latents STE mismatch are separate model implementation bugs." + "reason": "Different audio model bugs: padding-mask batching vs DAC latent/forward mismatch." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure and missing Float8 storage type are different quantization/runtime issues." + "reason": "FP8 config failure is unrelated to Float8 storage deserialization." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated Trainer behaviors." + "reason": "Siglip2 bad outputs and OmDet-Turbo image-size mismatch are different multimodal issues." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are distinct model/processor bugs." + "reason": "Training early-stopping metric handling is unrelated to token-count tracking in TrainerState." }, { "left": "issue:43531", @@ -3840,100 +3936,88 @@ "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are unrelated." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "AddedToken keyword collision and loading physical-intelligence/fast are not the same failure." + "reason": "torch.export export failures and processor image-size mismatch are different bugs." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "ScandiBERT loading failure and Mistral tokenizer backend_tokenizer crash are separate model/tokenizer issues." + "reason": "AddedToken keyword duplication is unrelated to the physical-intelligence/fast loading failure." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Missing lm_head weight tying and device-dependent lm_head serialization are related broadly to tied weights, but they are not the same concrete bug." + "reason": "Both touch tied weights, but one is a missing weight tie in a specific model and the other is serialization inconsistency across devices." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and Qwen3 auto device mapping cuda assert are unrelated." + "reason": "ScandiBERT loading failure has no clear relation to the Mistral tokenizer regex crash." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and Qwen2.5-VL rope-index scaling are different Qwen model regressions." + "reason": "Tokenizer conflict and Qwen3 auto device-map GPU assert are unrelated." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44008", + "right": "issue:46899", "accept": false, - "reason": "torch.export exportability with torch_compilable_check and OmDet-Turbo input-size mismatch are unrelated." + "reason": "Gemma3n variable collision and Gemma4 quantization dtype cast are different multimodal bugs." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Gemma3n variable-name collision and Gemma4 4-bit dtype-cast corruption affect different model families and code paths." + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug affect different mechanisms." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Video-input regression across Qwen multimodal models and still-image temporal position scaling are not the same bug." + "reason": "Related Qwen multimodal area, but 44479 is a broader video regression while 45325 is a specific still-image temporal-position scaling issue; not enough to call them the same bug." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized flag breakage and TimesFM window_size AttributeError are different API regressions." + "reason": "_is_hf_initialized flag breakage and TimesFM window_size attribute error are different failures." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and StaticCache.get_seq_length return type are unrelated." + "reason": "Generation performance overhead is unrelated to StaticCache sequence-length return type." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and StaticCache sequence-length typing are separate issues." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video processing ValueError are different model-path bugs." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility and noisy model loading are not the same defect." - }, - { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Llava Next segfault on load and Qwen3OmniMoe video-input ValueError are unrelated multimodal failures." + "reason": "Torch version incompatibility is not the same as noisy model-loading logs." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior do not share a code-path bug." + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding-window behavior are unrelated." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Missing supports_gradient_checkpointing flag and PEFT+DeepSpeed checkpoint errors are both checkpointing-themed but clearly different problems." - }, - { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "IterableDataset with multiple images per prompt and Qwen2.5-VL temporal position scaling are distinct Qwen2.5-VL bugs." + "reason": "Missing supports_gradient_checkpointing on a trust_remote_code model is not the same as a PEFT+DeepSpeed checkpointing error." } ] }, @@ -3955,7 +4039,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:33666", "issue:35707", @@ -3966,7 +4050,6 @@ "issue:42796", "issue:43296", "issue:43381", - "issue:43421", "issue:43482", "issue:43525", "issue:43531", @@ -3979,26 +4062,26 @@ "issue:43883", "issue:44079", "issue:44220", - "issue:44265", "issue:44291", "issue:44387", "issue:44403", + "issue:44464", "issue:44488", "issue:44534", - "issue:44568", "issue:44589", "issue:44683", "issue:44756", "issue:44811", "issue:44991", - "issue:45072", "issue:45081", "issue:45216", + "issue:45325", "issue:45357", "issue:45542", "issue:45663", "issue:45812", "issue:45923", + "issue:45987", "issue:46315", "issue:46491", "issue:46710", @@ -4007,18 +4090,20 @@ "issue:47404" ], "soft_pairs": [ + "issue:44464|issue:45987", + "issue:40444|issue:45325", "issue:44220|issue:44683", "issue:43872|issue:44291", "issue:43716|issue:46899", "issue:43611|issue:44534", - "issue:43883|issue:44488", "issue:44991|issue:46315", "issue:44403|issue:44991", + "issue:43883|issue:44488", "issue:45216|issue:45357", "issue:44291|issue:44589", + "issue:42796|issue:43746", "issue:45812|issue:46491", "issue:43792|issue:44589", - "issue:42796|issue:43746", "issue:33666|issue:40444", "issue:43632|issue:44756", "issue:43381|issue:45923", @@ -4030,228 +4115,219 @@ "issue:41720|issue:45081", "issue:43482|issue:43525", "issue:43883|issue:44991", + "issue:44387|issue:47404", "issue:43296|issue:46821", "issue:42175|issue:43296", - "issue:44387|issue:47404", - "issue:42175|issue:45542", - "issue:43421|issue:44568", - "issue:44079|issue:44534", - "issue:44265|issue:45072" + "issue:42175|issue:45542" ], - "prepared_review_unit_hash": "2c623ba169e16fceddd4942f2124f718047101c4b0d7f2bf79a778f991818653", + "prepared_review_unit_hash": "24ab88ff4771bbeab52a980064a646f1d52225a96810921e944d96447c27317d", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36936, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35984, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose collection of unrelated Transformers issues, with only a couple of clear duplicate/follow-up pairs around v5 loading/saving regressions.", - "confidence": 0.82, - "canonical_issue_reason": "`issue:44291` is the best representative issue because it captures a broad v5 loading regression around `_is_hf_initialized`/`init_empty_weights`, which also explains a downstream bitsandbytes failure.", + "summary": "Mostly a heterogeneous set of unrelated issues. Two soft pairs look like true duplicates: the `_is_hf_initialized` loading regression pair and the Qwen3.5 `save_pretrained` checkpoint-key regression pair; the rest are too broad or topic-mismatched to merge.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "`issue:44291` is the most central and reusable bug report in the set: it is concrete, upstream, and generalizes to other loading failures tied to the same v5 initialization change.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different generation bugs: compiled-forward inconsistency vs `StaticCache.get_seq_length()` returning the wrong shape." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is finetuning on iterable multi-image batches and the other is a RoPE/position-id scaling regression." + }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Different subsystems and failure modes: audio feature extraction vs compiled flex attention on torch >= 2.9." + "reason": "Unrelated code paths: fbank extraction vs compiled flex_attention on torch 2.9+." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying v5 `_is_hf_initialized` loading regression; 43872 is a bitsandbytes-specific manifestation of the 44291 init-empty-weights failure." + "reason": "Same underlying `_is_hf_initialized` regression during model loading; 44291 is the broader report and 43872 is a bitsandbytes manifestation." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype complaints, but they involve different model families and different code paths (Mistral-3 image preprocessing vs Gemma4 audio/vision 4-bit casting)." + "reason": "Different multimodal dtype problems in different models; not the same bug or fix." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but they affect different mechanisms: `base_model_prefix` loading vs non-persistent buffer initialization." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Different models and symptoms; one is a missing `all_tied_weights_keys` attribute, the other is a tokenizer/model load failure for a specific checkpoint." + "reason": "Separate Transformers v5 regressions with different failure modes: `base_model_prefix` loading vs junk-filled non-persistent buffers." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer-related, but one is a loading failure and the other is a performance regression in `convert_tokens_to_ids`; not the same bug." + "reason": "Tokenizer load failure vs performance regression in `convert_tokens_to_ids`; different symptoms and fixes." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "`Unnecessary noise when loading a transformer` is a generic logging issue, not the same as a tokenizer load failure." + "reason": "Loading-noise cleanup vs tokenizer loading breakage; not the same issue." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on Molmo vs failure to load a specific model tokenizer; unrelated." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Clear follow-up to the same Qwen3.5 `save_pretrained` checkpoint regression; 45357 reports the same incorrect visual encoder keys persisting in a later release." + "reason": "Same Qwen3.5 `save_pretrained` regression producing incorrect checkpoints; 45357 is the narrower visual-encoder-keys manifestation." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different loading errors with different causes: `_is_hf_initialized` argument handling vs missing Float8 storage support." + "reason": "Both mention loading/runtime failures, but one is `_is_hf_initialized` and the other is Float8 storage lookup; different bugs." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs GraniteSpeech PEFT checkpoint loading; unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer behaviors and different model families." + "reason": "Two tokenizer regressions, but different models and different behaviors: wrong Granite token IDs vs CodeLlama leading-space round-trip." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Unrelated failures: Whisper runtime/load issue vs a storage-class/type error." - }, - { - "left": "issue:42796", - "right": "issue:43746", - "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated bugs." + "reason": "Whisper model runtime failure vs Float8 storage error; not the same code-path problem." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both mention Qwen2-VL, but one is multi-GPU training and the other is iterable-dataset/multi-image finetuning; different failures." + "reason": "Both are Qwen VL training topics, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning failure." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different problems: `_is_hf_initialized` regression vs mmap-induced OOM on Strix Halo." + "reason": "`_is_hf_initialized` regression vs mmap/OOM on Strix Halo; unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "One is eval-mode gradient checkpointing misuse, the other is a missing capability flag on a trust-remote-code model." + "reason": "Gradient-checkpointing eval-mode bug vs missing `supports_gradient_checkpointing` flag; related only loosely." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and Whisper `batch_decode` special-token handling are unrelated." + "reason": "Perplexity regression on GPT-OSS vs Whisper `batch_decode` skipping specials; unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `_is_hf_initialized` loading issues." + "reason": "Qwen3-MoE sliding-window bug vs `_is_hf_initialized` loading bug; different subsystems." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different generation/training contexts and different failure modes." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared KV state are unrelated." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared-kv-state rebuild bug; unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer correctness for one model vs accuracy regression for another; no shared code-path bug is evident." + "reason": "Tokenizer marker handling vs accuracy regression after upgrade; different symptoms and likely fixes." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different model/tokenizer failures with no concrete shared code path." + "reason": "Qwen3 device-mapping CUDA assert vs Mistral regex patch crash; unrelated." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are distinct issues." + "reason": "GGUF loading failure with Transformers v5 vs missing `pad_token_id` on `Llama4Config`; different issues." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model-loading bugs; not the same underlying defect." + "reason": "Model attribute missing vs tokenizer loading regression; no shared code-path." + }, + { + "left": "issue:44387", + "right": "issue:47404", + "accept": false, + "reason": "Both concern OOMs, but one is int4 quantization reserved memory and the other is device-map transients during conversion; not the same bug." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and TimesFM `window_size` attribute error are unrelated." + "reason": "PaddleOCR-VL/vLLM load failure vs TimesFM `window_size` attribute error; unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend extras issue vs model loading failure; no shared bug." - }, - { - "left": "issue:44387", - "right": "issue:47404", - "accept": false, - "reason": "Both are memory-related, but one is int4 reserved-memory growth and the other is device-map transient OOM during conversion; not the same fix." + "reason": "TensorFlow backend packaging issue vs PaddleOCR-VL model loading failure; different layers entirely." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Different packaging bugs: missing TensorFlow in torch install vs tensorboard-only install causing undefined TF backend." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Related to special tokens, but one is a runtime post-processor update feature and the other is a specific tokenizer regression; not enough evidence of the same bug." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "ModelOutput key ordering and non-persistent buffer junk are unrelated." - }, - { - "left": "issue:44265", - "right": "issue:45072", - "accept": false, - "reason": "torch.export/compilable-check failure and bfloat16 dtype mismatch in inference are different issues." + "reason": "Both touch TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is a runtime undefined-backend error from tensorboard-only installs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted soft pairs are supported by the issue titles/body themes: 43872/44291 share the same `_is_hf_initialized`/`init_empty_weights` regression, and 45216/45357 are clearly the same Qwen3.5 `save_pretrained` checkpoint regression across releases. The rejected pairs are mostly defensible as distinct failures, and the overall characterization of the set as largely unrelated with only a couple clear v5 regression links is appropriately cautious." + "feedback": "The summary stays grounded in the packet and is suitably conservative. The two accepted soft pairs are well-supported by the titles as the same underlying regressions, while the rest are plausibly distinct and the rejections avoid overclaiming mergeability. No obvious overstatement or unsupported linkage." }, "evaluator_used": true, "retried": false, @@ -4270,17 +4346,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ - "issue:34634", - "issue:35707", "issue:40444", "issue:40990", - "issue:41720", "issue:42796", "issue:43262", "issue:43317", "issue:43377", + "issue:43421", "issue:43454", "issue:43482", "issue:43606", @@ -4294,16 +4368,18 @@ "issue:43873", "issue:43994", "issue:44079", - "issue:44186", "issue:44265", "issue:44291", "issue:44462", "issue:44466", "issue:44479", "issue:44509", + "issue:44534", + "issue:44568", "issue:44829", "issue:44877", "issue:44898", + "issue:45072", "issue:45325", "issue:45357", "issue:45381", @@ -4322,238 +4398,237 @@ "issue:47217" ], "soft_pairs": [ - "issue:43482|issue:45538", + "issue:43421|issue:44568", + "issue:44079|issue:44534", + "issue:44265|issue:45072", "issue:44462|issue:45812", + "issue:43482|issue:45538", "issue:43611|issue:43646", - "issue:43317|issue:43856", "issue:45325|issue:45834", - "issue:44509|issue:46909", + "issue:43317|issue:43856", "issue:44291|issue:44877", + "issue:44509|issue:46909", "issue:40444|issue:45381", "issue:43644|issue:44079", "issue:43377|issue:45491", - "issue:45325|issue:45381", "issue:43994|issue:44898", + "issue:45325|issue:45381", "issue:40444|issue:47217", "issue:43454|issue:44466", "issue:45325|issue:46697", - "issue:43818|issue:46402", - "issue:43818|issue:45357", "issue:43873|issue:45701", "issue:43606|issue:44265", + "issue:43818|issue:45357", + "issue:43818|issue:46402", "issue:44479|issue:45823", "issue:42796|issue:45381", "issue:43828|issue:46821", - "issue:44829|issue:45479", "issue:40990|issue:45584", - "issue:43262|issue:43746", - "issue:44186|issue:44265", - "issue:41720|issue:45823", - "issue:35707|issue:41720", - "issue:34634|issue:35707" + "issue:44829|issue:45479", + "issue:43262|issue:43746" ], - "prepared_review_unit_hash": "dab893a9b565c6d894da4d491f39a9f49b223475ed1c6fd34fa2eea5eb778a8c", + "prepared_review_unit_hash": "52040439af72fc75f019d4c0c2c5d0dea305af06aee57f290662addee569a218", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36671, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "soft_pair_count": 28, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose collection of unrelated issues across tokenization, vision/audio processing, model loading, quantization/offload, and docs. The soft pairs share broad vocabulary or the same Transformers v5 timeframe, but they do not describe the same concrete bug or fixable code path, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster: the titles and implied failure modes span distinct subsystems and root causes rather than one underlying defect.", + "summary": "Mostly unrelated issues with no clear duplicate cluster. The only near-match is the Qwen2.5-VL position-id regression pair, but the titles still point to different symptoms/code paths, so I rejected all soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45325 is the most concrete and code-path-specific report in the only semi-related subset (Qwen2.5-VL positional/vision index regressions).", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global canonical representative because the cluster is not a true duplicate set; the safest triage is to keep them separate.", + "best_issue_reason": "45325 is the best representative issue here because it names the exact failing function and root symptom, making it the clearest triage anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor syncing and the other is BOS/EOS insertion; different bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer corruption are unrelated code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Both concern tokenization behavior, but one is a GGUF loading regression in v5 and the other is an extreme-length CLIPTokenizer max_length setting; different bug classes." + "reason": "torch.export/torch_compilable_check failure is a different problem from bf16 dtype mismatches in inference." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve AutoTokenizer, but one ignores tokenizer.json while the other returns wrong Granite token IDs; these are distinct tokenizer resolution vs model-specific mapping bugs." + "reason": "Both involve tokenizers, but one ignores tokenizer.json while the other returns wrong Granite token IDs; not the same bug." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Both mention Transformers 5 loading problems, but one is about base_model_prefix handling and the other about custom initialization; separate code paths." + "reason": "GGUF loading failure and CLIPTokenizer max_length behavior are unrelated." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "One is device_map/offload loading failure for dequantized models, the other is memory inefficiency during Qwen3 MoE training; unrelated runtime modes and failures." + "reason": "Base_model_prefix loading breakage and custom model initialization breakage are different regressions." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are vision/positioning-related, but one is a Qwen2.5-VL rope index scaling bug and the other is a Kosmos2.5 OCR index error; different models and mechanisms." + "reason": "Qwen2.5-VL rope indexing and Kosmos2.5 OCR long-input indexing are separate model-specific issues." }, { - "left": "issue:44509", - "right": "issue:46909", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both are documentation issues, but they concern different docs/examples and there is no shared underlying code bug." + "reason": "Device-map offload loading failure is not the same as Qwen3 MoE training memory inefficiency." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both mention loading/config behavior in v5, but one is an unexpected init_empty_weights argument and the other is strict config rejection for granite_speech; separate failures." + "reason": "Unexpected _is_hf_initialized argument and strict config loading are different load-path bugs." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they concern different docs and different examples/tasks." }, { "left": "issue:40444", - "right": "issue:45381", + "right": "issue:47217", "accept": false, - "reason": "Both are multimodal/video-adjacent, but one is iterable dataset fine-tuning with multiple images per prompt and the other is video position_ids regression in Qwen2.5-VL; not the same bug." + "reason": "Multi-image IterableDataset finetuning failure is not the same as image-placeholder-in-user-text inference failure." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "One is non-persistent buffer junk serialization in v5; the other is ModelOutput key assignment when a value was previously None. Different data structures and symptoms." + "reason": "Filling non-persistent buffers with junk and misassigned ModelOutput keys are unrelated." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both produce batch-vs-single discrepancies, but one is a MIMI padding-mask encoder issue and the other is Gemma3 NaN embeddings from sliding-window attention; different model internals." - }, - { - "left": "issue:45325", - "right": "issue:45381", - "accept": false, - "reason": "Both involve Qwen video position handling, but one is still-image temporal scaling and the other is video input vision_position_ids; related area, different concrete regression." + "reason": "Missing padding-mask support in MIMI batching and Gemma3 NaNs from sliding-window padding are different bugs." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are image-model inference regressions, but one is siglip2 with AutoModel/pipeline outputs and the other is Perceiver resolution interpolation failure; not the same defect." - }, - { - "left": "issue:40444", - "right": "issue:47217", - "accept": false, - "reason": "Both concern VL inputs, but one is dataset/multiple-image fine-tuning and the other is a placeholder-in-user-text failure; different input parsing bugs." - }, - { - "left": "issue:43454", - "right": "issue:44466", - "accept": false, - "reason": "Both touch lm_head weight handling, but one is about tying weights in AyaVision and the other is inconsistent serialization depending on device; distinct symptoms and fixes." + "reason": "SigLIP AutoModel/pipeline nonsense outputs and Perceiver interpolation failures are separate model behaviors." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "One is Qwen2.5-VL temporal position scaling; the other is Swin2SR image processor over-padding. No shared code path." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 visual-key save_pretrained regression are unrelated." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "Both involve model loading/weights, but one is Video-LLaVA tower/weight-sharing and the other is Sam3Model text encoder weights not loading; unrelated models and root causes." + "reason": "Autocast dtype mismatch and TimesFM window_size attribute error do not share a concrete code path." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "One is a Video-LLaVA architecture/weight issue; the other is Qwen3.5 save_pretrained saving wrong visual encoder keys. Different operations and failure modes." + "reason": "High perplexity on gpt-oss and Whisper empty-transcription failure are different symptoms and models." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:44829", + "right": "issue:45823", "accept": false, - "reason": "One is quantization/offloading memory behavior; the other is tokenization changing across versions. Broadly version-related, but not the same bug." + "reason": "Flash-attention training degeneration and Gemma4 device-mismatch forward failure are not the same bug." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Both involve loading/export failures, but one is CPU offload device mismatch for Bark and the other is torch.export with torch_compilable_check. Different mechanisms." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position-id regression are separate issues." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Both are device/vision-related model regressions, but one is a Qwen video input regression and the other is Gemma4 PLE device mismatch during forward; not mergeable into one fix." + "reason": "Both are Qwen2.5-VL positional issues, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly one concrete bug." }, { - "left": "issue:42796", + "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "One is tokenizer BPE marker handling for Ministral-3-8B-Instruct; the other is Qwen2.5-VL video position_ids. Tokenization vs multimodal position logic." + "reason": "IterableDataset multi-image finetuning failure is unrelated to Qwen2.5-VL video position indexing." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "One is an autocast dtype mismatch for Phi-tiny-MoE; the other is a TimesFM window_size AttributeError. Different model families and failure types." + "reason": "Tied lm_head weights/generation garbage and device-dependent serialization of lm_head.weight are related in theme but not the same failure." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "One is flash_attention_3 causing degenerate sequence-classification training; the other is a zero-loss bug from problem_type with num_labels=1. Different training bugs." + "reason": "Qwen2.5-VL rope index scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Both affect generation metrics/behavior, but one is high perplexity on GPT-OSS and the other is Whisper empty-transcription failure after align_special_tokens; unrelated code paths." + "reason": "Quantization/offloading behavior and tokenization changes are different problem areas." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Both concern loading/configuration, but one is audio processor sampling-rate defaults in apply_chat_template and the other is PEFT adapter local checkpoint loading for GraniteSpeech." + "reason": "CPU offload device mismatch and export failure with torch_compilable_check are separate code paths." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "One is LayoutLMv2Tokenizer NER/padding crashes; the other is torch.export failing on torch_compilable_check. Different tokenizer vs export subsystems." + "reason": "Video-LLaVA architectural bug and Sam3Model text-encoder loading issue are unrelated." }, { - "left": "issue:41720", + "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map/forward failures, but one is a Qwen3 auto device mapping cudaErrorAssert and the other is Gemma4 PLE device mismatch; distinct concrete bugs." + "reason": "Qwen video regression and Gemma4 PLE device mismatch are different model families and bugs." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "One is generation with inputs_embeds and past_key_values; the other is device mapping causing cudaErrorAssert. Same broad generation area, different bugs." + "reason": "Documentation cleanup for removed pipelines and a broken DIA example are distinct docs issues." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "BarkProcessor voice_preset failure is an audio processor issue; progressive generation with inputs_embeds/past_key_values is a generation API issue. No shared root cause." + "reason": "Audio chat-template sample-rate defaulting and PEFT adapter checkpoint loading are unrelated." } ] }, @@ -4575,8 +4650,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ + "issue:34634", + "issue:35707", "issue:36331", "issue:40990", "issue:41553", @@ -4599,20 +4676,18 @@ "issue:43749", "issue:43819", "issue:43873", + "issue:44186", + "issue:44265", "issue:44387", - "issue:44466", "issue:44534", "issue:44568", "issue:44610", - "issue:44756", "issue:44877", "issue:44898", "issue:44977", "issue:44991", "issue:45072", "issue:45325", - "issue:45357", - "issue:45685", "issue:45701", "issue:45704", "issue:45759", @@ -4627,252 +4702,259 @@ "issue:47405" ], "soft_pairs": [ + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:35707|issue:41720", + "issue:34634|issue:35707", "issue:43606|issue:43819", - "issue:42617|issue:42915", "issue:45823|issue:46821", + "issue:42617|issue:42915", "issue:43454|issue:43550", "issue:40990|issue:42947", "issue:43257|issue:45923", "issue:43454|issue:45072", "issue:47404|issue:47405", - "issue:43377|issue:44610", "issue:44568|issue:45920", + "issue:43377|issue:44610", "issue:42796|issue:46209", "issue:36331|issue:42617", - "issue:44877|issue:44991", "issue:36331|issue:42915", + "issue:44877|issue:44991", "issue:41720|issue:43322", - "issue:43749|issue:44534", "issue:43454|issue:43720", - "issue:41553|issue:43582", - "issue:43317|issue:43873", + "issue:43749|issue:44534", "issue:43377|issue:44898", "issue:41720|issue:42617", - "issue:43572|issue:45759", - "issue:45325|issue:46315", + "issue:43317|issue:43873", "issue:41720|issue:44977", + "issue:45325|issue:46315", + "issue:43572|issue:45759", + "issue:41553|issue:43582", + "issue:44387|issue:45704", "issue:43322|issue:46050", "issue:40990|issue:45701", - "issue:44387|issue:45704", - "issue:43450|issue:45701", - "issue:45685|issue:46821", - "issue:43873|issue:44756", - "issue:44466|issue:45357" + "issue:43450|issue:45701" ], - "prepared_review_unit_hash": "8c2347fc6bd6db603d246fabcb4b39594b2f3511abae96f381f6c45e7692840f", + "prepared_review_unit_hash": "2d7bc46a93a010cba2de02bef3d0f273ff0ef31e20f123303bd3abce9abe2923", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37077, - "estimated_input_tokens": 9270, - "estimated_eval_tokens": 18796 + "soft_pair_count": 32, + "serialized_chars": 37342, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes tokenizer regressions, model-loading/offload failures, config issues, serialization bugs, and unrelated inference/runtime errors. I found no pair that clearly looks like the same underlying bug/change, so no soft-edge duplicates are accepted.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43873 is the broadest umbrella candidate in the set because it centers on offloading/quantization behavior, which is the closest recurring theme among the cluster, even though the cluster overall is not a true duplicate group.", + "summary": "The cluster is a grab bag of distinct Transformers bug reports across tokenization, device mapping/offload, config loading, quantization, and model-specific failures. None of the soft pairs look like the same underlying bug or change, so there is no true duplicate cluster here.", + "confidence": 0.89, + "canonical_issue_reason": "No canonical issue: the items do not converge on one concrete bug, and the soft-pair candidates are all different failure modes or different model/code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative issue for triage because it is the most general and central loading/offloading regression among otherwise unrelated reports.", + "best_issue_reason": "No single issue is a good global representative; the set is too heterogeneous to anchor on one report without collapsing unrelated regressions into one cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Both are runtime failures, but they involve different models and different bugs: CPU offload device mismatch vs DAC forward/from_latents mismatch." + "reason": "Different bugs: tokenizer NER/padding/truncation crash vs torch.export failure around torch_compilable_check." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but they target different models and different concrete failures (cuda assert vs PLE mismatch)." + }, + { + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Different subsystems and failures: a 3d_parallel execution problem versus a Qwen3MoE FP8 loading/config issue." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset support and generation cache behavior are different code paths and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different model-path failures: CPU offload device mismatch vs DAC latent/forward mismatch from missing STE." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "One is a Gemma4 device_map forward mismatch; the other is a TimesFM window_size attribute error. No shared code path." + "reason": "No shared underlying bug; Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are separate issues." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision tied-weight serialization/generation bug and Bamba SDPA torch.compile failure are unrelated." + "reason": "AyaVision lm_head tying bug and Bamba torch.compile SDPA failure are different concrete problems." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on GPT-OSS is not the same bug as LoRA gradient checkpointing being ineffective." + "reason": "High perplexity on a model/dataset is not the same bug as gradient checkpointing being ineffective with LoRA." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Accelerate+deepspeed MoE weight conversion and a missing supports_gradient_checkpointing flag are different issues." + "reason": "Different topics: MOE weight conversion under accelerate+deepspeed vs missing supports_gradient_checkpointing flag." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Tied lm_head weights and bfloat16 dtype mismatches are different failure modes in different models." + "reason": "Weight-tying garbage text and dtype mismatch in bfloat16 inference are unrelated failure modes." }, { "left": "issue:47404", "right": "issue:47405", "accept": false, - "reason": "Both are loading-related, but one is an OOM from conversion-op transients while the other is a silent wrong Auto-class conversion skip." + "reason": "Both concern loading/conversion, but one is OOM from transient ops and the other is silent wrong-class loading; not the same bug." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Both mention batched behavior, but MIMI padding-mask handling and video processor output shapes are different concrete bugs." + "reason": "Specific add_special_tokens regression for one tokenizer is not the same as broad wrong-token-ID regressions across many models." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "One is a specific special-tokens bug for a tokenizer; the other is a broader multi-model wrong-token-IDs regression." + "reason": "Missing padding-mask support in MIMI encoder and batched video processor shape errors are different issues." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected compute_loss kwarg and a 3d_parallel launch failure do not share the same code path." + "reason": "CustomTrainer compute_loss signature breakage is unrelated to 3d_parallel.py failure." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Strict config loading and tokenizer loading failure are distinct issues." + "reason": "Trainer API kwarg mismatch and Qwen3Moe FP8 loading are different bugs." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Trainer API mismatch is unrelated to Qwen3MoE fine-grained FP8 loading." + "reason": "Config strictness for granite_speech and tokenizer loading regression for est-roberta are different code paths." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Auto device-map cuda assert on Qwen3 and Llava Next segmentation fault are different model/runtime failures." + "reason": "Qwen3 device-mapping cuda assert and Llava Next segfault are different model-specific failures." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are not the same underlying problem." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate v5 regressions." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk values are unrelated regressions." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Tied lm_head serialization is not the same as packed BitNet weights not being unpacked during accelerate loading." + "reason": "MIMI batching/padding-mask bug and Perceiver resolution/interpolation issue are different model behaviors." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Tokenizer loading error for Voxtral and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Both are runtime/model loading failures, but they are unrelated code paths and symptoms." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "These are related in theme, but one is a specific gpu+cpu offload failure when loading a dequantized model and the other is a broad offloading/quantization complaint; the concrete code paths are not clearly the same." + "reason": "Quantized dequantized-model loading on offload and generic offloading problems with quantization are related thematically but not the same concrete bug." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Missing padding-mask support in MIMI and Perceiver interpolation failure are different batched-input bugs in different components." + "reason": "Auto device mapping cuda assert for Qwen3 is unrelated to flash-attention generation issues in Qwen3.5." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:45325", + "right": "issue:46315", "accept": false, - "reason": "Qwen3 auto device mapping and a 3d_parallel run failure are not the same bug." + "reason": "RoPE position-id scaling and convert_tokens_to_ids slowdown are separate tokenizer/model issues." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and unwrapping text_config for composite Qwen multimodal configs are different config issues." + "reason": "Missing pad_token_idx in StableLmConfig and unwrapping text_config for composite Qwen configs are different config-loading bugs." }, { - "left": "issue:45325", - "right": "issue:46315", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling and slow convert_tokens_to_ids performance are unrelated." + "reason": "Tokenizer load error messaging and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "A800 cudaErrorAssert under auto device mapping is different from flash-attention generation problems in Qwen3.5." + "reason": "Int4 quantization memory regression and apex FusedRMSNorm leak are different performance/memory bugs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next load-time segfault and sinq save/load breakage are distinct model lifecycle bugs." + "reason": "Llava Next segfault on load and sinq save/load corruption are different failure modes." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on one model/task is not clearly the same as a general version-dependent tokenization change." - }, - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Int4 quantization CUDA reserved-memory OOM and an apex FusedRMSNorm memory leak are different memory problems." + "reason": "High perplexity on one model/dataset is not the same as a version-wide tokenization change." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape errors and tokenization changes are unrelated." - }, - { - "left": "issue:45685", - "right": "issue:46821", - "accept": false, - "reason": "MPS histogram on Int and TimesFM window_size attribute access are different bugs." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Both involve memory/offload concerns, but one is quantization offloading and the other is mmap-related OOM on Strix Halo; not the same underlying issue." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Both are save_pretrained/serialization regressions, but they affect different fields and model families, so they are not the same bug." + "reason": "Batched video processor shape bug and tokenizer behavior change are unrelated." } ] }, @@ -4894,11 +4976,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:26413", "issue:28530", - "issue:30064", "issue:33666", "issue:41720", "issue:42915", @@ -4906,7 +4987,6 @@ "issue:43295", "issue:43317", "issue:43404", - "issue:43441", "issue:43531", "issue:43550", "issue:43572", @@ -4916,19 +4996,22 @@ "issue:43708", "issue:43716", "issue:43720", + "issue:43873", "issue:43881", "issue:44008", "issue:44186", - "issue:44361", "issue:44423", "issue:44451", + "issue:44466", "issue:44488", "issue:44610", + "issue:44756", "issue:44898", "issue:45072", "issue:45161", "issue:45357", "issue:45406", + "issue:45685", "issue:45701", "issue:45704", "issue:45823", @@ -4942,26 +5025,28 @@ "issue:46897", "issue:47020", "issue:47317", - "issue:47337", "issue:47404" ], "soft_pairs": [ + "issue:45685|issue:46821", + "issue:43873|issue:44756", "issue:44186|issue:45072", + "issue:44466|issue:45357", "issue:26413|issue:28530", "issue:43295|issue:45701", "issue:44451|issue:47020", - "issue:43065|issue:46402", "issue:43550|issue:43720", + "issue:43065|issue:46402", "issue:43550|issue:43606", - "issue:46612|issue:46858", + "issue:43577|issue:43708", "issue:44186|issue:44610", - "issue:46821|issue:46869", "issue:43646|issue:46665", - "issue:43577|issue:43708", - "issue:46897|issue:47317", + "issue:46821|issue:46869", + "issue:46612|issue:46858", "issue:41720|issue:45161", - "issue:44423|issue:45406", + "issue:46897|issue:47317", "issue:44008|issue:45823", + "issue:44423|issue:45406", "issue:42915|issue:43317", "issue:44610|issue:44898", "issue:28530|issue:33666", @@ -4970,207 +5055,204 @@ "issue:43531|issue:43572", "issue:45704|issue:47404", "issue:43881|issue:44488", - "issue:43716|issue:46821", - "issue:28530|issue:30064", - "issue:43441|issue:47337", - "issue:44186|issue:44361" + "issue:43716|issue:46821" ], - "prepared_review_unit_hash": "37f295a2bf98cab8356167fdb610c2a367e9c09826c5362825a489bafdd57778", + "prepared_review_unit_hash": "32f355ef4286f1ea0e5c287863a9ebfce629ed3be795fdaf45226e0a583be4d7", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36153, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "serialized_chars": 36201, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster: the items span many unrelated Transformers bugs across training, tokenizers, multimodal processors, device-mapping/offload, and model-specific regressions. None of the soft pairs look like the same underlying issue.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not share a single root cause or code path.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad vocabulary like device_map, loading, tokenizer, dtype, or offloading. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43708 is the most concrete, self-contained bug report in the set, but only as a standalone reference point\u2014not as a cluster canonical.", + "best_issue_reason": "issue:43873 is the strongest representative by activity and breadth of description, but it still does not match the rest of the set closely enough to serve as a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Different failures: MPS int histogram support vs TimesFM window_size attribute handling." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve offloading/memory, but the root causes differ: quantization offload behavior vs mmap OOM on Strix Halo." + }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failures: tokenizer NER/padding crash vs bfloat16 dtype mismatch in model inference." + "reason": "Unrelated model/tokenizer crash vs bfloat16 dtype mismatch in different wrappers." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is tied lm_head persistence and the other is incorrect visual encoder keys in Qwen3.5." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Unrelated Trainer behaviors: resume-from-checkpoint epoch iterator failure vs early-stopping metric lookup/disablement." + "reason": "Trainer bugs in different subsystems: checkpoint resume iterator failure vs early stopping metric lookup." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention regressions around tokenization, but the concrete bugs differ: processor.tokenizer access vs changed tokenization output." + "reason": "Both are version-related regressions, but they affect different APIs and code paths." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Different loading/tokenizer paths: failing to load a specific model vs XLMRobertaTokenizer passing a dict to Unigram." + "reason": "Model loading failure for two different causes: one package/model compatibility issue vs Unigram expecting a sequence." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: torch.compile/SDPA on Bamba vs accelerate loading of packed BitNet weights." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Different models and code paths: dummy Conv2d in Sam3PixelDecoder vs Sam3 text encoder weights not loading." + "reason": "Same model family, but dummy Conv2d in the pixel decoder is not the same bug as missing Sam3 text encoder weights." }, { "left": "issue:43550", - "right": "issue:43720", + "right": "issue:43606", "accept": false, - "reason": "Different failure modes: torch.compile with SDPA in Bamba vs packed-weight unpacking during accelerate loading for BitNet." + "reason": "Both are device/runtime issues, but they target different models and distinct failure mechanisms." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Different root causes: Bamba torch.compile/SDPA problem vs device mismatch under CPU offload." + "reason": "Dtype loading bug vs Trainer max_steps miscalculation are unrelated." }, { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Both concern generation/cache logic, but one is skipped beam-search cache reorder and the other is static-cache seq-length arithmetic on non-CUDA backends." + "reason": "Both are processor/model mismatches, but they are different models and different incorrect inputs." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "Different models and symptoms: LayoutLMv2Tokenizer task crashes vs OmDet-Turbo image-size mismatch." + "reason": "Custom model initialization regression is not the same as inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "Different bugs: TimesFM window_size AttributeError vs YOLO multi-GPU device_map auto loading failure." + "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device-map loading." }, { - "left": "issue:43646", - "right": "issue:46665", + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "Too broad to merge: custom model initialization regression vs inconsistent from_pretrained behavior inside Python classes." + "reason": "Both touch cache logic, but one is skipped beam-search reorder in specific models and the other is a static-cache slice-arithmetic bug on non-CUDA backends." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Different areas entirely: Blip2 dtype propagation bug vs Trainer checkpoint max_steps recalculation." + "reason": "Different distributed-loading/parallelism failures on different models and code paths." }, { "left": "issue:46897", "right": "issue:47317", "accept": false, - "reason": "Similar training-loss theme, but different models and no evidence of the same loss-shift code path." + "reason": "Both are training-loss bugs, but they are model-specific and do not appear to share the same underlying defect." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Both involve parallelism/device mapping, but they are separate model-specific failures with different mechanics." + "reason": "Gemma3n variable collision in forward is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal processor crashes, but the exceptions and root causes differ (_tokenizer missing vs str has no attribute to)." - }, - { - "left": "issue:44008", - "right": "issue:45823", - "accept": false, - "reason": "Both are device mismatches in multimodal models, but they affect different architectures and tensors." + "reason": "Both crash in serve with multimodal models, but the missing attributes and affected processors differ." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different quantization/offload issues: FineGrainedFP8Config failure vs dequantized model loading with gpu+cpu offload." + "reason": "Quantization/FineGrainedFP8 failure is a different loading path from dequantized model offload on gpu+cpu." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size issues, but one is processor output size vs model expectation and the other is non-default-resolution classification with interpolate_pos_encoding." + "reason": "Both are image-size/preprocessing mismatches, but they concern different architectures and different expected resolutions." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early-stopping metric configuration is unrelated to Qwen2-VL multi-GPU training." + "reason": "Early stopping metric detection and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Different subsystems: Qwen3Moe FP8 loading vs pipelines import failing on kernels version/revision requirements." + "reason": "Quantization loading failure is unrelated to pipeline import failing on kernels version/revision requirements." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Related to model serialization/loading, but one is untied lm_head weights in Mistral3 and the other is incorrect visual encoder keys in save_pretrained." + "reason": "Tied lm_head weights in Mistral3 is a different bug from incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different model/config bugs: sliding-window handling in Qwen3-MoE vs missing pad_token_idx in StableLmConfig." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated." }, { "left": "issue:45704", "right": "issue:47404", "accept": false, - "reason": "Apex RMSNorm memory leak is unrelated to device_map loading OOM during conversion-op transients." + "reason": "Different memory problems: apex RMSNorm leak vs loading OOM from destination-GPU contiguous conversion work." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are model-load failures, but they reference different models and likely different tokenizer/model files." + "reason": "Both are model loading failures, but they are distinct models with no shared concrete root cause." }, { "left": "issue:43716", "right": "issue:46821", "accept": false, - "reason": "Different bug classes: image preprocessor/model dtype mismatch vs TimesFM window_size AttributeError." - }, - { - "left": "issue:28530", - "right": "issue:30064", - "accept": false, - "reason": "Early-stopping metric lookup is unrelated to image processor void segmentation-map handling." - }, - { - "left": "issue:43441", - "right": "issue:47337", - "accept": false, - "reason": "Completely different failures: FlashAttention regression for Ministral-3 vs flaky bbox-range test." - }, - { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "Both are tokenizer crashes, but they affect different tokenizers and task paths; not the same underlying bug." + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to TimesFM window_size attribute errors." } ] }, @@ -5192,8 +5274,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ + "issue:28530", "issue:29159", "issue:30064", "issue:33357", @@ -5201,12 +5284,11 @@ "issue:35707", "issue:36032", "issue:41720", - "issue:42490", "issue:42915", "issue:43257", "issue:43316", "issue:43322", - "issue:43329", + "issue:43441", "issue:43452", "issue:43531", "issue:43540", @@ -5218,17 +5300,16 @@ "issue:43782", "issue:43873", "issue:43881", + "issue:44186", + "issue:44361", "issue:44387", "issue:44464", "issue:44534", - "issue:44589", "issue:44671", "issue:44734", "issue:44743", "issue:44913", "issue:44991", - "issue:45406", - "issue:45464", "issue:45479", "issue:45632", "issue:45684", @@ -5241,227 +5322,228 @@ "issue:46894", "issue:47020", "issue:47254", - "issue:47317" + "issue:47317", + "issue:47337" ], "soft_pairs": [ + "issue:28530|issue:30064", + "issue:43441|issue:47337", + "issue:44186|issue:44361", "issue:44734|issue:46858", "issue:44464|issue:46858", "issue:30064|issue:34634", - "issue:43316|issue:44913", + "issue:29159|issue:36032", "issue:43452|issue:47020", "issue:44671|issue:44743", - "issue:29159|issue:36032", "issue:42915|issue:43322", "issue:44387|issue:45701", - "issue:45479|issue:47317", - "issue:43540|issue:43782", - "issue:43531|issue:45759", "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:45479|issue:47317", "issue:33357|issue:35707", - "issue:45632|issue:45684", + "issue:43531|issue:45759", "issue:43550|issue:43653", + "issue:43316|issue:44913", "issue:41720|issue:43746", "issue:44534|issue:46665", - "issue:43881|issue:44991", - "issue:46894|issue:47317", - "issue:43531|issue:46821", + "issue:45632|issue:45684", "issue:43606|issue:43720", + "issue:46894|issue:47317", "issue:43257|issue:47254", - "issue:43531|issue:44589", - "issue:45406|issue:45464", - "issue:34634|issue:41720", - "issue:42490|issue:43329" + "issue:43881|issue:44991", + "issue:43531|issue:46821", + "issue:34634|issue:41720" ], - "prepared_review_unit_hash": "934771836a3cd64c375edc03610d0d7e684e5a7b37be6a195aaa8b93d7010129", + "prepared_review_unit_hash": "1c44237fc4d0856881652225b616863750a1cba350a7d9848511ba364e3f2946", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35821, - "estimated_input_tokens": 8956, - "estimated_eval_tokens": 18168 + "serialized_chars": 35730, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges are false positives: the cluster is a heterogeneous mix of unrelated tokenizer, loading, quantization, multimodal, and generation bugs. No pair looks like the same underlying issue or a mergeable PR-equivalent change.", - "confidence": 0.94, - "canonical_issue_reason": "No true canonical issue; the cluster is heterogeneous and the links are driven by broad lexical similarity rather than one underlying bug.", - "canonical_pr_reason": "No PRs were provided in this cluster.", - "best_issue_reason": "If forced to pick a representative, issue 43873 is the broadest symptom report, but it still does not meaningfully cover most of the cluster.", - "best_pr_reason": "No PRs were provided in this cluster.", + "summary": "The cluster is very heterogeneous: most pairs only share a broad theme like tokenizer/loading/generation/offload bugs, but they do not describe the same concrete code-path failure. I would not merge any of the soft edges, and there is no clear canonical issue or PR representative.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a credible canonical representative because the set spans unrelated bugs across early stopping, tokenizers, multimodal loading, generation, quantization, configuration, and training-loss paths.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "No global best issue stands out; the only overlaps are broad subsystem similarities, not the same underlying defect.", + "best_pr_reason": "No PRs are present in the cluster.", "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection vs image processor void segmentation maps are unrelated failures." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention model loading on MacOS and a flaky bbox-range test are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but they affect different models and different failure modes." + }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/continuation, but 44734 is a serve KV-cache indexing bug while 46858 is a static-cache seq_length tensor arithmetic bug on non-CUDA backends." + "reason": "Both mention cache/indexing, but one is serve KV continuation and the other is static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Chunked generation with compiled forward output mismatch is a different failure from prefill cache length being a device tensor." + "reason": "Chunked generation with compiled forward is not the same bug as device-tensor seq_length in prefill." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset loading are unrelated processor bugs." + "reason": "Image segmentation-map processing and BarkProcessor voice_preset handling are unrelated." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "These are different config issues: Gemma3TextConfig API inconsistency vs GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "A slow/fast tokenizer inconsistency is not the same as a T5 special-token method conflict on load." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "One is gguf_file breaking tokenizer/model loading; the other is XLMRobertaTokenizer passing the wrong vocab type to Unigram." + "reason": "Generic gguf loading breakage and a specific XLMRobertaTokenizer/Unigram constructor mismatch are different code paths." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and Qwen recurrent-state reset are unrelated code paths and model families." - }, - { - "left": "issue:29159", - "right": "issue:36032", - "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer's add_special_tokens attribute conflict at load time." + "reason": "CamemBERT masked LM predictions and Qwen3 recurrent-state reset under cache are unrelated." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault are different model-loading problems." + "reason": "FineGrainedFP8Config failure and Llava Next segfault are different loading/runtime bugs." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization OOM and tokenizer behavior changes across versions are unrelated issues." + "reason": "Int4 CUDA memory growth is not the same as a tokenizer-version behavior change." }, { - "left": "issue:45479", - "right": "issue:47317", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Both are training-loss bugs, but the model families and apparent root causes differ; they are not clearly the same code-path defect." + "reason": "Quantization offloading behavior and T5/apex RMSNorm memory leak are unrelated." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe and Qwen3VL weight_only load errors involve different subsystems." - }, - { - "left": "issue:43531", - "right": "issue:45759", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and AutoModelForCausalLM.from_config text_config unwrapping are distinct config handling bugs." + "reason": "Qwen3OmniMoE video processing failure and Qwen3VL weight_only loading error are different issues." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:45479", + "right": "issue:47317", "accept": false, - "reason": "Quantization offloading behavior and an apex FusedRMSNorm memory leak are different problems with no shared code path." + "reason": "A generic sequence-classification zero-loss bug is not enough to match a separate PPFormulaNet training-loss report." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "A MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated failures." + "reason": "CLIP MacOS bus error and progressive generation with inputs_embeds/past_key_values are different bugs." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Local-model cache-path collisions and read-only permission propagation from source files are different save/load issues." + "reason": "Qwen3-MoE sliding_window behavior and composite Qwen config unwrapping are different defects." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and BigBirdTokenizer mask-token registration are unrelated." + "reason": "torch.compile/SDPA model failure and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API inconsistency and rotary_pct reload defaulting are separate configuration bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device-mapping cuda asserts and GraniteSpeech PEFT checkpoint loading failures have different root causes." + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are different failure modes." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization junk and from_pretrained inside Python classes are not the same bug." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "glm-4v-9b loading failure and EMBEDDIA/est-roberta tokenizer loading failure are unrelated model/tokenizer issues." + "reason": "Non-persistent buffer initialization and from_pretrained-in-classes behavior are not the same bug." }, { - "left": "issue:46894", - "right": "issue:47317", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Both involve training loss, but the pattern and target models differ enough that they do not look like one underlying defect." + "reason": "Cache-path collisions and propagated read-only permissions are different filesystem issues." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and TimesFM window_size attribute errors are different APIs and code paths." + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are separate problems." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:46894", + "right": "issue:47317", "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are related to loading, but they are separate concrete bugs." + "reason": "The titles suggest different model-specific training-loss bugs; the shared phrase is too broad to merge." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and PEFT+ZeRO-3 checkpoint errors are different training-stack issues." + "reason": "Qwen3 MoE weight conversion during accelerate+deepspeed loading and ZeRO-3 checkpoint errors are different code paths." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Sliding-window logic in Qwen3-MoE and float8 storage lookup errors are unrelated." + "reason": "Generic model loading failure and tokenizer loading regression are not the same issue." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and chat/completions streaming inference crashes are different server failures." + "reason": "Qwen3-MoE sliding_window and TimesFM window_size AttributeError are unrelated despite both mentioning window/window_size." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 device-mapping CUDA asserts do not share an underlying bug." - }, - { - "left": "issue:42490", - "right": "issue:43329", - "accept": false, - "reason": "A trailing-slash import warning for local models and undefined video-branch variables in multimodal token counting are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 device mapping/CUDA assert are unrelated." } ] }, @@ -5483,7 +5565,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:29159", "issue:29925", @@ -5492,10 +5574,11 @@ "issue:35707", "issue:36010", "issue:39692", - "issue:42886", + "issue:42490", + "issue:43329", "issue:43388", - "issue:43421", "issue:43526", + "issue:43531", "issue:43540", "issue:43606", "issue:43644", @@ -5503,15 +5586,14 @@ "issue:43746", "issue:43873", "issue:43883", - "issue:43927", "issue:44062", "issue:44077", "issue:44451", "issue:44492", "issue:44509", + "issue:44589", "issue:44610", "issue:44625", - "issue:44843", "issue:44898", "issue:44918", "issue:44936", @@ -5521,7 +5603,8 @@ "issue:45059", "issue:45072", "issue:45357", - "issue:45479", + "issue:45406", + "issue:45464", "issue:45704", "issue:45759", "issue:45859", @@ -5535,83 +5618,89 @@ ], "soft_pairs": [ "issue:29159|issue:29925", + "issue:42490|issue:43329", + "issue:43531|issue:44589", + "issue:45406|issue:45464", "issue:34567|issue:35707", - "issue:44492|issue:44509", - "issue:43526|issue:43883", "issue:43606|issue:43653", + "issue:44492|issue:44509", "issue:45759|issue:45859", - "issue:44451|issue:44991", + "issue:43526|issue:43883", "issue:43540|issue:46858", + "issue:44451|issue:44991", "issue:45704|issue:47405", "issue:43388|issue:45059", "issue:44987|issue:45042", "issue:43644|issue:46665", "issue:44077|issue:44625", "issue:45923|issue:47333", - "issue:45357|issue:46402", "issue:44898|issue:45072", + "issue:45357|issue:46402", + "issue:39692|issue:44610", "issue:44062|issue:44451", "issue:44918|issue:44936", - "issue:39692|issue:44610", "issue:43746|issue:46050", "issue:30064|issue:36010", - "issue:43421|issue:43927", - "issue:42886|issue:44843", - "issue:43746|issue:43873", - "issue:44625|issue:45479" + "issue:43746|issue:43873" ], - "prepared_review_unit_hash": "3231d86de0addf854a4040419539348838295a2319a370ad30db01b56480d306", + "prepared_review_unit_hash": "bfe8f8d7fa2b29a48e418a39ab8daf0d18f1f9ec3b314c73b45f0bb744c417be", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34906, - "estimated_input_tokens": 8727, - "estimated_eval_tokens": 17710 + "serialized_chars": 35398, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by subsystem or symptom and should stay separate. The only soft edge I\u2019d accept is the offline tokenizer/cache failure pair, where the specific _patch_mistral_regex/model_info call plausibly explains the broader HF_HUB_OFFLINE cache-loading report.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44843 is the tighter root-cause report: it names the unconditional model_info() call in _patch_mistral_regex that directly matches the offline tokenizer failure mode.", + "summary": "This cluster is mostly heterogeneous. The only clearly related items are the tokenizer inconsistency reports, but none of the soft pairs look like true duplicates. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 29159 is the broadest, most general report in the tokenizer subcluster, so it is the best canonical candidate there.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best canonical candidate here because it is the most concrete, fix-oriented description of the underlying bug, not just the user-facing symptom.", + "best_issue_reason": "As a cluster-wide representative it is still weak, because most other issues concern unrelated bugs; 29159 only captures the tokenizer inconsistency theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29159", "right": "issue:29925", "accept": false, - "reason": "Both are tokenizer-related, but one is a broad slow/fast inconsistency report and the other is a specific SigLIP use_fast enforcement bug; too weak to treat as the same defect." + "reason": "Related tokenizer behavior, but 29159 is a broad slow-vs-fast inconsistency report while 29925 is a specific SigLIP use_fast enforcement bug." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Different code paths and symptoms: TrainerState token counting vs progressive generation with inputs_embeds/past_key_values." + "reason": "Different code paths: local path trailing-slash import warning vs multimodal token counting video-branch undefined variables." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Both are documentation/naming issues, but they concern unrelated docs content and are not the same underlying change." + "reason": "Unrelated failures: Qwen3-MoE sliding_window behavior vs Float8 storage import/type error." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both are inference/load failures, but one is Gemma4Processor missing _tokenizer in serve and the other is Qwen3.5 streaming chat/completions behavior." + }, + { + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "BEiT image label reduction and a missing all_tied_weights_keys attribute are unrelated bugs." + "reason": "Trainer state token counting not updating is distinct from progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:43606", @@ -5619,135 +5708,126 @@ "accept": false, "reason": "CPU offload device mismatch for bark-small is unrelated to BigBirdTokenizer special-token decode behavior." }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy text is not the same bug as docs still mentioning removed pipeline tasks." + }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different Qwen 3.5 multimodal issues: config unwrapping vs a CPU-offload rotary embedding incompatibility." + "reason": "Composite config unwrapping in from_config is a different issue from Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Both involve model loading, but they target different models and likely different root causes; not the same concrete bug." + "reason": "BeitImageProcessorFast label reduction bug and Molmo missing all_tied_weights_keys are unrelated." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video processing ValueError in Qwen3OmniMoe is unrelated to static-cache seq-length tensor arithmetic." + "reason": "Qwen3OmniMoe video-input ValueError and static-cache seq_length device-tensor arithmetic are separate bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading problems, but they refer to different models and likely different root causes." }, { "left": "issue:45704", "right": "issue:47405", "accept": false, - "reason": "T5 apex RMSNorm memory leak and silent wrong-class checkpoint loading are entirely different problems." + "reason": "T5 apex RMSNorm memory leak and silent wrong-Auto-class conversion skip are not the same concrete code path." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering label truncation and SAM3 text/bbox behavior do not share a concrete code path." + "reason": "Metric gathering dropping tuple labels is distinct from SAM3 PCS text/box behavior." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Tokenizer/model loading regression for a specific repo is unrelated to PIL backend image processors requiring torchvision." + "reason": "Model loading failure for physical-intelligence/fast is unrelated to PIL image processors requiring torchvision." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk values and from_pretrained behavior inside Python classes are not the same bug." + "reason": "Non-persistent junk buffer initialization is a different bug from inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "An optional post_init restriction for patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + "reason": "Optional post_init handling in patchtsmixer is unrelated to Qwen3.5 num_labels propagation." }, { "left": "issue:45923", "right": "issue:47333", "accept": false, - "reason": "Missing gradient-checkpointing support and inability to save a disk-offloaded model are distinct offloading/checkpointing issues." + "reason": "Missing gradient checkpointing support and disk-offload save failure are different offloading/model lifecycle bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default-resolution failure and bf16 dtype mismatch are separate runtime problems." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both are model-specific loading/saving bugs, but they affect different models and different weight paths." + "reason": "Incorrect visual-encoder keys on save_pretrained is not the same as Sam3Model text-encoder weights not loading." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Image-size handling in Perceiver classification is unrelated to bfloat16 dtype mismatches." + "reason": "Documentation example errors for SigLIP2 are unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument collision and model loading failure for ScandiBERT are unrelated." + "reason": "AddedToken special-argument duplication is a tokenizer constructor bug, not a model loading issue." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL unpacking of Qwen3.5 embeddings and trainer.evaluate failing after train are different trainer issues." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch and OmDet-Turbo 640px vs 224px preprocessing mismatch are different model-specific problems." + "reason": "TRL SFT embedding unpacking failure is unrelated to trainer.evaluate() failing after trainer.train()." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT local checkpoint loading for GraniteSpeech and sinq quantization save/load breakage are separate persistence paths." + "reason": "PEFT local-checkpoint loading for GraniteSpeech is a different problem from sinq quantized model save/load breakage." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Runtime post-processor updates for tokenizers and DiaConfig custom token IDs after save/load are not the same defect." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Both describe HF_HUB_OFFLINE tokenizer loading failures; 44843 gives the likely concrete cause in _patch_mistral_regex/model_info, which plausibly subsumes the broader cache-loading report." + "reason": "Void segmentation-map processing failure and GenerationMixin import error are unrelated subsystems." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "GraniteSpeech adapter loading and quantization/offloading behavior are different issues, even though both involve model loading." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and single-label classification zero-loss behavior are unrelated." + "reason": "Both mention loading/offloading, but one is PEFT local checkpoint loading and the other is quantization offloading not behaving as expected." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet, and the lone accepted soft edge is conservative: issue:42886 and issue:44843 both describe the same HF_HUB_OFFLINE tokenizer-loading failure, with 44843 supplying a plausible concrete cause. The other pairs are appropriately rejected as only loosely related." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5762,11 +5842,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ - "issue:30064", - "issue:36331", "issue:39692", + "issue:42886", "issue:43295", "issue:43381", "issue:43421", @@ -5783,24 +5862,25 @@ "issue:43873", "issue:43927", "issue:43994", - "issue:44062", "issue:44186", "issue:44220", "issue:44368", "issue:44464", - "issue:44488", "issue:44514", "issue:44545", - "issue:44661", + "issue:44625", "issue:44671", "issue:44821", + "issue:44843", "issue:44857", "issue:44995", + "issue:45072", "issue:45081", "issue:45084", "issue:45356", "issue:45357", "issue:45381", + "issue:45479", "issue:45834", "issue:45907", "issue:46032", @@ -5809,260 +5889,253 @@ "issue:46655", "issue:46693", "issue:46858", - "issue:47020", "issue:47050", "issue:47337" ], "soft_pairs": [ + "issue:43421|issue:43927", + "issue:42886|issue:44843", + "issue:44625|issue:45479", "issue:44514|issue:44545", "issue:46655|issue:46693", + "issue:44464|issue:47050", "issue:44995|issue:46858", - "issue:43381|issue:43844", "issue:39692|issue:43493", - "issue:44464|issue:47050", + "issue:43381|issue:43844", "issue:43421|issue:43653", "issue:43673|issue:47337", - "issue:45081|issue:45356", "issue:43782|issue:45381", - "issue:44368|issue:45357", + "issue:45081|issue:45356", + "issue:44857|issue:47050", "issue:46032|issue:46463", + "issue:44368|issue:45357", "issue:43421|issue:44186", - "issue:44857|issue:47050", - "issue:43994|issue:44671", "issue:39692|issue:47050", + "issue:43994|issue:44671", "issue:39692|issue:43873", "issue:45356|issue:45907", - "issue:43596|issue:44220", "issue:43720|issue:43819", "issue:43540|issue:46294", - "issue:43550|issue:43927", + "issue:43596|issue:44220", "issue:43550|issue:43819", - "issue:44821|issue:45084", + "issue:43550|issue:43927", "issue:43295|issue:45834", - "issue:44220|issue:44661", - "issue:44488|issue:47020", - "issue:44062|issue:44488", - "issue:43653|issue:43720", - "issue:30064|issue:36331" + "issue:44821|issue:45084", + "issue:45072|issue:47050", + "issue:43653|issue:43720" ], - "prepared_review_unit_hash": "1413870c537fcab17926e5082de2a6e44df51bd8e5c992b29c2f80cea738e3e9", + "prepared_review_unit_hash": "5956b412e3c9d988ff2f8c46538a7d60b726627eee95651783cfd32a01bddc31", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36997, - "estimated_input_tokens": 9250, - "estimated_eval_tokens": 18756 + "serialized_chars": 36531, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue pairs. The closest-looking pair is `issue:44514` / `issue:44545`, which is very similar in wording and subject, but the packet only supports soft similarity rather than a confirmed duplicate match; the rest look like conservative mismatches across different bugs or code paths.", - "confidence": 0.79, - "canonical_issue_reason": "`issue:44514` is the clearest representative of the strongest near-duplicate-looking pair, but the packet only gives soft similarity and no explicit evidence that it is the same bug as `issue:44545`.", + "summary": "One clear near-duplicate pair stands out: the Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash reports. Most other soft edges are better treated as same-subsystem but distinct bugs; in particular, the offline-tokenizer pair is related but not grounded enough from titles alone to merge as the same root cause.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44545 is the cleanest canonical anchor for the near-duplicate Qwen2_5_VLProcessor.apply_chat_template batched crash reports; its title is slightly clearer and it has more inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:44514` is the best cluster representative because it is the most specific and highest-similarity issue in the set, even though the duplicate relationship is not confirmed.", + "best_issue_reason": "issue:44545 is the best representative issue in this set because it is the clearest duplicate-ready report and the most concise description of the underlying crash.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: runtime special-token/post-processor sync vs save/load losing custom token IDs and causing generation IndexError." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Related offline-tokenizer symptoms, but the titles point to different concrete failure modes; the packet does not establish the same root cause." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both are sequence-classification/config issues, but one is missing num_labels propagation and the other is a degenerate zero-loss case with num_labels=1 across models." + }, { "left": "issue:44514", "right": "issue:44545", - "accept": false, - "reason": "Very similar `apply_chat_template` batched `padding=False` crash reports, but the packet only provides soft similarity and no explicit evidence that they are the same bug." + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, described twice with only minor wording differences." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Different problems: a video processor padding bug versus a long-context performance regression." + "reason": "Video padding bug vs long-context FA2 performance regression; different code paths and failure modes." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "Both mention cache behavior, but they fail in different code paths with different symptoms and causes." + "reason": "Chunked-generation inconsistency with compiled forward is unrelated to the Canine fp16 ONNX attention dtype mismatch." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to ZeRO-3 gradient growth during training." + "reason": "Both involve cache logic, but one is a stale indexer cache on second forward and the other is device-tensor seq_length arithmetic in static cache/compile." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Doc-example errors are not the same as an HF-vs-JAX implementation discrepancy." + "reason": "SigLIP2 docs/example errors are not the same as the HF-vs-JAX implementation discrepancy." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Chunked generation output drift and ONNX attention dtype mismatch are different bugs." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the ZeRO-3 gradient growth regression." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both touch tokenizers, but one is runtime post-processor updates and the other is mask-token registration." + "reason": "Runtime post-processor updates for special tokens are a different bug than BigBirdTokenizer's mask token registration problem." }, { "left": "issue:43673", "right": "issue:47337", "accept": false, - "reason": "A generation cache regression and a flaky bbox-range test are unrelated." - }, - { - "left": "issue:45081", - "right": "issue:45356", - "accept": false, - "reason": "Tokenizer regex patch crash and Kimi-K2.5 codec-handling regression are different failure modes." + "reason": "Generation cache missing in chunked prefill is unrelated to the flaky bbox coordinate range test." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL issues: one is `weight_only=True` loading, the other is video `vision_position_ids`." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "A tied-embeddings warning during fine-tuning is not the same as incorrect visual-encoder keys on save." - }, - { - "left": "issue:46032", - "right": "issue:46463", - "accept": false, - "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." + "reason": "Different Qwen-VL failures: from_pretrained weight_only error vs wrong vision_position_ids in video input handling." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Runtime special-token post-processing and LayoutLMv2 NER/padding crashes are different tokenizer bugs." + "reason": "Both touch tokenizer regex handling, but one is a crash in _patch_mistral_regex and the other is a codec/warning regression in Kimi-K2.5." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "AMP float16 loss crash in LwDetr and CanineModel ONNX attention dtype mismatch are different paths." + "reason": "CUDA AMP loss crash is not the same as the fp16 ONNX export attention dtype mismatch." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "These concern different models and different symptoms, so they are not the same bug." + "reason": "Cache correctness with seq_len>1 is unrelated to T5 decoder-input error-message validation." }, { - "left": "issue:39692", - "right": "issue:47050", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "SigLIP2 doc/example issues do not match an XLMRoberta tokenizer constructor type error." + "reason": "A tied-embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys being saved." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "They share only broad transformer-related context; quantization offloading is a different bug class." + "reason": "Packed-weight loading failure is unrelated to DAC.from_latents missing STE behavior." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Tokenizer regression in Kimi-K2.5 is unrelated to a hub API forwarding issue." + "reason": "Different multimodal video failures with different models and failure modes; not one bug." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error and `_torch_extract_fbank_features()` are different failures." + "reason": "Deepspeed/Bert index error and fbank feature extraction issue are unrelated." }, { - "left": "issue:43720", + "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC latent conversion mismatch are unrelated implementation bugs." - }, - { - "left": "issue:43540", - "right": "issue:46294", - "accept": false, - "reason": "Both mention video inputs, but they fail in different models and at different stages." + "reason": "torch.compile+SDPA failure is unrelated to DAC latent conversion mismatch." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Bamba compile/SDPA regression and DiaConfig save/load token ID loss are unrelated." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Different models and different bugs: SDPA/compile versus latent reconstruction." + "reason": "processor.tokenizer regression and Kosmos2.5 long-OCR index error are different bugs." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors have no concrete code-path overlap." + "reason": "Loading AutoImageProcessor from URL is unrelated to the non-template-node compile error." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:45072", + "right": "issue:47050", "accept": false, - "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are separate issues." + "reason": "Both are dtype mismatches, but one is bfloat16 inference and the other is fp16 ONNX export; different paths." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Fbank feature extraction and add-new-model-like tokenizer mapping failure are unrelated." + "reason": "BigBird special-token decode bug is unrelated to BitNet accelerate loading of packed weights." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Model-loading failure for `cjvt/sleng-bert` is not the same as an XLMRobertaTokenizer constructor type mismatch." + "reason": "Tokenizer codec/regression in Kimi-K2.5 is unrelated to list_repo_files missing revision forwarding." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:39692", + "right": "issue:47050", "accept": false, - "reason": "AddedToken keyword collision and a model load failure are different bugs." + "reason": "SigLIP2 docs/example issues do not match the CanineModel fp16 ONNX attention dtype mismatch." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "BigBird tokenizer special-token registration and BitNet packed-weight loading are unrelated." + "reason": "SigLIP2 docs/quantization example errors are unrelated to the offloading regression." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Image processor void-segmentation handling and CustomTrainer compute_loss signature mismatch are completely different issues." + "reason": "Different models and different symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is a bit too strong for the packet. `issue:44514` and `issue:44545` are clearly similar, but the packet only provides soft similarity for that pair and marks `deterministic_accept: false`; there is no explicit evidence that they are the same bug or the 'only true duplicate pair'. The rest of the negative verdicts look conservative and grounded, but the canonical/duplicate language overstates what the packet supports." + "feedback": "Rejecting because the analysis overstates certainty on a few soft edges. In particular, issue:44514 and issue:44545 are clearly very similar, but the packet only supports a strong similarity/likely-duplicate judgment from titles, not an \"exact duplicate\" claim. Likewise, issue:42886 and issue:44843 look related, but the packet does not conclusively establish the same underlying bug/root cause from the issue titles alone. The rest of the pairwise rejections look conservative, but these stronger claims make the summary not fully grounded." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6077,13 +6150,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ + "issue:30064", "issue:34634", "issue:36010", + "issue:36331", "issue:39692", "issue:41720", - "issue:43322", "issue:43335", "issue:43526", "issue:43531", @@ -6095,10 +6169,14 @@ "issue:43819", "issue:43881", "issue:44008", + "issue:44062", "issue:44186", + "issue:44220", "issue:44442", "issue:44448", + "issue:44488", "issue:44561", + "issue:44661", "issue:44671", "issue:44805", "issue:44843", @@ -6107,15 +6185,11 @@ "issue:44936", "issue:44991", "issue:45020", - "issue:45072", "issue:45081", "issue:45381", - "issue:45685", "issue:45834", "issue:45987", "issue:46291", - "issue:46294", - "issue:46463", "issue:46650", "issue:46665", "issue:46693", @@ -6124,228 +6198,234 @@ "issue:46858", "issue:46932", "issue:47020", - "issue:47050", "issue:47405" ], "soft_pairs": [ - "issue:45072|issue:47050", + "issue:30064|issue:36331", + "issue:44488|issue:47020", + "issue:44062|issue:44488", "issue:43531|issue:43643", - "issue:41720|issue:44991", - "issue:43526|issue:43881", + "issue:44220|issue:44661", "issue:45381|issue:46693", + "issue:41720|issue:44991", "issue:43540|issue:44008", "issue:43611|issue:46665", + "issue:43526|issue:43881", "issue:43653|issue:43819", "issue:46829|issue:46832", "issue:44186|issue:44898", - "issue:46650|issue:47405", "issue:34634|issue:36010", + "issue:46650|issue:47405", "issue:44991|issue:47020", "issue:44008|issue:46858", - "issue:44843|issue:45081", "issue:43643|issue:44877", - "issue:44561|issue:45020", + "issue:44843|issue:45081", "issue:45987|issue:46829", - "issue:43335|issue:43756", "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:43335|issue:43756", "issue:44186|issue:44442", - "issue:45987|issue:46932", "issue:44448|issue:44671", + "issue:45987|issue:46932", "issue:44805|issue:44936", - "issue:44991|issue:46291", - "issue:43322|issue:45685", - "issue:46294|issue:46463" + "issue:44991|issue:46291" ], - "prepared_review_unit_hash": "cdb342882f0c13262958dde4fdad90f2ba7c808c0607de782ffd8a3a55420220", + "prepared_review_unit_hash": "fcbc44efb46985a97e7df5a5c6e9771fee28db2237f000517cfae9d7909f58a9", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35679, - "estimated_input_tokens": 8920, - "estimated_eval_tokens": 18096 + "soft_pair_count": 28, + "serialized_chars": 35877, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs appear to be distinct bugs or regressions rather than true duplicates; none should be merged. The strongest standalone issue here is the open model-type mismatch/loading regression (#47405).", - "confidence": 0.9, - "canonical_issue_reason": "#47405 is open, high-impact, and broadly actionable: it describes a concrete loading correctness bug with a clear failure mode and reproduction path.", + "summary": "This set is not a duplicate cluster: the items span many unrelated bug reports (tokenizer loading, model config, trainer APIs, vision/audio preprocessing, cache behavior, offline mode, etc.). None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#47405 is the best global issue candidate because it is a systemic loading bug likely to attract related reports and has the clearest duplicate-triage value.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45072", - "right": "issue:47050", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Both mention dtype mismatches, but they affect different models and different execution paths (bfloat16 inference vs fp16 ONNX export)." + "reason": "Different subsystems and failure modes: image processor segmentation maps vs trainer compute_loss signature." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoConfig trust_remote_code field loss are unrelated bugs." + "reason": "Both are tokenizer-related, but they describe different models and different root causes (model loading failure vs Unigram constructor type mismatch)." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "A Qwen3 device-mapping CUDA assert and a tokenizer-loading failure for est-roberta are different problems." + "reason": "One is an AddedToken special-arg bug; the other is a model-specific tokenizer loading failure." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "BEiT label reduction and glm-4v-9b loading failure do not share the same root cause." + "reason": "Audio fbank extraction bug vs tokenizer mapping/add-new-model failure; no shared code path." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video-input vision-position-id corruption and FA2 long-context performance regression are different code paths." + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is not the same as tokenizer loading failure for est-roberta." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe and Gemma3n attribute collision are unrelated." + "reason": "Video input processing in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision in forward()." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both concern loading behavior, but one is a v5 base_model_prefix regression and the other is a from_pretrained-in-classes inconsistency." + "reason": "Base_model_prefix loading breakage in v5 is distinct from inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBird special-token registration and DAC latent reconstruction/STE behavior are not the same bug." + "reason": "BigBirdTokenizer special-token registration issue does not match DAC.from_latents vs forward STE mismatch." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "VideoPrism output structure and RT-DETR feature-level mismatch are distinct model-specific issues." + "reason": "VideoPrism hidden_states output wiring and RTDetr feature-level mismatch are different model bugs." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver interpolation failures are separate preprocessing/model-shape bugs." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Perceiver image classification with non-default resolution." }, { - "left": "issue:46650", - "right": "issue:47405", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "save_pretrained reverse-rename corruption is a serialization bug, while #47405 is a wrong Auto-class conversion/load bug." + "reason": "BarkProcessor voice_preset issue and GenerationMixin import error are separate model/library compatibility problems." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:46650", + "right": "issue:47405", "accept": false, - "reason": "BarkProcessor voice_preset handling and a GenerationMixin import error are unrelated." + "reason": "save_pretrained key rename corruption is unrelated to silent model_type mismatch on Auto class loading." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "These are both tokenizer-related, but they involve different tokenizer classes and different failure modes." + "reason": "Different tokenizer failures on different models; no evidence of the same underlying bug." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable collision and StaticCache sequence-length tensor semantics are unrelated." - }, - { - "left": "issue:44843", - "right": "issue:45081", - "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline network-call bug and the other is a backend_tokenizer attribute error; different root causes." + "reason": "Gemma3n forward variable collision is unrelated to static cache seq-length/device tensor behavior." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Trust-remote-code missing fields and strict granite_speech config rejection are different config-loading problems." + "reason": "trust_remote_code AutoConfig missing fields is not the same as strict config blocking granite_speech loading." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Both affect remote_code models, but one is specifically is_torch_fx_available removal and the other is a broader recent-regression report." + "reason": "Offline model_info call in mistral regex patch and backend_tokenizer AttributeError are different failures in the same area but not the same bug." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache return type issues and VideoPrism hidden_states output mismatch are unrelated." + "reason": "StaticCache.get_seq_length() contract mismatch is unrelated to VideoPrism hidden_states output." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are separate architecture/config bugs." + "reason": "SigLIP2 doc example errors and Kosmos2.5 OCR index error are distinct issues." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "SigLIP2 doc example errors and Kosmos2.5 OCR index errors do not describe the same underlying defect." + "reason": "Both mention trust_remote_code/model loading, but one is is_torch_fx_available removal and the other is broader remote_code breakage; not the same concrete bug." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding failures and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer issues." + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Smollm3 RoPE layer dropping." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "StaticCache sequence-length return-type behavior and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "LayoutLMv2Tokenizer NER crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer paths." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction regressions are model-specific and distinct." + "reason": "Pegasus v4/v5 output differences and CamemBERT masked LM predictions are unrelated model behavior regressions." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Static cache seq-length contract bug is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "A mask-shape IndexError and trainer.evaluate() failing after train are not the same issue." + "reason": "Mask shape/indexing error is not the same as trainer.evaluate() failing after trainer.train()." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading for est-roberta and importing pipelines with kernels v0.15 are separate dependency/loading failures." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Llava Next segmentation fault and MPS histogram integer support error are unrelated backend/model bugs." - }, - { - "left": "issue:46294", - "right": "issue:46463", - "accept": false, - "reason": "Qwen3.5-9B video chat-template mismatch and T5 decoder-input error messaging are different issues." + "reason": "Tokenizer loading for est-roberta and pipelines import failing due to kernels version/revision requirements are different problems." } ] }, @@ -6367,13 +6447,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36331", - "issue:42175", + "issue:43322", "issue:43421", "issue:43540", "issue:43550", @@ -6401,251 +6481,251 @@ "issue:44977", "issue:45020", "issue:45072", - "issue:45081", "issue:45183", "issue:45381", "issue:45479", "issue:45563", "issue:45584", + "issue:45685", "issue:45834", + "issue:46294", + "issue:46463", "issue:46512", "issue:46665", "issue:46752", "issue:46846", - "issue:47254", "issue:47276", - "issue:47333", "issue:47337" ], "soft_pairs": [ + "issue:43322|issue:45685", + "issue:46294|issue:46463", + "issue:43606|issue:45072", "issue:43618|issue:43697", "issue:43716|issue:44008", - "issue:43606|issue:45072", - "issue:45584|issue:45834", "issue:43550|issue:45072", + "issue:45584|issue:45834", "issue:44479|issue:45834", - "issue:43421|issue:44811", + "issue:43782|issue:44977", "issue:45183|issue:45479", + "issue:43421|issue:44811", "issue:46752|issue:47337", - "issue:43782|issue:44977", "issue:43644|issue:43749", "issue:43582|issue:46512", "issue:43577|issue:43818", "issue:45563|issue:47276", "issue:44610|issue:45072", "issue:28218|issue:29159", + "issue:43720|issue:45072", "issue:34634|issue:36331", "issue:43645|issue:46665", - "issue:43720|issue:45072", - "issue:43931|issue:46846", "issue:43540|issue:45381", + "issue:43931|issue:46846", "issue:43749|issue:44291", "issue:47276|issue:47337", - "issue:47254|issue:47333", - "issue:42175|issue:45081", "issue:43825|issue:43994", "issue:43742|issue:45020" ], - "prepared_review_unit_hash": "e60f59fe6b78a69a731d573730c01efc68c7c241d37f56ee609ff70776175d67", + "prepared_review_unit_hash": "13b8d9019b48d208c47dce6be1899d7ac3b760ae9f9c80816247b26411639a34", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35452, - "estimated_input_tokens": 8863, - "estimated_eval_tokens": 17982 + "serialized_chars": 35380, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated. The tokenizer pair (28218/29159) is only loosely connected by broad tokenizer behavior and is not evidenced strongly enough as the same bug, so it should not be merged as a duplicate.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 28218 is the best canonical issue because it is the most concrete and specific report: it directly describes the added-token spacing regression rather than a broader tokenizer inconsistency.", + "summary": "These items are mostly unrelated issue reports across different models and subsystems. Only the tokenizer pair (28218, 29159) looks like a plausible duplicate/near-duplicate describing the same underlying added-token spacing inconsistency.", + "confidence": 0.84, + "canonical_issue_reason": "issue:29159 is the broader report: it explicitly frames the problem as inconsistent slow/fast tokenizer behavior, which likely subsumes the more specific extra-space-after-added-token symptom in issue:28218.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 28218 is the best global issue representative because it states the underlying symptom most precisely and appears to be the narrower, more actionable report.", + "best_issue_reason": "issue:29159 is the best representative issue because it is the most general description of the tokenizer bug and covers the broader symptom space.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Different bugs: CLIPOutput attentions regression versus RTDetrV2 output mismatch." + "reason": "Different failures: Llava Next loading segfault vs MPS histogram op not implemented for Int." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Different failures in different models: image-preprocessor dtype mismatch versus variable-name collision in Gemma3n." + "reason": "Unrelated code paths: Qwen3.5 video chat-template mismatch vs T5 decoder input validation messaging." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch and dtype mismatch are different code paths and symptoms." + "reason": "Both are runtime/device-dtype problems, but they affect different models and different bugs." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression is not the same as RTDetrV2 output divergence." + }, + { + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Whisper empty-transcription failure and Kosmos2.5 long OCR index error are unrelated." + "reason": "Different model families and root causes: dtype mismatch vs variable-name collision in forward()." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile/SDPA failure is not the same as a generic dtype mismatch." + "reason": "torch.compile/SDPA failure in Bamba is a different issue than dtype mismatch problems in other models." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Empty transcription / align_special_tokens failure is unrelated to long OCR input indexing." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different models and regressions: Qwen video-input bug versus Kosmos2.5 OCR bug." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different bugs." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens behavior." + "reason": "Weight-only loading error for Qwen3VL is not the same as flash-attention generation failure in Qwen3.5." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Wrong validation messaging and degenerate zero-loss classification are distinct issues." + "reason": "Input validation XOR error and single-label classification zero-loss bug are different behaviors and code paths." }, { - "left": "issue:46752", - "right": "issue:47337", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Empty chat-template input crash is unrelated to a flaky bbox-range test." + "reason": "Both involve tokenizer-adjacent behavior, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens handling." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:46752", + "right": "issue:47337", "accept": false, - "reason": "Different Qwen issues with different failure modes: weight loading versus flash-attention generation." + "reason": "Empty apply_chat_template crash is unrelated to a flaky bbox-coordinate test." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent-buffer junk and FSDP CPU RAM efficient loading are not the same defect." + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different loading/runtime bugs." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Both are dtype-related, but Apple Silicon warmup TypeError and stale config.dtype after from_config are separate bugs." + "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to stale model.config.dtype after from_config(dtype=...)." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." + "reason": "Blip2 dtype propagation bug is unrelated to Video-LLaVA temporal-attention/weight-sharing issues." }, { "left": "issue:45563", "right": "issue:47276", "accept": false, - "reason": "They concern different warnings in different generation modes." + "reason": "Both are warning-message problems, but they concern different warnings in different generation modes." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch is unrelated to a dtype mismatch bug." + "reason": "Processor image-size mismatch for OmDet-Turbo is not the same as dtype mismatch issues." }, { "left": "issue:28218", "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer-added-token spacing inconsistency; 29159 is the broader slow-vs-fast tokenizer report." + }, + { + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "The packet does not show these as the same underlying bug: 28218 is specifically an added-token spacing regression, while 29159 is a broader slow-vs-fast tokenizer inconsistency report." + "reason": "BitNet packed-weight unpacking/loading failure is unrelated to dtype mismatch bugs." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset bug and CustomTrainer.compute_loss signature change are unrelated." + "reason": "BarkProcessor voice_preset failure and CustomTrainer compute_loss signature error are completely different issues." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Jupyter custom-model initialization and from_pretrained inside Python classes are different failure modes." + "reason": "Jupyter custom-model initialization regression is different from inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to the dtype mismatch family." + "reason": "Qwen3OmniMoe video-input ValueError and qwen2.5-vl vision_position_ids regression are different video-input bugs." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Different Qwen3-VL loading/shape issues with no clear shared fix." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Video/VL regressions in different models and internals, not one bug." + "reason": "Qwen3-VL weight shape mismatch and missing linear_attn TP plan entries are separate model-loading vs tensor-parallel bugs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but the underlying causes differ." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected argument errors are distinct loading-path issues." }, { "left": "issue:47276", "right": "issue:47337", "accept": false, - "reason": "A warning-message issue and a flaky bbox-range test are unrelated." - }, - { - "left": "issue:47254", - "right": "issue:47333", - "accept": false, - "reason": "Gradient-checkpointing/ZeRO-3 checkpoint error is not the same as disk-offload saving failure." - }, - { - "left": "issue:42175", - "right": "issue:45081", - "accept": false, - "reason": "Packaging/backend dependency issue and Mistral regex patch crash do not share the same defect." + "reason": "A stale warning in continuous batching is unrelated to a flaky bbox coordinate range failure." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Misleading pipeline docs/error text and SigLIP2 nonsense outputs are different issues." + "reason": "Pipeline translation-support warning and siglip2 nonsensical outputs are different problems." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error and remote_code breakage are too broad to be the same bug." + "reason": "MobileLLM key error on load and remote_code breakage are not the same underlying bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most soft-edge rejections are conservatively phrased and grounded in the titles alone. However, the one accepted pair (issue:28218 / issue:29159) is not supported strongly enough by the packet: 28218 is specifically about an added-token spacing regression, while 29159 is a broader slow-vs-fast tokenizer inconsistency report. They may be related, but the packet does not establish that they are the same underlying bug, so the duplicate verdict is too strong. The overall confidence is also higher than the evidence justifies." + "accept": true, + "feedback": "The output is grounded in the packet and the soft-edge verdicts stay conservative. The only accepted pair, issue:28218 \u2194 issue:29159, is a plausible duplicate/near-duplicate, with 29159 reasonably serving as the broader tokenizer-behavior report. No soft-edge verdict appears overstated." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6660,7 +6740,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:36010", "issue:36331", @@ -6712,224 +6792,238 @@ "issue:47337" ], "soft_pairs": [ + "issue:42175|issue:45081", + "issue:47254|issue:47333", "issue:43388|issue:46032", "issue:46697|issue:46728", - "issue:44671|issue:45701", "issue:42915|issue:47333", - "issue:47254|issue:47332", - "issue:44589|issue:45042", + "issue:44671|issue:45701", "issue:43577|issue:43582", + "issue:44589|issue:45042", "issue:43782|issue:45325", - "issue:36010|issue:43645", + "issue:47254|issue:47332", "issue:43262|issue:47217", + "issue:36010|issue:43645", "issue:46851|issue:47337", "issue:43262|issue:43819", - "issue:43653|issue:44912", - "issue:46175|issue:46932", "issue:43582|issue:44857", + "issue:43653|issue:44912", "issue:36010|issue:36331", + "issue:46175|issue:46932", "issue:43531|issue:45042", "issue:45003|issue:46285", "issue:43550|issue:44912", "issue:45372|issue:46326", - "issue:43638|issue:44936", "issue:42175|issue:46291", - "issue:43825|issue:43827", + "issue:43638|issue:44936", "issue:43819|issue:43927", + "issue:43825|issue:43827", "issue:43257|issue:43329", "issue:43452|issue:44991", "issue:45081|issue:45406" ], - "prepared_review_unit_hash": "0321d981a596c75a72d54cdf49f68389019f4ebf282e37983e786e7a86b53a22", + "prepared_review_unit_hash": "b3ce4b2ad688b7821a8077d224c67fe82f8be97fcf6df2f50961ba462b1d546a", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36294, - "estimated_input_tokens": 9074, - "estimated_eval_tokens": 18404 + "soft_pair_count": 29, + "serialized_chars": 36885, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster is present here: the items span many unrelated bugs across different subsystems (tokenizers, multimodal processors, training, offloading, quantization, docs, etc.). All soft-similarity pairs are false positives based on broad topic overlap rather than the same concrete code-path issue.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These items are a broad mix of unrelated regressions and feature bugs across training, tokenizers, multimodal processing, quantization, offloading, and docs. None of the soft candidate pairs look like the same underlying bug/change, so no duplicates should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the reports span unrelated bugs in different subsystems, so there is no meaningful duplicate anchor for the whole set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No clear global best issue for deduplication; the items are mostly one-off, unrelated regressions rather than variants of one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different problems: backend dependency/install packaging vs a tokenizer regex/attribute error." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Different code paths: PEFT/ZeRO-3 gradient checkpointing failure vs disk-offload save failure for Qwen3-30B." + }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different failures: metric gathering/last-batch label truncation vs Mamba2 use_cache correctness." + "reason": "Different subsystems: metric gathering label trimming vs Mamba2 cache correctness." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-processor padding/count bugs, but on different models and different code paths (Swin2SR padding vs Aria patch counting)." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as a general tokenizer-version tokenization change." + "reason": "Both are image-related but not the same bug: over-padding vs wrong patch-count calculation." }, { "left": "issue:42915", "right": "issue:47333", "accept": false, - "reason": "Both mention offloading/quantization-related model loading, but the models and reported save/load failures are different." + "reason": "Different Qwen3 issues: FP8 config failure vs saving a disk-offloaded model." }, { - "left": "issue:47254", - "right": "issue:47332", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "PEFT+ZeRO-3 checkpointing error is unrelated to saving disk-offloaded Qwen3-VL models." + "reason": "Model prediction regression vs tokenizer-version/tokenization-change report; not the same bug." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Different backend/storage problems: Float8 storage lookup vs PIL image processors incorrectly requiring torchvision." + "reason": "Unrelated failures: dtype loading for BLIP2 vs an Apple Silicon allocator TypeError." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Both involve dtype/type handling, but one is Blip2 loading dtype propagation and the other is an Apple Silicon warmup TypeError." + "reason": "Different errors and layers: missing float8 storage vs PIL image processor torchvision dependency." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only load error is unrelated to Qwen2.5-VL rope-index scaling for still images." + "reason": "Same model family but different concrete bugs: weight_only loading error vs rope/index scaling logic." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:47254", + "right": "issue:47332", "accept": false, - "reason": "Different import-time failures: GenerationMixin import path break vs custom model initialization in Jupyter/Transformers 5.0." + "reason": "Different issues: training/checkpointing error vs inability to save a disk-offloaded model." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to VL failures when the image placeholder appears in user text." + "reason": "Different modalities and behaviors: audio chat-template sampling rate vs VL image-placeholder handling." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve imports/loading, but one is a GenerationMixin import error and the other is a custom-model notebook initialization regression." }, { "left": "issue:46851", "right": "issue:47337", "accept": false, - "reason": "Variable-length position_ids bug is unrelated to the flaky bbox range test." + "reason": "Variable-length position_ids bug is unrelated to the flaky bbox coordinate range failure." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor sampling-rate handling and DAC latent reconstruction are unrelated code paths." + "reason": "Unrelated audio template defaulting bug vs DAC latent/forward mismatch." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Tokenizer special-token registration issue is unrelated to MXFP4 quantization fallback behavior." + "reason": "Different platforms and failures: Apple Silicon warmup TypeError vs CUDA AMP loss crash." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Gemma4 vision patch embedder one-hot explosion is a different bug than dtype casting for quantized embedders." + "reason": "Tokenizer special-token decode bug vs MXFP4 quantization fallback issue." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to CUDA float16 AMP crashes in LwDetrImageLoss." + "reason": "Both are API breakages, but one is an import failure and the other is a trainer compute_loss signature change." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to CustomTrainer.compute_loss signature mismatch." + "reason": "Same model family, but one is a huge one-hot materialization problem and the other is dtype casting for quantized embedders." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL image processor dependency requirements." + "reason": "Different bugs in different areas: Qwen3-MoE sliding window vs PIL backend torchvision requirement." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access safety issue is unrelated to CLIP model structure inconsistency." + "reason": "Different code paths: unsafe sys.modules access in modeling_utils vs CLIP text-model structure inconsistency." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile+SDPA failure is not the same as MXFP4 quantization loading fallback." + "reason": "Different issues: torch.compile/SDPA failure vs MXFP4 quantization loading fallback." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Different mistral_common integration bugs: missing ReasoningEffort import vs continue_final_message behavior." - }, - { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "Zero3/Bert index error during training is unrelated to trainer.evaluate() failing after train()." + "reason": "Both touch mistral_common, but one is an import-time processor loading breakage and the other is a continue_final_message behavior bug." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "TensorFlow backend packaging question is unrelated to kernels dependency requirements when importing pipelines." + "reason": "Different dependency/import failures: torch extra missing tensorflow vs kernels package version/revision requirement." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Runtime pipeline() error message and documentation references are related, but not the same concrete issue; one is code, the other docs." + "reason": "Different training failures: zero3/non-pretrained Bert IndexError vs evaluate-after-train behavior." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Different models and mechanisms: DAC latent mismatch vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related theme, but not the same bug: runtime pipeline error message vs docs still referencing removed pipeline usage." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to multimodal token counting in the video branch." + "reason": "Different areas: Qwen3 MoE weight conversion during loading vs multimodal video token counting undefined variables." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Tokenizer loading with gguf_file and a specific pretrained tokenizer regression are different loading failures." + "reason": "Different tokenizer-loading failures: gguf_file integration breakage vs a model-specific tokenizer regression in v5." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer are distinct tokenizer/processor bugs." + "reason": "Both are attribute errors around tokenizer/processor internals, but they affect different objects and code paths." } ] }, @@ -6951,7 +7045,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:28370", "issue:29159", @@ -7006,258 +7100,249 @@ "issue:42915|issue:44821", "issue:44060|issue:44368", "issue:43526|issue:43697", - "issue:43257|issue:43696", "issue:43854|issue:44977", - "issue:45859|issue:47050", - "issue:45084|issue:45538", + "issue:43257|issue:43696", "issue:28370|issue:29159", + "issue:45859|issue:47050", "issue:43746|issue:44811", - "issue:43906|issue:46209", + "issue:45084|issue:45538", "issue:38175|issue:44610", + "issue:43906|issue:46209", "issue:42915|issue:43742", - "issue:43643|issue:45759", - "issue:44291|issue:45042", "issue:43262|issue:44811", "issue:43329|issue:44479", + "issue:44291|issue:45042", "issue:42490|issue:43257", + "issue:43643|issue:45759", "issue:43329|issue:45600", - "issue:34567|issue:40990", "issue:43526|issue:44554", + "issue:34567|issue:40990", "issue:39692|issue:44912", "issue:43329|issue:43450", "issue:44387|issue:44617", "issue:44589|issue:47333", - "issue:45081|issue:47020", "issue:29159|issue:34567", + "issue:45081|issue:47020", "issue:43257|issue:43931", "issue:43425|issue:46291", "issue:44987|issue:45538", "issue:44291|issue:44821" ], - "prepared_review_unit_hash": "29f0f95314ad75ea7d8faf22464a8c15239a78e537cf07ac79e91f679a41ef12", + "prepared_review_unit_hash": "a29df9c4346682e91d9c7f4fc680480a7012b760548a69b1e7d4c06748d81152", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36870, - "estimated_input_tokens": 9218, - "estimated_eval_tokens": 18692 + "serialized_chars": 36868, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of transformer bugs with no single cluster-wide duplicate. The only plausible duplicate pair is the video multimodal token/counting regression around `_get_num_multimodal_tokens` and v5.3.0 video input failures.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43329 is the clearest root-cause report: it names the broken video branch, the undefined helpers, and the exact multimodal token-counting path likely responsible for the broader regression.", + "summary": "This set is highly heterogeneous: the soft pairs share broad subsystem keywords, but they do not describe the same underlying bug or change. No PRs are present. I\u2019d use issue 43329 as the closest triage anchor, but it is not a true duplicate target for the rest of the set.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43329 is the most concrete, code-path-specific bug here and the closest thing to a reusable anchor for the multimodal/video reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the best anchor for deduping because it is the most concrete, actionable bug report with the specific failing code path; issue:44479 reads like the broader user-facing symptom of the same video regression.", + "best_issue_reason": "issue:43329 is the best overall triage candidate because it pinpoints an exact failing branch/helper in a broadly impactful VLM/video path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different failures: Qwen3MoE FP8 loading vs loading AutoImageProcessor from a URL." + "reason": "Different failures: a Qwen3MoE FP8 loading/config issue vs loading AutoImageProcessor from a URL." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention weight-tying warnings, but the concrete bugs differ: wrong tie mapping vs a LoRA warning about `tie_word_embeddings`." + "reason": "Both mention tied-weights warnings, but they point to different models and different code paths; not the same bug." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Unrelated code paths: Beit label reduction bug vs RTDetrV2 output changes in v5." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Qwen3 MOE weight conversion/loading issue and a generic GPT-oss OOM are not the same bug." + "reason": "BeitImageProcessorFast label reduction bug vs RTDetrV2 output drift; unrelated symptoms and fixes." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Model-load/unit-test failure vs flash-attention generation regression; different symptoms and code paths." + "reason": "One is a model-load failure in tests, the other is a flash-attention generation regression; not the same issue." }, { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "CPU offload rotary-embedding compatibility is unrelated to ONNX fp16 attention dtype mismatch." + "reason": "MoE weight conversion/loading problem vs CUDA OOM; different root causes." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:28370", + "right": "issue:29159", "accept": false, - "reason": "Template compilation error and CLIPTokenizer max_length misuse are distinct tokenizer/template issues." + "reason": "Tokenizer-related, but one is missing vocab_file for custom SentencePiece models and the other is slow/fast tokenizer inconsistency." }, { - "left": "issue:28370", - "right": "issue:29159", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Both are tokenizer-related, but one is a custom SentencePiece `vocab_file` attribute bug and the other is a broader slow/fast inconsistency." + "reason": "CPU-offload rotary embedding incompatibility vs fp16 ONNX attention dtype mismatch; different code paths." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is not the same as Whisper `batch_decode()` ignoring `skip_special_tokens`." + "reason": "PEFT/local checkpoint loading failure vs batch_decode ignoring skip_special_tokens; unrelated behavior." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "A repro of an older issue and a new FP8/B200 inference failure do not describe the same concrete bug." + "reason": "Template compilation error vs CLIPTokenizer max_length bug; no shared underlying defect." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both involve vision model outputs and preprocessing, but the specific reported problems differ and the common root cause is not clear enough." + "reason": "Both involve vision model/processor mismatch, but one is zero probabilities on SigLIP2 and the other is an image-size mismatch in OmDet-Turbo." }, { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Different loading failures for different models; no shared failing code path is evident." - }, - { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "One is missing fields from `AutoConfig.from_pretrained`, the other is `AutoModelForCausalLM.from_config` not unwrapping `text_config`." + "reason": "An isolated repro of an older issue is not the same as an FP8 inference failure on B200." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "`init_empty_weights` argument handling and PIL-backend torchvision requirements are unrelated regressions." + "reason": "Different loading problems for different models; no shared failing code path." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is a different bug from Whisper decode option handling." + "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode token filtering; unrelated bugs." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both point to the same video-input/multimodal-token regression in the VLM video path; one names the broken helper path, the other reports the broader v5.3.0 symptom." + "accept": false, + "reason": "Both are video/multimodal regressions, but one is an undefined-name bug in _get_num_multimodal_tokens and the other is a broader v5.3.0 video-input regression." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights TypeError vs PIL backend incorrectly requiring torchvision; unrelated." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "A trailing-slash local-path import warning is unrelated to Qwen3 MOE weight conversion under accelerate+deepspeed." + "reason": "Local-path import warning with trailing slash vs Qwen3 MoE weight conversion failure; different problems." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Video token-counting regressions and stale `auto_mappings.py` config references are different problems." + "reason": "Both concern composite configs, but one is missing fields from trust_remote_code config loading and the other is failure to unwrap text_config for from_config." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Trainer token accounting and GPT-oss perplexity are unrelated." + "reason": "Video token-counting bug vs stale auto_mappings reference to removed configs; unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Beit label reduction and MPS attention correctness are different code paths." + "reason": "Beit label reduction bug vs MPS attention correctness issue; different subsystems." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking vs high perplexity on GPT-oss-20b; not the same defect." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc-example errors and MXFP4 load fallback are both quantization-adjacent but not the same bug." + "reason": "SigLIP2 doc-example errors vs MXFP4 quantization loading fallback; only loosely model-related." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video processing, but one is token counting in `_get_num_multimodal_tokens` and the other is batched video processor output shape." + "reason": "Undefined helpers in video token counting vs batched video processor shape bug; distinct processor issues." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Int4 reserved-memory growth and a Sam3Video OOM are not the same underlying issue." + "reason": "Int4 reserved-memory regression vs Sam3Video OOM; same symptom class, different root causes." }, { "left": "issue:44589", "right": "issue:47333", "accept": false, - "reason": "Float8 storage lookup failure and inability to save a disk-offloaded model are different offloading/storage bugs." - }, - { - "left": "issue:45081", - "right": "issue:47020", - "accept": false, - "reason": "Tokenizer patching crash for Mistral and XLMRoberta Unigram argument type mismatch are unrelated." + "reason": "Float8 storage lookup error vs inability to save disk-offloaded model; unrelated offloading/storage problems." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer behavior inconsistency and trainer `num_input_tokens_seen` not updating are separate concerns." + "reason": "Tokenizer inconsistency vs trainer token counter not updating; no shared underlying bug." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crash vs XLMRoberta Unigram init type mismatch; both tokenizer loading issues but different failures." + }, + { + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Qwen3 MOE conversion/loading under accelerate differs from Qwen3-VL weight-shape mismatch." + "reason": "Qwen3 MoE loading/convert issue vs Qwen3-VL weight-shape mismatch; different model families and causes." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility and kernels v0.15 import requirements are distinct dependency issues." + "reason": "Torch version incompatibility vs kernels package import/version requirement; separate dependency problems." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "A model-loading failure for `physical-intelligence/fast` is unrelated to CLIPTokenizer's absurd `model_max_length`." + "reason": "Model loading failure for a specific repo vs CLIPTokenizer model_max_length bug; not the same issue." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "`init_empty_weights` TypeError and loading AutoImageProcessor from a URL are unrelated loader bugs." - }, - { - "left": "issue:45859", - "right": "issue:47050", - "accept": false, - "reason": "CPU offload incompatibility in rotary embeddings does not match an ONNX fp16 attention dtype mismatch." + "reason": "init_empty_weights argument error vs loading AutoImageProcessor from URL; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:43329 vs issue:44479, is a reasonable same-bug/video-path match based on the titles and the shared multimodal video regression area. The other rejections are appropriately cautious and not overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7272,10 +7357,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:24643", "issue:28282", + "issue:29127", "issue:29159", "issue:29870", "issue:33357", @@ -7296,7 +7382,6 @@ "issue:43749", "issue:43824", "issue:43906", - "issue:44062", "issue:44291", "issue:44479", "issue:44568", @@ -7305,10 +7390,11 @@ "issue:44821", "issue:44912", "issue:44936", - "issue:44991", "issue:45127", + "issue:45137", "issue:45356", "issue:45357", + "issue:45405", "issue:45459", "issue:45538", "issue:45803", @@ -7318,7 +7404,6 @@ "issue:46693", "issue:46701", "issue:46821", - "issue:46869", "issue:47145", "issue:47254", "issue:47332" @@ -7329,205 +7414,205 @@ "issue:45459|issue:45803", "issue:43540|issue:46701", "issue:43742|issue:44291", - "issue:43454|issue:43577", - "issue:43749|issue:44756", "issue:28282|issue:34689", + "issue:43454|issue:43577", "issue:28282|issue:29870", + "issue:43749|issue:44756", "issue:33357|issue:34567", - "issue:46421|issue:46424", "issue:43650|issue:43906", - "issue:42175|issue:43824", "issue:44589|issue:47332", + "issue:42175|issue:43824", "issue:43531|issue:44821", "issue:44568|issue:45356", - "issue:42915|issue:45538", + "issue:46421|issue:46424", "issue:44479|issue:46693", - "issue:44936|issue:46821", "issue:24643|issue:29159", - "issue:43404|issue:45127", + "issue:42915|issue:45538", "issue:43582|issue:47254", - "issue:43697|issue:45357", - "issue:44062|issue:44991", - "issue:45538|issue:46869" + "issue:44936|issue:46821", + "issue:43404|issue:45127", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:43697|issue:45357" ], - "prepared_review_unit_hash": "1564b536779f990c07d5902f816fed5c47faff3db76d72618f51791355ca6fce", + "prepared_review_unit_hash": "68b4e1b2bae6180d6fd1a713efaa6bf8d9b1b2c34cd1c31809e56e1030b487d2", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35241, - "estimated_input_tokens": 8811, - "estimated_eval_tokens": 17878 + "serialized_chars": 35267, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, loading, quantization, cache, training, and multimodal bugs. The soft matches are mostly broad topical similarities, not the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items are not true duplicates and cover many distinct code paths.", + "summary": "This cluster is mostly a set of unrelated issues across different models, loaders, tokenizers, caching, and training paths. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a clear representative duplicate target because the cluster is too broad and cross-cutting.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Different failures: Llama4 config attribute access vs pipelines import dependency/version checks." + "reason": "Different failures: missing `pad_token_id` on Llama4Config vs a kernels dependency/version requirement during pipeline import." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both involve quantization, but one is MXFP4 fallback behavior and the other is FP8 frozen checkpoint scaling; distinct bugs." + "reason": "Both are quantization-related, but one is MXFP4 fallback to bf16 and the other is FP8 frozen checkpoint loading without `weight_scale`; different code paths and symptoms." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both are exception-handling complaints, but they affect different functions and code paths." + "reason": "Both mention broad exception handling, but they affect different functions and different failure modes; not the same bug." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Both are multimodal input issues, but they involve different models and different processing stages." + "reason": "Different model families and different pipeline/input types; no shared concrete code-path problem." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Loading/key-mapping error vs init_empty_weights signature incompatibility; not the same root cause." + "reason": "Both are loading errors, but one is a key error for MobileLLM and the other is an unexpected constructor argument with `init_empty_weights`." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Different models and different bugs: tied lm_head weights vs dtype propagation." + "reason": "Generic loading/import issues, but one is missing PyTorch and the other is a specific Llama 3.2 Vision model-loading regression." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Both concern memory/loading, but one is FSDP CPU RAM-efficient loading and the other is mmap/OOM on Strix Halo." + "reason": "Both concern model loading correctness, but one is missing weight tying in AyaVision/Mistral3 and the other is dtype propagation in BLIP2." }, { "left": "issue:28282", - "right": "issue:34689", + "right": "issue:29870", "accept": false, - "reason": "Missing PyTorch dependency is unrelated to a model-loading regression in 4.46.2." + "reason": "Completely different problems: missing PyTorch vs a BART `generate()` unbound local error." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Environment import error vs BART generate-time unbound variable; unrelated." + "reason": "Different infrastructure issues: FSDP CPU RAM efficient loading vs mmap-related OOM on Strix Halo." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS bus error in CLIP loading is unrelated to TrainerState token counting." - }, - { - "left": "issue:46421", - "right": "issue:46424", - "accept": false, - "reason": "Same cache subsystem, but different concrete bugs and different configuration semantics." + "reason": "Different subsystems and symptoms: MacOS bus error in CLIP model loading vs TrainerState token count tracking." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "One is a placeholder/non-bug title; the other is an isolated reproduction of a specific issue." + "reason": "No clear shared bug; one is a placeholder-style issue, the other is a reproduction of an unrelated external issue." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44589", + "right": "issue:47332", "accept": false, - "reason": "Packaging/backend dependency issue vs missing model export/import; no shared code path." + "reason": "Different storage/quantization error vs disk-offload save failure; not the same underlying defect." }, { - "left": "issue:44589", - "right": "issue:47332", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Float8 storage loading error and disk-offload save failure are distinct problems." + "reason": "Backend packaging/install issue vs a missing class import; unrelated root causes." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE vs loading an image processor from URL; different code paths." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both tokenizer regressions, but they affect different models and different tokenization logic." + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and different logic." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "FineGrainedFP8Config failure and CLIPTokenizer max_length behavior are unrelated." + "reason": "Both are cache-related, but one is lazy init causing recompilation and the other is max_cache_length handling for quantized cache only." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video input regression vs long-context FA2 performance regression; different symptom and fix surface." - }, - { - "left": "issue:44936", - "right": "issue:46821", - "accept": false, - "reason": "Trainer evaluate/train interaction is unrelated to TimesFM window_size attribute errors." + "reason": "Different regressions: video-input handling for several Qwen VL models vs FA2 long-context performance regression." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error vs tokenizer behavior inconsistency; no common underlying bug." + "reason": "DeepSpeed training weight-dimension error vs tokenizer fast/slow inconsistency; unrelated." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Both touch tied embeddings, but one is a missing weight tie in a specific model and the other is LoRA merge collapse after vocab extension." + "reason": "FineGrainedFP8Config failure in Qwen3Moe vs CLIPTokenizer max length constant; no shared bug." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Apple Silicon allocator TypeError vs PEFT/ZeRO-3 checkpointing error are unrelated." + "reason": "Different training/runtime failures: Apple Silicon allocator warmup TypeError vs PEFT+ZeRO-3 checkpointing error." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained key regression are different models and code paths." + "reason": "Trainer evaluate-after-train bug vs TimesFM `window_size` attribute error; unrelated." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "AddedToken kwarg duplication vs tokenizer loading failure for est-roberta are separate tokenizer issues." + "reason": "Both involve tied weights, but one is missing `lm_head` tying in Mistral3 and the other is LoRA merge collapse after extended-vocab changes." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque error vs a PEFT version bump/release mismatch; not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Tokenizer max_length constant is unrelated to YOLO multi-GPU device-map loading." + "reason": "Missing PyTorch import error vs LayoutLMv3 error-message clarity; unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and failures: RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained key regression." } ] }, @@ -7549,12 +7634,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:27957", "issue:28282", "issue:28370", - "issue:29127", "issue:34567", "issue:36331", "issue:38175", @@ -7585,260 +7669,264 @@ "issue:44898", "issue:44964", "issue:44987", + "issue:44991", "issue:45042", "issue:45081", - "issue:45137", "issue:45325", "issue:45381", - "issue:45405", "issue:45488", + "issue:45538", "issue:45701", "issue:45907", "issue:46512", "issue:46701", "issue:46832", + "issue:46869", "issue:47332", "issue:47333" ], "soft_pairs": [ - "issue:45137|issue:45405", - "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:45538|issue:46869", "issue:44857|issue:46832", - "issue:44568|issue:45488", "issue:39379|issue:44554", - "issue:43540|issue:44560", - "issue:42915|issue:43749", + "issue:44568|issue:45488", "issue:41720|issue:43540", "issue:43540|issue:44479", + "issue:42915|issue:43749", + "issue:43540|issue:44560", "issue:42915|issue:47332", + "issue:27957|issue:28282", + "issue:43452|issue:43582", "issue:45042|issue:45081", "issue:34567|issue:36331", - "issue:43452|issue:43582", - "issue:27957|issue:28282", - "issue:44062|issue:45081", "issue:44479|issue:45381", + "issue:44062|issue:45081", "issue:43577|issue:46512", - "issue:42175|issue:44488", + "issue:38175|issue:44898", "issue:43742|issue:44589", + "issue:42175|issue:44488", "issue:43493|issue:43994", - "issue:38175|issue:44898", "issue:28282|issue:28370", "issue:44792|issue:44964", + "issue:43742|issue:47333", "issue:44987|issue:45907", "issue:44849|issue:45701", - "issue:43742|issue:47333", - "issue:43716|issue:46701", - "issue:43756|issue:45325" + "issue:43756|issue:45325", + "issue:43716|issue:46701" ], - "prepared_review_unit_hash": "a79f58fb66e6fd8410d4f54a8bd4ba6e7cbafdd12a0aa1af7fbed9a7ff4f6da2", + "prepared_review_unit_hash": "122a086ea81369a1d37ffb926dde8ea6f4991410377afd320119e991656cceea", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36112, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "serialized_chars": 36043, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: tokenizer, trainer, offloading, multimodal, and model-specific issues are mixed together, so there is no clear duplicate set. A few pairs share a model family (notably Qwen video and SigLIP2), but the concrete bugs still look distinct.", - "confidence": 0.77, - "canonical_issue_reason": "No single canonical issue fits this cluster because the items are unrelated across different subsystems; 44479 is only the closest broad anchor, not a confident duplicate representative.", + "summary": "This cluster is mostly heterogeneous and does not form a broad duplicate set. The only likely duplicate pair is the SigLIP2 reports (43493/43994), which describe the same underlying model correctness problem from different angles.", + "confidence": 0.86, + "canonical_issue_reason": "No single cluster-wide canonical issue: most items are unrelated. If one representative is needed, 43994 is the strongest candidate because it captures the user-facing symptom of the only likely duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the least-wrong issue anchor because it is the broadest and most discussion-heavy report in the only somewhat related Qwen video subset, but the cluster overall is too mixed to treat it as a true canonical duplicate.", + "best_issue_reason": "43994 is the best standalone issue to represent the cluster\u2019s only plausible duplicate pair, since it states the concrete bad-output symptom for SigLIP2.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Completely different problems: DeepSpeed ZeRO3 deque underflow vs a PEFT version pin issue." + "reason": "Different tokenizer bugs: AddedToken argument collision vs model-specific tokenizer loading failure." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Missing PyTorch import error and LayoutLMv3 box-validation clarity are unrelated." + "reason": "CLIPTokenizer max-length default is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both are DETR-family bugs, but they hit different code paths and failure modes." + "reason": "Different detection-model problems: AMP crash in LwDetrImageLoss vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling and MPS attention/value-head dim correctness are different code paths." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Tokenizer special-token insertion bug vs LlamaTokenizer pre-tokenizer override bug; not the same fix." + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs LlamaTokenizer overriding byte-level pre-tokenization." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Different model paths and symptoms: mllama mask handling vs MPS attention dimension correctness." + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are distinct failures." }, { "left": "issue:43540", - "right": "issue:44560", + "right": "issue:44479", "accept": false, - "reason": "Both are Qwen video issues, but they affect different models and report different errors." + "reason": "Both are video-related but not the same concrete bug; one is Qwen3OmniMoe input handling, the other is a broader v5.3.0 regression across several Qwen VL models." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM loading are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "Auto device mapping cuda assert is not the same bug as video-input processing failure." + "reason": "Different loading mechanisms: FineGrainedFP8Config failure vs FSDP CPU RAM-efficient loading breakage." }, { "left": "issue:43540", - "right": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "Both mention Qwen video regressions, but the model families and concrete symptoms differ too much to merge confidently." + "reason": "Different model families and failure modes: Qwen3OmniMoe video processing vs Qwen3-VL-embedding StopIteration." }, { "left": "issue:42915", "right": "issue:47332", "accept": false, - "reason": "FP8 config failure and disk-offloaded save failure are separate issues." - }, - { - "left": "issue:45042", - "right": "issue:45081", - "accept": false, - "reason": "Image processor torchvision dependency regression and Mistral regex patch crash are unrelated." + "reason": "FineGrainedFP8Config failure and disk-offloaded save failure are unrelated offloading/quantization bugs." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "TrainerState token counting and custom compute_loss signature handling are different trainer bugs." + "reason": "XLMRoberta Flash Attention support and missing PyTorch import are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF tokenizer/model loading breakage and Apple Silicon warmup TypeError are unrelated." + "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are different subsystems." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "XLM-R FlashAttention support and a missing PyTorch import error do not share a code-path bug." + "reason": "PIL backend dependency regression and Mistral regex patch crash are unrelated." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "AddedToken keyword collision and Mistral regex patch crash are unrelated tokenization issues." + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are different trainer bugs." }, { "left": "issue:44479", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL video input, but 44479 is a broader regression report while 45381 is a narrower vision_position_ids symptom; not enough evidence for one exact bug." + "reason": "Related video-input area, but one is a broad regression across multiple models and the other is a specific qwen2.5-vl vision_position_ids bug; not clearly the same fix." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken construction error and Mistral regex patch AttributeError are unrelated." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "BLIP-2 dtype not propagating and stale config.dtype after from_config are related only at a high level, not the same concrete bug." + "reason": "BLIP2 dtype propagation to qformer and from_config leaving config.dtype stale are different dtype-state issues." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "TensorFlow backend packaging and a model load failure for sleng-bert are unrelated." + "reason": "SigLIP2 zero probabilities and Perceiver non-default resolution failure are unrelated model-specific bugs." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error and missing Float8 storage type are different failures." + "reason": "MobileLLM loading key error and Float8 storage lookup TypeError are different failures." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Both are SigLIP2-related, but one is an HF-vs-JAX discrepancy and the other is a pipeline/AutoModel output issue; same family, not clearly the same bug." + "reason": "Packaging/backend extras issue is unrelated to a model-loading problem for cjvt/sleng-bert." }, { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver interpolation failure are unrelated." + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both reports describe the same SigLIP2 base-patch16-224 correctness bug: 43493 frames it as an HF-vs-JAX discrepancy, and 43994 shows the user-facing wrong outputs in AutoModel/pipeline." }, { "left": "issue:28282", "right": "issue:28370", "accept": false, - "reason": "PyTorch not found and missing vocab_file for custom SentencePiece models are unrelated loader issues." + "reason": "Missing PyTorch import and missing vocab_file attribute for custom SentencePiece models are unrelated." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus image generation test failure and Phi-4 multimodal load failure are different model-specific bugs." + "reason": "Janus image-generation test failure and Phi-4 multimodal load failure are different model issues." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "MobileLLM loading key error and disk-offloaded Qwen3 save failure are unrelated." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + "reason": "Model loading regression for physical-intelligence/fast and list_repo_files revision forwarding are unrelated." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state handling and generic tokenization changes are not the same code-path bug." + "reason": "Qwen3.5 output_hidden_states bug and generic tokenization-change report are not the same issue." }, { - "left": "issue:43742", - "right": "issue:47333", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "MobileLLM key error and disk-offloaded save failure are unrelated." + "reason": "Smollm3 RoPE-layer dropping and qwen2.5-vl temporal position scaling are different model/path bugs." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 dtype mismatch and DiffusionGemma pipeline output issues are different bugs." - }, - { - "left": "issue:44554", - "right": "issue:45325", - "accept": false, - "reason": "MPS attention correctness and Qwen2.5-VL RoPE temporal scaling are unrelated." + "reason": "Mistral-3 image-preprocessor dtype mismatch and DiffusionGemma pipeline failure are unrelated." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Smollm3 RoPE layer dropping and Qwen2.5-VL temporal position scaling are distinct model bugs." + "reason": "CLIPTokenizer max_length regression and YOLO auto device-map failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most pairs are clearly cross-subsystem and the only plausible duplicate signal is the SigLIP2 pair (43493/43994). The soft-edge rejections are appropriately conservative, and the one accepted pair is supported by the shared model/symptom context without overreaching." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7853,7 +7941,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:24643", "issue:29870", @@ -7906,237 +7994,240 @@ ], "soft_pairs": [ "issue:45823|issue:46463", - "issue:43756|issue:46399", "issue:45672|issue:45674", + "issue:43756|issue:46399", + "issue:46463|issue:47276", "issue:43257|issue:43756", "issue:44737|issue:46463", - "issue:46463|issue:47276", "issue:45405|issue:45600", - "issue:43577|issue:45072", "issue:44625|issue:44877", "issue:43257|issue:47405", "issue:43742|issue:47332", - "issue:43906|issue:46693", - "issue:44568|issue:46491", + "issue:43577|issue:45072", "issue:43540|issue:46693", - "issue:43452|issue:44488", + "issue:43906|issue:46693", "issue:44466|issue:45005", + "issue:43452|issue:44488", + "issue:44568|issue:46491", "issue:24643|issue:29870", "issue:46463|issue:46899", "issue:41762|issue:44936", - "issue:44821|issue:46821", "issue:42796|issue:43906", + "issue:44821|issue:46821", "issue:43452|issue:44843", - "issue:45663|issue:46846", - "issue:44913|issue:46121", "issue:43720|issue:44898", + "issue:45663|issue:46846", "issue:43653|issue:44361", "issue:43697|issue:46829", + "issue:44913|issue:46121", "issue:44756|issue:47404" ], - "prepared_review_unit_hash": "66710e30ed65f607143201b93e27274d5d21282401da30420f943f4df6ac2212", + "prepared_review_unit_hash": "e7e967e76f629e11410b0acd402fb47631018e1435c043f4c08278ce1c016be2", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36672, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "serialized_chars": 36674, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span unrelated tokenizer, loading, training, config, and performance bugs. All soft edges are rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous and the soft pairs do not share a single concrete failure mode or code path.", + "summary": "This cluster is mostly a set of false-positive similarity matches across unrelated Transformers bugs. The only plausible duplicate pair is the v5 tied-weights/serialization regression: 44466 appears to be a specific manifestation of 45005.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45005 is the broadest and most representative report of the tied-weights regression in v5; 44466 looks like a concrete device-dependent symptom of the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is globally best. Issue 43452 is the closest representative of the small loader-related subset, but the overall set is too mixed to serve as a canonical duplicate target.", + "best_issue_reason": "Same as canonical: 45005 is the best single issue to keep because it captures the broader tied-weights problem, while 44466 is narrower.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Different bugs: Gemma4 device-map forward mismatch vs T5 decoder-input validation error." + "reason": "Different bugs: a Gemma4 device_map forward mismatch vs. a T5 decoder-input validation message." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but they are different failure modes with different triggers and fixes." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Unrelated failures: Smollm3 RoPE layer dropping vs Qwen3.5 kernel registration decorator error." + "reason": "Both touch RoPE-related code, but one is an intended-layer-count bug and the other is a kernel registration crash." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:46463", + "right": "issue:47276", "accept": false, - "reason": "Both touch 4-bit inference, but the root causes differ: unsafe uint8 dtype casting vs llm_int8_skip_modules clearing the default exclusion." + "reason": "Both are message-quality issues, but the affected code paths and symptoms are unrelated." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different models and code paths: Qwen3 MOE weight conversion under deepspeed vs Smollm3 RoPE configuration bug." + "reason": "Different model-loading/weight-conversion bug versus a RoPE-layer-count issue." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU allocation/performance issue is unrelated to T5 decoder-input validation messaging." - }, - { - "left": "issue:46463", - "right": "issue:47276", - "accept": false, - "reason": "Both are warning/error-message issues, but they concern different subsystems and failure modes." + "reason": "CPU placement in XLNet positional encoding is unrelated to T5 error-message validation." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Dependency version bump vs stale auto-mapping references; not the same bug." - }, - { - "left": "issue:43577", - "right": "issue:45072", - "accept": false, - "reason": "Both involve dtype mismatches, but in different models and with different mechanisms." + "reason": "A dependency-version bump problem and a stale auto-mapping reference are unrelated CI issues." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are separate config bugs." + "reason": "Both are config-loading problems, but they concern different models and different strictness failures." }, { "left": "issue:43257", "right": "issue:47405", "accept": false, - "reason": "Both relate to loading/conversion, but one is MOE weight conversion under accelerate+deepspeed and the other is silent wrong-Auto-class conversion skipping." + "reason": "Both involve loading/conversion, but one is missing MOE weight conversion and the other is a silent wrong-auto-class conversion skip." }, { "left": "issue:43742", "right": "issue:47332", "accept": false, - "reason": "Loading KeyError for MobileLLM is unrelated to saving a disk-offloaded Qwen3-VL model." + "reason": "Different loading/offloading problems with different models and failure mechanisms." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "An isolated reproduction of an old issue is not the same as a long-context FA2 performance regression." + "reason": "Both are dtype mismatches, but they affect different model families and code paths." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Tokenizer regressions, but one is missing BOS/EOS addition while the other is a leading-space round-trip change." + "reason": "A multimodal input validation error is not the same as a long-context FA2 performance regression." }, { - "left": "issue:43540", + "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "Video input validation failure is unrelated to a FlashAttention performance regression." + "reason": "An isolated reproduction of another issue is not enough to match a long-context generation regression." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the v5 tied-weights regression; 44466 is a specific device-dependent serialization symptom of the broader issue in 45005." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but GGUF handling and a specific model load failure are not the same underlying bug." + "reason": "Both mention loading failures, but one is a gguf_file regression and the other is a specific model load problem." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Both mention tied weights, but one is serialization/device-dependent while the other is a translation-model loading issue." + "reason": "Different tokenizer regressions affecting different models and round-trip behaviors." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape error and BART generate() UnboundLocalError are unrelated." + "reason": "DeepSpeed training weight-shape error and BART generate() UnboundLocalError are unrelated bugs." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 validation messaging and Gemma4 4-bit multimodal dtype casting are different problems." + "reason": "An error-message bug in T5 is unrelated to Gemma4 4-bit multimodal dtype-cast failures." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError is unrelated to trainer.evaluate() failing after train()." - }, - { - "left": "issue:44821", - "right": "issue:46821", - "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "Both are runtime/training failures, but they occur in different stages and code paths." }, { "left": "issue:42796", "right": "issue:43906", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to a reproduction issue for another bug." + "reason": "The second is only an isolated reproduction reference; the titles do not establish the same tokenizer bug." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Both are from_pretrained/loading-path issues, but one is GGUF handling and the other is an offline model_info() call in a Mistral regex patch." + "reason": "ImageProcessor URL loading and TimesFM window_size errors are unrelated." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Different model-parallelism bugs: Gemma4 FSDP2 shared_kv_states behavior vs Qwen3.5 TP plan missing linear_attn entries." + "reason": "One is a gguf_file loading regression; the other is offline-mode breakage from an unconditional model_info() call." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "GPTNeoX config reload regression and rope-parameter validation TypeError are separate config/utility bugs." + "reason": "Different model-specific inference failures with no shared concrete code-path bug." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:45663", + "right": "issue:46846", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding failure are unrelated model-specific issues." + "reason": "A Gemma4 FSDP2 shared-state bug and a Qwen3.5 tensor-parallel plan bug are distinct issues." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related, but the failures differ: missing special-token registration vs an AttributeError on tasks." + "reason": "Different tokenizers and different failure modes; not the same underlying bug." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output regression and VideoPrism hidden_states mismatch are different output-shape/semantic bugs." + "reason": "Different models and outputs; one is an RTDetr regression, the other a VideoPrism output-field bug." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config reload defaulting and rope-parameter JSON handling are separate bugs." }, { "left": "issue:44756", "right": "issue:47404", "accept": false, - "reason": "Both mention OOM, but one is Strix Halo mmap behavior and the other is transient GPU memory during device_map conversion." + "reason": "Both involve OOMs during loading, but the underlying mechanisms are different." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only accepted soft pair is 44466/45005, and the justification stays within what the titles and pair score support. The rest of the verdicts are conservative false positives with reasons that match the issue titles. I don\u2019t see an overstatement that would warrant rejection." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8151,7 +8242,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:33666", "issue:36010", @@ -8159,14 +8250,13 @@ "issue:40444", "issue:43295", "issue:43525", - "issue:43572", + "issue:43550", "issue:43643", "issue:43646", "issue:43653", "issue:43688", "issue:43697", "issue:43749", - "issue:43756", "issue:43761", "issue:43927", "issue:44361", @@ -8186,6 +8276,7 @@ "issue:45356", "issue:45357", "issue:45372", + "issue:45375", "issue:45542", "issue:45588", "issue:45701", @@ -8194,7 +8285,6 @@ "issue:46050", "issue:46170", "issue:46178", - "issue:46402", "issue:46701", "issue:46846", "issue:47000", @@ -8204,216 +8294,216 @@ ], "soft_pairs": [ "issue:44737|issue:45588", - "issue:44493|issue:46050", - "issue:46846|issue:47404", "issue:44361|issue:44442", + "issue:44493|issue:46050", "issue:38175|issue:43295", + "issue:46846|issue:47404", "issue:45357|issue:45920", "issue:44756|issue:47332", - "issue:43697|issue:45216", "issue:43688|issue:43749", + "issue:43697|issue:45216", "issue:40444|issue:44811", "issue:44843|issue:44991", - "issue:43572|issue:43643", + "issue:43643|issue:45375", + "issue:44857|issue:47000", "issue:45372|issue:46170", "issue:43761|issue:47013", - "issue:44857|issue:47000", "issue:43688|issue:45701", - "issue:43525|issue:46701", + "issue:43653|issue:43927", "issue:43688|issue:45704", "issue:43646|issue:43749", - "issue:43653|issue:43927", "issue:45542|issue:46178", + "issue:43525|issue:46701", "issue:33666|issue:36010", - "issue:43756|issue:46402", + "issue:43550|issue:44361", + "issue:43295|issue:45356", "issue:44464|issue:44743", - "issue:44479|issue:44625", - "issue:43295|issue:45356" + "issue:44479|issue:44625" ], - "prepared_review_unit_hash": "36cb4a50804135826638d7b572db640fbb3cc15587ac990222d9653368dd0682", + "prepared_review_unit_hash": "b1b401c9a20f656b16964f71d4bb6c775081ac6127f4d9325082923723eee4bc", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35779, - "estimated_input_tokens": 8945, - "estimated_eval_tokens": 18146 + "serialized_chars": 35223, + "estimated_input_tokens": 8806, + "estimated_eval_tokens": 17868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are separate regressions spanning tokenization, config serialization, vision/video processing, training, and offloading. I would not collapse any of the suggested soft edges; they look like topical similarity rather than the same underlying bug.", - "confidence": 0.82, + "summary": "The cluster is highly heterogeneous: the soft pairs are mostly superficially similar (often same subsystem or regression language) but describe different models, code paths, and failure modes. I do not see any true duplicate PR/issue pair here.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the broadest and highest-signal tokenizer regression in the set, but it only represents one small subtheme and does not serve as a true cluster-wide canonical.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Different bugs: XLNet CPU tensor placement vs flash_attention crash on sink-less models." + "reason": "Both are runtime/perf bugs, but one is XLNet CPU device placement and the other is a flash-attention crash on sink-less models; different code paths and fixes." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Different failure modes: position-id key warning vs quantized model save/load corruption." + "reason": "Both are tokenizer-related, but MLukeTokenizer task failures and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct loader/behavior bugs." }, { - "left": "issue:46846", - "right": "issue:47404", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Both involve OOMs, but the causes differ: TP plan gaps vs destination-GPU transients during weight conversion." + "reason": "One is a position-id key regression across models; the other is save/load breakage for sinq-quantized models. Different functionality and root cause." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Unrelated tokenizer/model loading issues with different error surfaces and code paths." + "reason": "Siglip2 zero probabilities and processor.tokenizer/image-passing regression are unrelated model behavior vs processor API breakage." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:46846", + "right": "issue:47404", "accept": false, - "reason": "Different problems: zero probabilities in SigLIP2 vs processor.tokenizer/image-tokenization regression." + "reason": "Qwen3.5 tensor-parallel planning and device_map loading OOM from conversion transients are different memory-planning issues in different code paths." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 checkpoint key layout bug vs broad wrong-token-ID regression across multiple models." + "reason": "Both involve Qwen/Tokenizer regressions, but one is Qwen3.5 save_pretrained visual encoder keys and the other is broad token ID errors across many models; not the same bug." }, { "left": "issue:44756", "right": "issue:47332", "accept": false, - "reason": "Different memory/offload bugs with distinct scenarios and symptoms." + "reason": "Both mention offloading/memory, but Strix Halo mmap OOM and inability to save disk-offloaded Qwen3-VL-32B are different storage/offload problems." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "RTDetr inference mismatch vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Auxiliary loss normalization in OLMoE/GPT OSS is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING breakage." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading regression." + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained regression affect different models and different paths (inference vs checkpoint saving)." }, { "left": "issue:40444", "right": "issue:44811", "accept": false, - "reason": "Different subsystems: Qwen2.5-VL finetuning with multi-image datasets vs Whisper batch_decode behavior." + "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both tokenizer-related, but one is offline hub access; the other is a tokenizer load failure for a specific model." + "reason": "Both touch tokenizer loading, but offline hub model_info() calls and EMBEDDIA/est-roberta tokenizer loading failure are different bugs with different triggers." }, { - "left": "issue:43572", - "right": "issue:43643", + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is a generic config-loading issue; Qwen3_5MoeVisionConfig missing deepstack_visual_indexes is a specific schema field omission." + }, + { + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Related theme of missing config fields, but not the same concrete bug or code path." + "reason": "LwDetrImageLoss AMP crash and RTDetrLoss infeasible cost matrix are different detection-loss failures with different failure points." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Different import/dependency failures affecting different platforms and libraries." + "reason": "Gemma 4 processor ImportError from mistral_common and Windows ROCm torch.distributed import/type error are unrelated dependency issues." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "Different regressions in different models: CLIPVision hidden_states vs xLSTM state unpacking." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "Tokenizer special-token registration bug vs config field loss after save/load." + "reason": "CLIPVisionModel hidden_states regression and xLSTM train-mode unpacking crash are separate model implementations with different symptoms." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both are backend-resolution issues, but they involve different backends and distinct error conditions." + "reason": "Auxiliary loss normalization bug is unrelated to version-dependent tokenization changes." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Multi-GPU training request vs GenerationMixin import error; unrelated." + "reason": "BigBirdTokenizer special-token decode bug and DiaConfig losing custom token IDs are both token/config issues, but not the same defect or fix." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Different model-specific loading/runtime bugs with no shared code-path evidence." + "reason": "Auxiliary loss normalization in MoE models is unrelated to T5 using apex.FusedRMSNorm memory leak." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Both are generation/state bugs, but one is compiled chunked generation and the other is recurrent-state reset logic." + "reason": "Custom model initialization breakage in Transformers 5.0 and FSDP CPU RAM efficient loading failure are different regressions." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Video-input regression vs num_labels propagation bug; different Qwen3.5 issues." + "reason": "TensorBoard-only backend error without TensorFlow and tensorflow_text backend mapping error are different backend-registration issues." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Different tokenizer regressions: image-tokenizer handling vs codec/fix_mistral_regex behavior." + "reason": "Llama4Config missing pad_token_id and DiffusionGemma image-text-to-text pipeline failure are unrelated model/config problems." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Custom model initialization breakage vs FSDP loading OOM; not the same bug." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin ImportError are completely different issues." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Aux-loss normalization and tokenization changes are too broad and clearly not the same concrete issue." + "reason": "Bamba-9B-v2 torch.compile SDPA failure and MLukeTokenizer AttributeError target different models and code paths." }, { - "left": "issue:45704", - "right": "issue:43688", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "T5 apex RMSNorm memory leak is unrelated to auxiliary-loss normalization." + "reason": "Processor.tokenizer regression and Kimi-K2.5 tokenizer codec/regex regression are both tokenizer-related but distinct breakages." }, { - "left": "issue:45920", - "right": "issue:44493", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Wrong token IDs across models vs unexpected key / position-id issue are different symptoms and causes." + "reason": "Chunked generation inconsistency with compiled forward and Qwen3_5 recurrent-state reset in cache are separate generation-state bugs." }, { - "left": "issue:47000", - "right": "issue:44857", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Different RTDetr loss crashes with different error mechanisms and likely different fixes." + "reason": "Video input regression for Qwen VL models and Qwen3.5 num_labels propagation are different Qwen family issues with different affected features." } ] }, @@ -8435,7 +8525,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:28370", "issue:32090", @@ -8452,11 +8542,11 @@ "issue:43572", "issue:43577", "issue:43606", - "issue:43611", "issue:43643", "issue:43653", "issue:43688", "issue:43720", + "issue:43756", "issue:43761", "issue:43782", "issue:43927", @@ -8476,263 +8566,256 @@ "issue:45405", "issue:45440", "issue:46050", + "issue:46402", "issue:46491", "issue:46612", "issue:46693", "issue:46829", "issue:46832", - "issue:46846", "issue:46932", "issue:47254", "issue:47276" ], "soft_pairs": [ - "issue:43550|issue:44361", + "issue:43756|issue:46402", "issue:46832|issue:46932", "issue:43653|issue:44568", "issue:43761|issue:46829", + "issue:41720|issue:44464", "issue:43452|issue:43577", "issue:33666|issue:36331", - "issue:41720|issue:44464", "issue:28370|issue:34567", - "issue:42898|issue:46491", - "issue:44466|issue:46050", "issue:43504|issue:43550", + "issue:44466|issue:46050", + "issue:44464|issue:44977", "issue:44977|issue:46693", "issue:32090|issue:33666", - "issue:44464|issue:44977", - "issue:45405|issue:47254", + "issue:42898|issue:46491", "issue:43606|issue:43927", - "issue:43504|issue:43720", "issue:43720|issue:43927", + "issue:43504|issue:43720", + "issue:45405|issue:47254", "issue:43782|issue:46693", - "issue:43688|issue:45440", "issue:43278|issue:43688", "issue:43643|issue:44561", "issue:43720|issue:44361", + "issue:43688|issue:45440", "issue:43504|issue:44610", - "issue:44734|issue:46612", "issue:44625|issue:47276", - "issue:43525|issue:43572", + "issue:44734|issue:46612", "issue:43577|issue:44554", "issue:44484|issue:44704", - "issue:44964|issue:45405", - "issue:43611|issue:46846" + "issue:43525|issue:43572", + "issue:44964|issue:45405" ], - "prepared_review_unit_hash": "2da8ab6867220c8e16456502f2c6c906f92ef316f455098c4194fd2b91e67aea", + "prepared_review_unit_hash": "b9523a79e289de9d54e3063aa83c9f703bdc8f935a92c38e9bc9735bc39fd7ae", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37180, - "estimated_input_tokens": 9295, - "estimated_eval_tokens": 18846 + "soft_pair_count": 30, + "serialized_chars": 36850, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose collection of unrelated bug reports across tokenization, config serialization, training, generation, and model-loading paths. None of the soft pairs look like true duplicates or mergeable same-fix PRs; all should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No coherent duplicate cluster; the issues span unrelated subsystems, so there is no clear canonical issue.", + "summary": "No soft-edge pair looks like the same underlying bug/change; the set is a grab-bag of unrelated model-, tokenizer-, training-, and generation-regression reports. I would not merge any of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the candidates are not duplicates of one another; they cover distinct subsystems and model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because the items are mostly orthogonal and cover different code paths.", + "best_issue_reason": "issue:46693 is the strongest representative issue here: it is an open, well-scoped regression report with broad impact, clear reproduction, and high discussion activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Different failures: torch.compile+SDPA on Bamba versus MLukeTokenizer task AttributeError." + "reason": "Different models and failure modes: RoPE-layer loss vs. text-encoder weights not loading." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "Both are model-specific bugs, but one is RT-DETR feature-level shape handling and the other is Gemma4 quantized embedder dtype casting; not the same code path." + "reason": "Unrelated bugs: RT-DETR feature-level mismatch vs. Gemma4 quantized embedder dtype casting." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "BigBird special-token registration/empty decode is unrelated to mDeBERTa BOS/EOS insertion regression." + "reason": "Both tokenizer/special-token related, but different tokenizers and different symptoms; not the same bug." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both mention hidden_states, but one is CLIPVision forward regression and the other is VideoPrism output field mix-up; different models and bugs." + "reason": "Different output-contract issues in different vision models; hidden_states missing vs misassigned." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different code paths: device-mapping CUDA assert vs. compiled-forward chunked generation inconsistency." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage is unrelated to BLIP2 dtype propagation." + "reason": "Different regressions: gguf tokenizer/model loading vs. dtype mismatch in BLIP-2 loading." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and CustomTrainer compute_loss signature mismatch are different training issues." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to chunked generation with compiled forward." + "reason": "Both involve training, but one is multi-GPU broadcasting and the other is a custom compute_loss signature break." }, { "left": "issue:28370", "right": "issue:34567", "accept": false, - "reason": "Custom SentencePiece vocab_file handling and TrainerState token accounting are separate concerns." + "reason": "Unrelated: missing vocab_file on custom SentencePiece models vs. TrainerState token counter not updating." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Tokenizer cleanup behavior change in v5 is not the same as CodeLlama leading-space round-trip regression." + "reason": "Different subsystems and symptoms: legacy config field on BEiT vs. torch.compile/SDPA failure in Bamba." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Inconsistent lm_head serialization and sinq quantized save/load breakage are different persistence bugs." + "reason": "Both touch save/load behavior, but one is tied-weight serialization and the other is quantized sinq persistence." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "BEiT legacy-field loading failure is unrelated to Bamba torch.compile+SDPA failure." + "reason": "Different generation bugs with different triggers: compiled forward inconsistency vs. Qwen3.5 flash-attention failure." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is distinct from the broader FA2 long-context performance regression." + "reason": "Both mention FA2, but one is a model-specific correctness issue and the other is a long-context performance regression." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer NoneType _gpu_broadcast_one error and Qwen2-VL multi-GPU training are both distributed-training themed but not the same bug." + "reason": "Both training-related, but the errors are different and not the same multi-GPU bug." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention incorrect generation." + "reason": "General tokenization-space behavior change vs. a CodeLlama leading-space round-trip regression." }, { - "left": "issue:45405", - "right": "issue:47254", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "PEFT version pinning issue is unrelated to ZeRO-3 gradient-checkpointing checkpoint errors." + "reason": "Device-mismatch with CPU offload is unrelated to DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:43606", + "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "Different failure classes: packed-weight unloading during accelerate load vs. config field loss." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "BEiT legacy field loading and BitNet packed-weight unpacking are different model-loading failures." + "reason": "Different models and root causes; BEiT legacy field handling is not the BitNet packed-weight issue." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:45405", + "right": "issue:47254", "accept": false, - "reason": "BitNet packed-weight handling and DiaConfig token-ID persistence are separate bugs." + "reason": "One is a dependency-version bump concern; the other is a runtime checkpointing error with PEFT/ZeRO-3." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load error is unrelated to FA2 long-context performance regression." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Aux loss normalization in OLMoE/GPT Oss is not the same as DeepSeekV3 implementation divergence." + "reason": "Different symptoms and code paths: Qwen3VL weight_only load error vs. FA2 long-context performance regression." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype mismatch in eval and auxiliary-loss normalization are different model behavior bugs." + "reason": "Different numerical issues in different models: evaluation dtype drift vs. auxiliary-loss normalization." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code is not the same as removing is_torch_fx_available breaking trust_remote_code models." + "reason": "Distinct trust_remote_code regressions with different missing APIs/fields and different breakage mechanisms." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet accelerate-loading bug and MLukeTokenizer task AttributeError share neither code path nor symptom." + "reason": "Packed-weight loading bug is unrelated to MLukeTokenizer AttributeError on tasks." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "BEiT legacy-field loading and OmDet-Turbo processor image-size mismatch are unrelated model/processor issues." + "reason": "Both are model correctness issues, but they affect different MoE implementations and different loss/forward logic." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Serving KV-cache continuation indexing bug is unrelated to beam-search cache reorder omissions in recurrent/other models." + "reason": "Unrelated: BEiT legacy config field vs. OmDet-Turbo processor/image-size mismatch." }, { "left": "issue:44625", "right": "issue:47276", "accept": false, - "reason": "Qwen3.5 num_labels propagation and a misleading synced_gpus warning are not the same issue." + "reason": "Different problems: config propagation for Qwen3.5 vs. a misleading warning in continuous batching." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Both are missing config attributes, but they concern different configs and fields: Llama4 pad_token_id vs StableLm pad_token_idx." + "reason": "Both involve generation internals, but one is KV-cache continuation indexing and the other is beam-search cache reorder omissions." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and MPS attention correctness are unrelated." + "reason": "Different issues in different execution environments: BLIP-2 dtype loading vs. MPS attention correctness." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size default discussion is unrelated to AutoProcessor kwargs forwarding." + "reason": "Save_pretrained shard-size question is unrelated to AutoProcessor kwargs propagation." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Phi-4 multimodal loading regression and PEFT minimum-version bump are unrelated." + "reason": "Similar class of config-field regressions, but different models and different missing fields; not the same bug." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "base_model_prefix loading regression and Qwen3.5 TP plan omissions affect different mechanisms and code paths." + "reason": "Model-loading failure for Phi-4 multimodal is unrelated to the PEFT minimum-version bump." } ] }, @@ -8754,7 +8837,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:28218", "issue:29925", @@ -8767,11 +8850,12 @@ "issue:43334", "issue:43493", "issue:43504", + "issue:43531", "issue:43572", "issue:43606", + "issue:43611", "issue:43646", "issue:43701", - "issue:43824", "issue:43825", "issue:43844", "issue:43873", @@ -8784,13 +8868,11 @@ "issue:44514", "issue:44554", "issue:44568", - "issue:44589", "issue:44843", "issue:44977", "issue:45290", "issue:45405", "issue:45491", - "issue:45520", "issue:45759", "issue:45812", "issue:45823", @@ -8800,244 +8882,237 @@ "issue:46209", "issue:46365", "issue:46489", - "issue:46821", - "issue:46832", + "issue:46846", "issue:47332", - "issue:47404" + "issue:47404", + "issue:47436" ], "soft_pairs": [ - "issue:43334|issue:45759", "issue:45823|issue:46050", "issue:28218|issue:33357", + "issue:43611|issue:46846", + "issue:43334|issue:45759", "issue:44514|issue:45290", - "issue:43334|issue:43572", "issue:39692|issue:43295", + "issue:43334|issue:43572", "issue:43994|issue:46192", - "issue:44488|issue:44843", - "issue:45405|issue:47332", "issue:44977|issue:46209", + "issue:45405|issue:47332", + "issue:44488|issue:44843", "issue:43257|issue:47404", - "issue:43493|issue:43825", "issue:42796|issue:44977", - "issue:43572|issue:44291", + "issue:43493|issue:43825", "issue:43927|issue:44361", - "issue:45491|issue:46002", + "issue:43531|issue:47436", "issue:43646|issue:44466", + "issue:43572|issue:44291", + "issue:28218|issue:29925", + "issue:45491|issue:46002", "issue:44554|issue:46365", "issue:43278|issue:43701", "issue:44568|issue:46489", - "issue:28218|issue:29925", "issue:44568|issue:45812", - "issue:43278|issue:43844", "issue:43504|issue:43606", - "issue:43493|issue:43844", "issue:43873|issue:47404", - "issue:44589|issue:45520", - "issue:43824|issue:44589", - "issue:46821|issue:46832" + "issue:43278|issue:43844", + "issue:43493|issue:43844" ], - "prepared_review_unit_hash": "0b42b13ef042cc7269178aa777d29862530248fe7a8b7c07ac6beb5de6a62848", + "prepared_review_unit_hash": "25caa7f687318f92bc6108d4d7ee68f7844de9b0ee77c366e77aa37a8731d2bf", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36636, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35772, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous, so I found no duplicate pairs to merge; most items share only broad subsystem labels (tokenizer, offloading, multimodal, loading) without the same concrete failure mode.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 28218 is the best broad representative among these because it is an explicit tokenizer regression with relatively high discussion/inbound references, but the overall set is too diverse for a true canonical duplicate anchor.", + "summary": "This is a loose similarity cluster, not a true duplicate set: the items mostly cover unrelated tokenizer regressions, model-loading/config issues, offloading/quantization bugs, and docs/examples problems.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the set spans many distinct bug families and model-specific regressions rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 28218 is the closest thing to a cluster representative due to being an early, generic tokenizer bug report with visible traction; however, it does not actually subsume the other issues.", + "best_issue_reason": "No single issue is a good representative for deduping; any choice would hide major topic differences across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen multimodal loading, but one is a missing pad_token_id on Qwen3-VL and the other is an AutoModel.from_config text_config unwrap bug; different code paths." - }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device_map forward mismatch and sinq quantized save/load breakage are unrelated failures affecting different stages." + "reason": "Different problems: Gemma4 device mismatch during forward vs a quantized model save/load corruption issue." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer extra-space behavior and a MacOS bus error with a CLIP model are plainly different bugs." + "reason": "Tokenizer spacing bug vs MacOS bus error on a CLIP model; unrelated failure modes." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "Both hit apply_chat_template, but one is batched padding=False processing and the other is assistant tool-call messages with no content; not the same underlying issue." + "reason": "Both are loading-related, but one is about base_model_prefix handling and the other about missing TP-plan entries for Qwen3.5; different code paths." }, { "left": "issue:43334", - "right": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config." + }, + { + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Qwen3-VL pad_token_id and StableLmConfig pad_token_idx regressions are different missing-field issues in different model families." + "reason": "Same API area, but different crashes: batched chat template with padding=False vs assistant messages with tool calls and no content." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs/example errors for SigLIP2 are not the same as the v4.57.5 processor.tokenizer/image passthrough regression." + "reason": "Docs/example mismatch and quantization failure vs processor.tokenizer regression; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different missing-config-field bugs in different model families." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Wrong SigLIP2 outputs and silent return_tensors handling are different tokenizer/processor problems." + "reason": "SigLIP2 wrong outputs vs return_tensors being ignored; distinct tokenizer/processor issues." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "One is failure to load a specific model, the other is an offline-mode break from an unconditional model_info() call; too broad to treat as duplicates." + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; unrelated issues." }, { "left": "issue:45405", "right": "issue:47332", "accept": false, - "reason": "A PEFT version bump and disk-offloaded Qwen3-VL save failure are unrelated." + "reason": "PEFT version pinning problem vs disk-offloaded Qwen3-VL save failure; no shared underlying defect." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are different hardware/model-path issues." + "reason": "Model loading failure for sleng-bert vs offline hub access bug in mistral regex patch." }, { "left": "issue:43257", "right": "issue:47404", "accept": false, - "reason": "MOE weight conversion under accelerate+deepspeed and device_map transient OOMs from contiguous() are not the same failure." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation mismatch and a misleading pipeline translation error message are unrelated." + "reason": "MoE weight conversion with accelerate+deepspeed vs OOM from conversion-op transients in device_map loading." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different bugs." + "reason": "Tokenizer BPE marker handling vs Qwen3.5 flash-attention generation; unrelated." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "A missing config field and an init_empty_weights unexpected-argument TypeError are distinct regressions." + "reason": "SigLIP2 implementation discrepancy vs pipeline error-message wording about translation tasks." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-id loss and MLukeTokenizer AttributeError on tasks do not share a concrete root cause." + "reason": "Save/load custom token IDs loss vs MLukeTokenizer AttributeError; different tokenizer defects." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43531", + "right": "issue:47436", "accept": false, - "reason": "Both mention NaNs, but one is sliding-window/all-padding attention embeddings and the other is classification heads after checkout/init." + "reason": "Qwen3-MoE sliding_window issue vs Qwen2_5OmniConfig missing max_position_embeddings; unrelated config/model bugs." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are separate v5-related issues." + "reason": "Custom model initialization regression vs lm_head.weight serialization inconsistency; different code paths." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs init_empty_weights unexpected argument; not the same issue." + }, + { + "left": "issue:28218", + "right": "issue:29925", + "accept": false, + "reason": "Both tokenizer-related, but one is an added-token spacing regression and the other is a use_fast enforcement problem." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 mixed-length NaN embeddings vs NaNs in classification heads after checkout/init; different symptoms and likely causes." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "An MPS attention correctness bug and a Trainer import conflict with datasets are unrelated." + "reason": "Attention correctness on MPS vs importing Trainer being blocked by datasets; unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are different training workflow problems." + "reason": "Embedding dtype regression in evaluate vs resume_from_checkpoint key mismatch." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Missing BOS/EOS insertion for mdeberta-v3-base and DeepSeek-Coder v1 BPE output regression are both tokenizer bugs, but not the same concrete defect." - }, - { - "left": "issue:28218", - "right": "issue:29925", - "accept": false, - "reason": "Additional-space-after-added-token and SigLIP use_fast enforcement are different tokenizer issues." + "reason": "Both tokenizer regressions in v5, but different models and failures: missing BOS/EOS addition vs incorrect DeepSeek-Coder output." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Model-specific special-token failure and Granite-wide wrong token IDs are not the same bug." - }, - { - "left": "issue:43278", - "right": "issue:43844", - "accept": false, - "reason": "BF16-to-FP32 eval dtype change and ZeRO-3 gradient inflation are unrelated training issues." + "reason": "Different tokenizer regressions affecting different model families and different tokenization behavior." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field model load failure and CPU offload device mismatch are different load/runtime bugs." - }, - { - "left": "issue:43493", - "right": "issue:43844", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and abnormal ZeRO-3 gradient growth do not describe the same problem." + "reason": "Legacy-field model loading bug vs CPU-offload device mismatch; unrelated." }, { "left": "issue:43873", "right": "issue:47404", "accept": false, - "reason": "General quantized offloading misbehavior and max_memory packing OOM from conversion transients are related only at a very high level." - }, - { - "left": "issue:44589", - "right": "issue:45520", - "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import_utils KeyError on Python 3.13 are unrelated compatibility issues." + "reason": "Both relate to offloading/quantization, but one is quantization offload behavior and the other is transient OOM during device_map loading." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Qwen2_5_VL import failure and Float8 storage TypeError are distinct import/runtime problems." + "reason": "Training/eval dtype drift vs ZeRO-3 gradient growth; not the same defect." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch TypeError are different model forward bugs." + "reason": "SigLIP2 implementation mismatch vs DeepSpeed gradient blow-up; unrelated." } ] }, @@ -9059,7 +9134,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:15354", "issue:28218", @@ -9072,19 +9147,21 @@ "issue:43381", "issue:43493", "issue:43504", + "issue:43572", "issue:43606", "issue:43653", "issue:43696", "issue:43701", + "issue:43824", "issue:43844", "issue:43873", - "issue:43937", "issue:43957", "issue:43994", "issue:44112", "issue:44423", "issue:44464", "issue:44493", + "issue:44589", "issue:44734", "issue:44849", "issue:44964", @@ -9101,16 +9178,17 @@ "issue:46050", "issue:46209", "issue:46285", - "issue:46701", "issue:46710", + "issue:46821", "issue:46832", "issue:47013", - "issue:47145", "issue:47254", - "issue:47332", - "issue:47404" + "issue:47436" ], "soft_pairs": [ + "issue:44589|issue:45520", + "issue:46821|issue:46832", + "issue:43824|issue:44589", "issue:46209|issue:46710", "issue:43504|issue:43653", "issue:42490|issue:43696", @@ -9118,224 +9196,228 @@ "issue:43994|issue:44493", "issue:44493|issue:46285", "issue:45072|issue:46832", - "issue:43873|issue:46050", - "issue:45245|issue:46710", "issue:44464|issue:45584", + "issue:43572|issue:47436", + "issue:43873|issue:46050", "issue:15354|issue:38175", + "issue:45245|issue:46710", + "issue:47013|issue:47254", "issue:44849|issue:45357", "issue:45084|issue:45520", - "issue:47013|issue:47254", - "issue:44423|issue:44734", - "issue:42947|issue:43381", "issue:45229|issue:45823", - "issue:44849|issue:46209", - "issue:43844|issue:44964", + "issue:42947|issue:43381", "issue:28218|issue:34567", + "issue:44423|issue:44734", + "issue:43844|issue:44964", + "issue:44849|issue:46209", "issue:45200|issue:45229", "issue:45588|issue:46050", "issue:37428|issue:43957", "issue:43493|issue:43701", - "issue:41720|issue:46710", - "issue:44849|issue:47145", - "issue:43937|issue:46701", - "issue:47332|issue:47404" + "issue:41720|issue:46710" ], - "prepared_review_unit_hash": "37de1f39d85745f3a227a49b72a7a61a20074c4ed04421f82bb4424c41bc00db", + "prepared_review_unit_hash": "24d6e29a66e93ef8d6ce03a4b2d857b5f8bbaeb54f044f6dc26bccd4df2a396b", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36274, - "estimated_input_tokens": 9069, - "estimated_eval_tokens": 18394 + "soft_pair_count": 29, + "serialized_chars": 36505, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster here: the soft pairs mostly share broad themes like offloading, checkpointing, or specific model names, but they describe different bugs, code paths, or failure modes.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, config, loading, checkpointing, serving, quantization, and model-specific bugs. None of the soft-similarity pairs look like the same underlying issue, so no canonical duplicate should be selected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits; the items are about different code paths and failure modes rather than one duplicated bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not a duplicate set and spans many unrelated topics.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: FP8 storage lookup error vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Unrelated model-specific problems: TimesFM window_size attribute error vs RT-DETR feature-level forward mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Different areas and symptoms: Qwen2.5-VL import error vs missing Float8 storage backend." + }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Different problems: FP8 inference failure on B200 vs an accuracy regression after upgrading Transformers." + "reason": "FP8 inference on B200 is unrelated to an accuracy regression after a transformers upgrade." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field load failure and BigBird tokenizer special-token registration are unrelated code paths." + "reason": "Different subsystems: BEiT pretrained loading legacy field vs BigBirdTokenizer special-token registration." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warning and CUDA OOM on GPT-oss-20b are not the same bug." + "reason": "Local-path import warning is unrelated to GPT-oss CUDA out-of-memory." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs a stale GraniteSpeech CI test failure." + "reason": "One is a real CPU offload device mismatch; the other is a stale CI test for GraniteSpeech." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 bad outputs and a generic position-id key issue affect different models and symptoms." + "reason": "Both are model output issues, but the concrete bugs differ: SigLIP2 bad outputs vs unexpected position-id key handling." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected key/position-id issue is not the same as the CLIP text-model structure change." + "reason": "Position-id key warnings are not the same as CLIP text model structural changes." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "bfloat16 dtype mismatch in inference and RT-DETR feature-level mismatch are different concrete failures." + "reason": "bfloat16 dtype mismatch in inference is unrelated to RT-DETR feature-level indexing." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Offloading/quantization behavior and broken quantized save/load are related broadly but not the same bug." + "reason": "Chunked generation with compiled forward is a different path than Whisper empty-transcription failure after token alignment." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:43572", + "right": "issue:47436", "accept": false, - "reason": "Category cardinality limit error and an accuracy regression are unrelated." + "reason": "Both are config attribute problems, but they affect different models and missing fields." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription generation failure." + "reason": "Generic offloading/quantization behavior is not the same as sinq save/load corruption." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are different issues." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-limit runtime error is unrelated to an accuracy regression after version upgrade." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM train-mode unpacking bug is distinct from PEFT + DeepSpeed checkpointing errors." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and wrong visual-encoder save_pretrained keys are distinct." + "reason": "Qwen3.5 hidden_states bug and incorrect visual encoder save keys are different failure modes." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and flash_attn import KeyError on Python 3.13 are unrelated." - }, - { - "left": "issue:47013", - "right": "issue:47254", - "accept": false, - "reason": "Both mention checkpointing, but one is an xLSTM return-value crash and the other is a PEFT+DeepSpeed checkpoint error." + "reason": "Template-node compilation error is unrelated to flash_attn import lookup on Python 3.13." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation tensor-indexing crash are different serving bugs." + "reason": "CUDA OOM in multi-GPU inference is not the same as a PLE device mismatch in forward." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing ineffective with LoRA and checkpointing disallowed in eval mode are different behaviors." + "reason": "Gradient checkpointing ineffective with PEFT LoRA is distinct from checkpointing being disallowed in eval mode." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Gemma4 OOM during multi-GPU inference and Gemma4 PLE device mismatch are not the same failure." + "reason": "Tokenizer spacing after added token and TrainerState token counters are unrelated." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Qwen3.5 hidden-states bug and FP8 inference failure on B200 are unrelated." + "reason": "Continuous-batching multimodal crash with a string-to().to issue is different from KV-cache continuation tensor indexing." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient explosion and meta-device loading breakage are different code paths." + "reason": "ZeRO-3 gradient explosion is unrelated to loading Phi-4 multimodal models." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer spacing after added token and TrainerState token-count update are unrelated." + "reason": "Qwen3.5 hidden_states bug is unrelated to FP8 inference failure on B200." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing default mm_token_type_ids and multi-GPU CUDA OOM are different issues." + "reason": "Gemma4 mm_token_type_ids defaulting is different from multi-GPU OOM." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention s_aux=None crash and sinq quantized save/load corruption are distinct problems." + "reason": "flash_attention.py sink-less model crash is unrelated to sinq quantized save/load breakage." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Missing flash_attention utility import and meta-device loading failures are not the same bug." + "reason": "Missing internal flash-support import is not the same as meta-device loading breakage." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device-mapping assert and DeepSeek accuracy regression are different failures." - }, - { - "left": "issue:44849", - "right": "issue:47145", - "accept": false, - "reason": "Qwen3.5 hidden-states bug and FP8 frozen-checkpoint weight_scale omission are separate issues." - }, - { - "left": "issue:43937", - "right": "issue:46701", - "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and DiffusionGemma pipeline failure are different bugs." - }, - { - "left": "issue:47332", - "right": "issue:47404", - "accept": false, - "reason": "Disk-offloaded model save failure and device-map loading OOM from conversion transients are both offloading-related, but not the same concrete bug." + "reason": "Qwen3 auto device mapping CUDA assert is not an accuracy regression issue." } ] }, @@ -9357,17 +9439,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:27957", "issue:28370", - "issue:29870", "issue:29942", "issue:30333", "issue:34689", "issue:37428", - "issue:39692", - "issue:42490", "issue:42915", "issue:43065", "issue:43295", @@ -9383,11 +9462,11 @@ "issue:43824", "issue:43844", "issue:43873", - "issue:43957", - "issue:43975", + "issue:43937", "issue:44186", "issue:44554", "issue:44610", + "issue:44849", "issue:44869", "issue:44977", "issue:45072", @@ -9406,262 +9485,254 @@ "issue:46701", "issue:46710", "issue:46752", - "issue:46821" + "issue:46821", + "issue:47145", + "issue:47332", + "issue:47404" ], "soft_pairs": [ - "issue:44977|issue:46701", - "issue:43065|issue:46369", + "issue:44849|issue:47145", + "issue:47332|issue:47404", + "issue:43937|issue:46701", "issue:43295|issue:43450", + "issue:43065|issue:46369", + "issue:44977|issue:46701", "issue:44554|issue:45446", "issue:45072|issue:45198", - "issue:43404|issue:46710", "issue:45588|issue:45759", + "issue:43404|issue:46710", + "issue:43295|issue:43873", "issue:44869|issue:46752", "issue:43572|issue:46821", - "issue:43295|issue:43873", "issue:29942|issue:30333", - "issue:43572|issue:43957", "issue:28370|issue:34689", - "issue:45406|issue:46121", "issue:43540|issue:45200", "issue:43295|issue:44610", "issue:45823|issue:46192", + "issue:45406|issue:46121", "issue:44186|issue:46192", + "issue:43450|issue:43575", "issue:37428|issue:43824", "issue:43550|issue:43844", - "issue:43450|issue:43575", - "issue:43334|issue:43525", - "issue:45520|issue:46178", "issue:45200|issue:45823", - "issue:42915|issue:43824", + "issue:45520|issue:46178", + "issue:43334|issue:43525", "issue:27957|issue:28370", - "issue:43295|issue:43493", - "issue:39692|issue:46192", - "issue:42490|issue:43493", - "issue:29870|issue:29942", - "issue:43824|issue:43975" + "issue:42915|issue:43824", + "issue:43295|issue:43493" ], - "prepared_review_unit_hash": "1114f16a6c2c7ef246e2e08024bd21f251b7a5e79c8d64522a94c28e6dd32d7f", + "prepared_review_unit_hash": "d555ecd16058bb8e1ea1db0faf03d529280f6fc8c99ba234120d487f06565922", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37104, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "soft_pair_count": 29, + "serialized_chars": 36413, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of thematically similar but distinct Transformers issues (multimodal loading, processor/tokenizer regressions, flash-attention, and model-specific config problems). I found no strong duplicate pairs; the soft matches are mostly broad subsystem similarity rather than the same underlying bug.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43295 is the best representative because it captures a broad, user-facing regression in processor/tokenizer handling and sits near several other multimodal/loader complaints, even though it is not a duplicate of them.", + "summary": "The cluster is mostly a set of unrelated Transformers issues. Only one soft pair looks like a likely duplicate: the two missing-`pad_token_id` config regressions for different model families. The rest differ by model, code path, or symptom and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the strongest standalone issue in the set: generic regression, clear failure mode, and broad applicability compared with the more model-specific or narrowly scoped reports.", + "best_issue_reason": "No single issue is a good cluster canonical: the items span unrelated bugs across models, processors, offloading, attention, and import/config regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44977", + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-states behavior vs FP8 frozen-checkpoint weight-scale loading." + }, + { + "left": "issue:47332", + "right": "issue:47404", + "accept": false, + "reason": "Both involve memory/offloading, but one is save-time disk offloading and the other is load-time device-map OOM during conversion." + }, + { + "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Both mention generation/pipeline problems, but they affect different models and different code paths; no evidence they are the same bug." + "reason": "Unrelated models and failures: invalid GenerationConfig vs a diffusion pipeline output integration problem." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor-related, but one is a tokenizer/processor API regression and the other is batched video shape handling." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a memory overflow report; not the same defect." + "reason": "Same model family, but the symptoms differ: dummy Conv2d implementation vs memory overflow at model invocation." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "One is a processor.tokenizer regression in custom multimodal code, the other is batched video processor shape handling; related area, different bug." + "reason": "Different model families and different failure modes; flash-attention generation issue is not the same as the diffusion pipeline bug." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Both touch attention/flex_attention, but one is an MPS correctness issue and the other is a PyTorch version check bug; different code paths." + "reason": "Different attention code paths: MPS correctness bug vs a PyTorch version check/import guard issue." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "These are unrelated model-specific failures: dtype mismatches in inference versus save_pretrained/tokenization breakage." + "reason": "Different subsystems: bfloat16 dtype mismatches in inference vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal plumbing, but one crashes in flash-attention integration on `s_aux=None`; the other is a `from_config` text_config unwrap issue." }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "One is about weight tying in Mistral3 conditional generation, the other is an accuracy regression in a DeepSeek model after upgrade; not the same issue." + "reason": "Different concrete problems: weight tying in Mistral3 vs an accuracy regression after a version upgrade." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Both involve multimodal/model-loading internals, but one is a flash_attention.py crash on sink-less models and the other is composite config unwrapping; different fixes." + "reason": "One is a processor-tokenizer regression; the other is offloading behavior with quantization." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding crash and empty-list chat template crash are unrelated parser/utility bugs." + "reason": "Different text-processing failures: Whisper timestamp decoding vs `apply_chat_template` on an empty list." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Different missing-attribute failures in different subsystems; no shared underlying bug." - }, - { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Processor/tokenizer regression versus quantization offloading behavior; same broad training stack, different problem." + "reason": "Both are missing-attribute errors, but they affect different configs and different missing fields (`pad_token_idx` vs `window_size`)." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting on failed training jobs are unrelated." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "Both are model-loading regressions, but one is a missing config attribute and the other is a meta-device loading breakage; too different to merge." + "reason": "Completely unrelated: Flash Attention 2 test failures vs MLflow reporting after training job failure." }, { "left": "issue:28370", "right": "issue:34689", "accept": false, - "reason": "A missing vocab_file attribute for custom SentencePiece models is not the same bug as Llama 3.2 Vision model loading breakage." - }, - { - "left": "issue:45406", - "right": "issue:46121", - "accept": false, - "reason": "Processor/_tokenizer crash versus rope validation type handling; unrelated mechanisms." + "reason": "Both are loading-related, but one is a missing `vocab_file` on custom SentencePiece models and the other is a specific Llama 3.2 Vision loading regression." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe and Gemma4 text-only token-type defaults are different model behaviors." + "reason": "Different multimodal issues: video-input processing in Qwen3OmniMoe vs a Gemma 4 token-type-id defaulting problem." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both are multimodal processor issues, but one is an API regression and the other is an image size mismatch; not the same bug." + "reason": "Both involve processors, but the bugs are different: tokenizer access regression vs OmDet-Turbo producing the wrong image size." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device placement mismatch in Gemma4 forward versus return_tensors being ignored when text_kwargs is passed; different failure modes." - }, - { - "left": "issue:44186", - "right": "issue:46192", - "accept": false, - "reason": "Tokenizer batching/padding crash versus keyword-argument precedence bug; no duplicate evidence." + "reason": "Different bugs: Gemma4 device placement mismatch vs return_tensors being ignored when text kwargs are passed." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Both are import errors, but they concern different symbols, models, and likely different import paths." + "reason": "Unrelated failures: missing `_tokenizer` on Gemma4Processor vs rope-parameter validation type handling." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to gradient growth under ZeRO-3." + "reason": "Both are tokenizer/input-preprocessing issues, but they target different APIs and failure modes." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape mismatch and tensor-parallel OOM during model load are separate issues." + "reason": "Different areas: batched video processor shape bug vs tensor-parallel loading OOM." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Both mention missing pad_token_id, but they are different model configs and the reports do not show the same concrete code path." + "reason": "Both are ImportErrors, but they concern different symbols and different model families." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "A flash_attn key lookup problem on Python 3.13 is unrelated to the tensorflow_text backend mapping error." + "reason": "Different training/runtime problems: torch.compile + SDPA failure vs gradient blow-up under ZeRO-3." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 token-type defaulting and Gemma4 PLE device placement are separate bugs in different parts of the model." + "reason": "Same model family, but separate bugs: missing text-only token-type defaults vs device-map forward mismatch." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to the Qwen2.5 VL import error." + "reason": "Both are backend/import mapping issues, but they are for different backends and different error paths." }, { - "left": "issue:27957", - "right": "issue:28370", - "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and missing vocab_file for custom SentencePiece models are different feature/loader problems." + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Strong match: both report the same missing `pad_token_id` attribute on newly introduced config classes, likely one shared regression in config plumbing." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:27957", + "right": "issue:28370", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as SigLIP2 HF-vs-JAX discrepancy." + "reason": "Both mention model loading/utilities, but XLM-R Flash Attention 2 and missing `vocab_file` are different bugs." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to the return_tensors precedence bug." + "reason": "Unrelated: FineGrainedFP8Config failure for Qwen3Moe vs a Qwen2.5-VL import error." }, { - "left": "issue:42490", + "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." - }, - { - "left": "issue:29870", - "right": "issue:29942", - "accept": false, - "reason": "BART generation UnboundLocalError and failing Flash Attention 2 tests are not the same code-path." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "An import error for a missing class and a detokenization regression are unrelated issues." + "reason": "Different problems: processor/tokenizer regression vs SigLIP2 implementation discrepancy against JAX." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence, and the single accepted soft pair is the only one with a clearly shared failure mode (`pad_token_id` missing on config objects). The rejections are appropriately cautious given only titles/body snippets. " + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9676,23 +9747,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:28218", + "issue:29870", + "issue:29942", "issue:35141", "issue:37428", - "issue:41720", + "issue:39692", + "issue:42490", "issue:43262", "issue:43278", "issue:43335", "issue:43425", "issue:43450", "issue:43452", + "issue:43493", "issue:43550", - "issue:43606", "issue:43611", "issue:43653", "issue:43819", + "issue:43824", "issue:43856", "issue:43950", "issue:43975", @@ -9704,10 +9779,8 @@ "issue:44561", "issue:44610", "issue:44737", - "issue:44843", "issue:44857", "issue:44898", - "issue:45083", "issue:45127", "issue:45198", "issue:45200", @@ -9723,236 +9796,220 @@ "issue:46512", "issue:46894", "issue:46899", - "issue:46932", - "issue:47405", - "issue:47427" + "issue:47405" ], "soft_pairs": [ + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:29870|issue:29942", + "issue:43824|issue:43975", "issue:43278|issue:43856", - "issue:43975|issue:45520", "issue:43262|issue:43450", + "issue:43975|issue:45520", "issue:28218|issue:35141", "issue:44521|issue:45290", - "issue:44737|issue:46894", "issue:43653|issue:44112", "issue:43950|issue:46285", - "issue:43452|issue:46512", + "issue:44737|issue:46894", "issue:44442|issue:45198", - "issue:44466|issue:45127", - "issue:44561|issue:46234", + "issue:43452|issue:46512", "issue:44479|issue:46192", "issue:43819|issue:44112", - "issue:45200|issue:45325", - "issue:45381|issue:46209", + "issue:44561|issue:46234", + "issue:44466|issue:45127", "issue:43335|issue:43550", + "issue:45381|issue:46209", + "issue:45200|issue:45325", "issue:43611|issue:47405", "issue:44898|issue:45412", "issue:45200|issue:46899", "issue:44610|issue:44857", - "issue:37428|issue:43425", - "issue:44843|issue:47427", - "issue:45200|issue:46932", - "issue:43819|issue:45083", - "issue:43335|issue:43653", - "issue:43606|issue:45083", - "issue:41720|issue:46209" + "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "f05fb8a5d2cd7c8105abe78ef82be69bec2d6a4970ed4a7e2e213c38e7a30578", + "prepared_review_unit_hash": "98bd2ce2cf394c2c288c4029461e0a0c475744a2329548901306172440635aa2", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36620, - "estimated_input_tokens": 9155, - "estimated_eval_tokens": 18566 + "soft_pair_count": 26, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs span unrelated tokenizer, multimodal, model-loading, dtype, and CI/device issues. I would not merge any pair as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is a grab bag of unrelated Transformers bug reports rather than a duplicate set. None of the soft-pair candidates look like the same underlying bug or change, so I rejected all of them.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #44521 is the best representative of the cluster only in a loose triage sense: it is active, has multiple inbound references, and sits in the broad chat-template/multimodal area that overlaps the only near-neighbor pair here.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#44521 has the strongest overall triage signal among these heterogeneous issues (open, discussed, and referenced), making it the most plausible anchor issue even though the set is not truly duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Different bugs: embedding dtype drift during evaluate vs Qwen3 MoE training memory usage." + "reason": "Different bugs: local-model path trailing-slash import warning vs SigLIP2 HF/JAX implementation discrepancy." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "One is a SigLIP2 docs/example bug; the other is a generic processor kwarg/return_tensors regression." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate decoder_attention_mask UnboundLocalError is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import error and DeepSeek detokenization regression affect different code paths and models." + }, + { + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Different failure modes: detokenization regression in v5 vs missing flash_attn import key on Python 3.13." + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory usage during training." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Different processors and symptoms: audio chat-template sampling rate vs batched video shape mismatch." + "reason": "Audio chat-template sampling-rate default and batched video shape bug are different multimodal processor issues." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug is unrelated to Python 3.13 flash_attn import utilities failure." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to embedding reinit after resize." + "reason": "Tokenizer extra-space behavior after added tokens is not the same as output-embedding reinitialization on resize." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templates, but one is multimodal assistant masks and the other is tool-call tokenization crash; not the same bug." - }, - { - "left": "issue:44737", - "right": "issue:46894", - "accept": false, - "reason": "XLNet CPU arange bug is unrelated to CohereASR training-loss double-shift." + "reason": "Both involve chat templates, but one is multimodal assistant-mask handling and the other is tool-call/no-content tokenization crash." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to a stale GraniteSpeech CI test." + "reason": "BigBird special-token registration and GraniteSpeech CI device-override flakiness are unrelated." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to CLIP text-model structure inconsistency." + "reason": "Non-persistent buffer corruption on from_pretrained is a different regression from CLIP text-model structural inconsistency." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "gguf_file loading failure is unrelated to from_config(dtype=...) leaving config.dtype stale." + "reason": "XLNet CPU arange/device placement bug is unrelated to CohereASR training-loss double-shift." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer-related, but they affect different model families and different code paths (AutoTokenizer load vs save_pretrained/tokenization)." - }, - { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to LoRA merge collapse with extended vocabulary." + "reason": "FastSpeech2Conformer AutoTokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are different model/tokenizer bugs." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to a missing import_utils availability helper." + "reason": "gguf_file/from_pretrained loading issue is not the same as from_config(dtype=...) leaving config.dtype stale." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Video input regression in specific models is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Qwen video-input regression and return_tensors being ignored with text_kwargs are different API failures." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC from_latents mismatch is unrelated to a stale GraniteSpeech CI test." + "reason": "DAC latent/forward mismatch and GraniteSpeech stale device override test are unrelated." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting issue is unrelated to Qwen2.5-VL rope index scaling for still images." + "reason": "Both mention import utilities, but they concern different missing helpers and different compatibility breaks." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." + "reason": "lm_head serialization inconsistency with device/tied weights is not the same as LoRA merge collapse with extended vocab." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Bamba SDPA torch.compile failure." + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile SDPA failure touch different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids regression and FP8 inference failure on B200 are unrelated issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Missing default mm_token_type_ids for text-only fine-tuning is different from Qwen2.5-VL rope/temporal position scaling." }, { "left": "issue:43611", "right": "issue:47405", "accept": false, - "reason": "base_model_prefix loading regression is unrelated to silent model_type mismatch conversion skipping." + "reason": "Base_model_prefix loading break and silent model_type mismatch conversion skip are distinct loading/dispatch regressions." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default resolution failure is unrelated to RT-DETR memory not being released." + "reason": "Perceiver interpolation failure at non-default resolution is unrelated to RT-DETR memory not being released." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4, but one is mm_token_type_ids defaults and the other is unsafe dtype casting in quantized embedders; different bugs." + "reason": "mm_token_type_ids defaulting and Gemma4 4-bit dtype-cast corruption are different multimodal processing bugs." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor size mismatch is unrelated to LwDetrImageLoss float16 AMP crash." + "reason": "OmDet-Turbo resolution mismatch and LwDetrImageLoss AMP crash are different failure modes." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing internal flash-attention import is unrelated to Torch 2.10 compatibility." - }, - { - "left": "issue:44843", - "right": "issue:47427", - "accept": false, - "reason": "HF_HUB_OFFLINE tokenizer patch issue is unrelated to per-param _is_hf_initialized init skipping on non-CUDA hardware." - }, - { - "left": "issue:45200", - "right": "issue:46932", - "accept": false, - "reason": "Both mention Gemma4 multimodal paths, but the bugs differ: text-only mm_token_type_ids defaults vs quantized vision/audio embedder dtype casting." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "DAC latent decoding mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token decode are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:45083", - "accept": false, - "reason": "CPU-offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:41720", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to FP8 inference on B200." + "reason": "Missing flash_supports_window_size import and Torch 2.10 incompatibility are separate environment/version issues." } ] }, @@ -9974,21 +10031,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:28282", "issue:29942", "issue:32090", "issue:33357", - "issue:37428", "issue:38175", + "issue:41720", "issue:42490", "issue:43335", - "issue:43388", "issue:43504", - "issue:43526", + "issue:43525", "issue:43550", "issue:43606", + "issue:43653", "issue:43819", "issue:43827", "issue:43854", @@ -9996,25 +10053,22 @@ "issue:44112", "issue:44206", "issue:44292", - "issue:44351", - "issue:44448", "issue:44493", "issue:44617", - "issue:44743", "issue:44792", + "issue:44843", "issue:44855", "issue:44857", "issue:45083", + "issue:45200", "issue:45412", "issue:45520", "issue:45563", "issue:45584", - "issue:45588", "issue:45593", "issue:45759", - "issue:45823", - "issue:45859", "issue:45923", + "issue:46209", "issue:46285", "issue:46424", "issue:46431", @@ -10023,234 +10077,238 @@ "issue:46697", "issue:46821", "issue:46858", - "issue:47405" + "issue:46932", + "issue:47405", + "issue:47427", + "issue:47436" ], "soft_pairs": [ - "issue:44792|issue:45563", + "issue:45200|issue:46932", + "issue:44843|issue:47427", + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:43606|issue:45083", + "issue:41720|issue:46209", + "issue:43525|issue:47436", "issue:44857|issue:45593", + "issue:44792|issue:45563", + "issue:28282|issue:33357", "issue:46512|issue:46821", "issue:43335|issue:43504", - "issue:28282|issue:33357", "issue:43550|issue:44112", - "issue:45759|issue:46285", "issue:45923|issue:47405", "issue:38175|issue:45412", + "issue:45759|issue:46285", "issue:43827|issue:43901", - "issue:44206|issue:45584", "issue:29942|issue:32090", + "issue:44206|issue:45584", "issue:46431|issue:46566", "issue:44855|issue:45083", "issue:43335|issue:43606", - "issue:46424|issue:46858", - "issue:43335|issue:44112", "issue:44617|issue:46697", - "issue:44292|issue:45520", + "issue:43335|issue:44112", "issue:42490|issue:43854", - "issue:43335|issue:45083", - "issue:43388|issue:43526", "issue:43819|issue:44493", - "issue:45588|issue:45859", - "issue:44206|issue:45823", - "issue:37428|issue:44351", - "issue:43606|issue:44857", - "issue:44448|issue:44743" + "issue:46424|issue:46858", + "issue:44292|issue:45520", + "issue:43335|issue:45083" ], - "prepared_review_unit_hash": "9b8dce9b6000fdb068f38516ddceba8f6641d667d5583668e4411e4aaf2a9eda", + "prepared_review_unit_hash": "14e7e60b1a7e3f8d7de859fbbdff1be99c931c015ee199081f99c8293060ca7a", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36447, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "soft_pair_count": 29, + "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": "These items are mostly unrelated issues across different subsystems (imports, model-specific bugs, docs, cache, CPU offload, etc.). I do not see any pair that is clearly the same underlying bug or fix, so all soft edges should be rejected. The best representative issue is the flash-attention crash report because it is concrete, well-scoped, and has the strongest discussion signal.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45588 is a concrete code-path failure in `integrations/flash_attention.py`, clearly described, and has strong discussion activity, making it the most representative single bug report here.", + "summary": "The pairwise candidates are mostly superficially similar but describe different bugs, models, or code paths. I would reject all soft edges and avoid collapsing this cluster into a duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #44843 is the clearest, most concrete bug report in the set: it names a specific failing code path, has an explicit offline-mode trigger, and is easier to use as a representative anchor than the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45588 is the strongest standalone bug report in the set: specific crash, actionable scope, and higher discussion than the others.", + "best_issue_reason": "Issue #44843 is the strongest issue candidate overall because it is narrowly scoped, reproducible, and has a clear root-cause hypothesis; the rest are too heterogeneous to serve as better duplicates anchors.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Both are generation-related, but one is a Janus image test failure and the other is a paged-generate warning; different bugs and code paths." + "reason": "Different bugs: Gemma text-only token-type defaults vs quantized vision/audio dtype casting." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44843", + "right": "issue:47427", "accept": false, - "reason": "Different models and failures: AMP/CUDA image loss crash vs auxiliary-loss behavior when denoising is off." + "reason": "One is offline hub lookup behavior; the other is initialization skipping on non-CUDA hardware." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Unrelated issues in different areas: stale `config.dtype` vs `window_size` attribute handling in TimesFM 2.5." + "reason": "Different model families and different failures: DAC latent reconstruction vs qwen3_omni_moe length helper." }, { "left": "issue:43335", - "right": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Different model families and distinct loading/config bugs; no shared underlying fix." + "reason": "Unrelated tokenizer special-token registration issue versus SwitchTransformers sparse-layer config bug." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to a MacOS bus error in a CLIP model." + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length arithmetic." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "One is a Bamba SDPA/torch.compile model bug; the other is a stale CI test override in GraniteSpeech." + "reason": "Both are hardware-related inference failures, but on different models, GPUs, and likely different code paths." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:43525", + "right": "issue:47436", "accept": false, - "reason": "Both mention model structure, but one is multimodal `text_config` unwrapping and the other is CLIP text-model API inconsistency." + "reason": "Both mention missing config fields, but they are different config classes and different absent attributes." }, { - "left": "issue:45923", - "right": "issue:47405", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Missing `supports_gradient_checkpointing` on a trust-remote-code variant is unrelated to silent conversion skipping on model_type mismatch." + "reason": "Different model components: float16 CUDA loss crash versus missing auxiliary losses when denoising is off." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "A SIGLIP2 probability anomaly and RT-DETR memory-release behavior are different bugs." + "reason": "Image-generation test failure and stale generate warning are distinct behaviors." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline deprecations and different stale API references." + "reason": "PyTorch import failure is unrelated to a MacOS bus error loading a CLIP model." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Different failures: unsupported `center` arg in a feature extractor vs Whisper empty-transcription generation after token alignment." + "reason": "Stale dtype metadata and TimesFM window_size AttributeError are separate config/constructor bugs." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are separate problems." + "reason": "Different models and failures: sparse encoder-layer creation versus BEiT legacy field loading." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "A missing chat template error is unrelated to DiffusionGemma weights staying on `meta` with `device_map=\"auto\"`." + "reason": "torch.compile/SDPA failure is not the same as a stale GraniteSpeech CI test." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:45923", + "right": "issue:47405", "accept": false, - "reason": "Python 3.13 import/torch.jit parsing issue vs a feature-extractor length helper bug in qwen3_omni_moe." + "reason": "Missing gradient-checkpointing flag is unrelated to silent wrong-auto-class checkpoint loading." }, { - "left": "issue:43335", - "right": "issue:43606", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Different model/config regressions: sparse-layer construction vs CPU-offload device mismatch." + "reason": "Unexpected probabilities and RT-DETR memory leaks are unrelated issues." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Both involve cache internals, but one is about `max_cache_length` semantics and the other about `get_seq_length()` returning a device tensor." + "reason": "Multimodal text_config unwrapping and CLIP structure inconsistency are different API regressions." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "A SwitchTransformers config bug and a GraniteSpeech CI test issue are not the same change." + "reason": "Both are docs regressions, but they affect different pages and different deprecated pipeline behaviors." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." + "reason": "Flash Attention 2 test failures and _gpu_broadcast_one TypeError are unrelated." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and a Python 3.13 `flash_attn` import KeyError are different failure modes." + "reason": "Unsupported processor arg and empty-transcription generation failure are different code paths." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Local-path import warning and unit-test model-loading failure are not the same bug." + "reason": "Missing chat template on a processor is unrelated to weights remaining on meta with auto device mapping." }, { - "left": "issue:43335", + "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe length helper behavior are unrelated." + "reason": "Python 3.13 import parsing failure is not the same as qwen3_omni_moe feature-length logic." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43335", + "right": "issue:43606", "accept": false, - "reason": "Both mention labels, but one drops tuple elements in metric gathering while the other returns only one label in an image processor." + "reason": "SwitchTransformers sparse-layer config and Bark CPU offload mismatch are unrelated." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to unexpected position-id keys in model loading." + "reason": "CUDA OOM in Sam3Video is not the same bug as Swin2SR over-padding." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "One is a flash-attention integration crash on `s_aux=None`; the other is CPU-offload incompatibility in Qwen3_5 rotary embedding." + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are different issues." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Unsupported `center` argument and PLE device mismatch are different regression classes." + "reason": "DAC latent mismatch and unexpected position-id key warnings do not share a concrete code path." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Missing `_flash_supports_window_size` and missing `HybridCache` are distinct import errors." + "reason": "Cache max length handling and static-cache slice arithmetic on non-CUDA backends are distinct cache bugs." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "CPU offload device mismatch and float16 AMP loss crash are different bugs." + "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import KeyError are unrelated." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Pegasus v4/v5 output difference and Qwen recurrent-state reset are unrelated model behavior issues." + "reason": "Different models and mechanics: sparse-layer creation versus helper-length computation." } ] }, @@ -10272,7 +10330,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:10000", "issue:15354", @@ -10280,7 +10338,6 @@ "issue:26413", "issue:27957", "issue:29127", - "issue:29870", "issue:29942", "issue:31501", "issue:32090", @@ -10294,41 +10351,48 @@ "issue:42490", "issue:43278", "issue:43329", + "issue:43388", "issue:43526", "issue:43550", "issue:43575", + "issue:43606", "issue:43701", "issue:43720", "issue:43825", "issue:44112", - "issue:44360", + "issue:44206", + "issue:44351", "issue:44448", "issue:44493", "issue:44514", "issue:44521", - "issue:44561", + "issue:44743", "issue:44779", "issue:44857", "issue:45072", "issue:45083", - "issue:45127", - "issue:45245", "issue:45290", "issue:45310", - "issue:45381", - "issue:45459", "issue:45478", + "issue:45588", "issue:45593", - "issue:46234", + "issue:45823", + "issue:45859", "issue:46326", "issue:47000" ], "soft_pairs": [ + "issue:43388|issue:43526", + "issue:45588|issue:45859", + "issue:37428|issue:44351", + "issue:43606|issue:44857", + "issue:44206|issue:45823", "issue:39692|issue:44493", + "issue:44448|issue:44743", "issue:39692|issue:43526", "issue:10000|issue:15354", - "issue:45290|issue:46326", "issue:34689|issue:35141", + "issue:45290|issue:46326", "issue:44514|issue:44521", "issue:43720|issue:44112", "issue:43701|issue:45083", @@ -10336,232 +10400,233 @@ "issue:29127|issue:32090", "issue:44448|issue:44779", "issue:43550|issue:45083", - "issue:43278|issue:43825", "issue:32090|issue:33357", "issue:38175|issue:44493", "issue:42490|issue:43575", + "issue:43278|issue:43825", "issue:37428|issue:42175", - "issue:45310|issue:45478", - "issue:45459|issue:46234", "issue:43278|issue:43329", "issue:25251|issue:32090", - "issue:26413|issue:31501", - "issue:45593|issue:47000", "issue:27957|issue:34689", - "issue:45127|issue:45245", + "issue:45310|issue:45478", "issue:29942|issue:35141", - "issue:44360|issue:44561", - "issue:29870|issue:32090", - "issue:45290|issue:45381" + "issue:45593|issue:47000", + "issue:26413|issue:31501" ], - "prepared_review_unit_hash": "b4690a6ec69bccf1a205f42e184402e88414cb9a2e17a600024a5b7f279d8759", + "prepared_review_unit_hash": "dc6c6b7de5bd55e981950942a644e9d761208add701b82d4da7416ec4b971c9d", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36538, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "soft_pair_count": 30, + "serialized_chars": 36816, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports; the only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained regression reports. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45310 is the earlier, more established report for the same transformers>=5.4.0 Qwen3.5 MoE from_pretrained failure, with an inbound reference and the same failure description as issue:45478.", + "summary": "These items are mostly unrelated single-issue reports across different models/code paths. The only clear duplicate soft edge is the pair of identical Qwen3.5 Moe `from_pretrained` regression reports; all other soft pairs should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the earliest clear report of the Qwen3.5 Moe `from_pretrained` regression, and issue:45478 is an almost exact duplicate with the same title and failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue for the one true duplicate pair because it is the earliest thread and captures the underlying regression cleanly.", + "best_issue_reason": "issue:45310 is the strongest issue representative because it has the same concrete regression as issue:45478 and appears to be the original report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention label handling, but they hit different functions and different bugs (`gather_for_metrics` truncation vs `reduce_labels` returning one label)." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different failure sites and code paths: flash-attention integration on `s_aux=None` vs Qwen3.5 Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "These are separate import errors for different symbols (`_flash_supports_window_size` vs `HybridCache`) and do not describe the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Completely different models and symptoms: CPU-offload device mismatch in Bark vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "One is a bad argument in `LasrFeatureExtractor`, the other is a device-mapping mismatch in Gemma4 PLE forward; not the same issue." + }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Different bugs: SigLIP2 docs/example errors vs a position-id warning/regression affecting many models." + "reason": "Docs example/model-processor mismatch and quantization failure is unrelated to unexpected `position_id` key behavior across many models." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both involve model behavior changes, but the concrete bugs are different: Pegasus output drift vs Qwen recurrent state reset with cache." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Different model/components and different symptom: documentation example issues vs BEiT image processor reduce_labels behavior." + "reason": "A SigLIP2 documentation-example problem is unrelated to `BeitImageProcessorFast.reduce_labels` returning only one label." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Unrelated models and failures: DistilBERT German issue vs TorchScript GeneratorExp export failure on ViT." + "reason": "Different models, different stacks, and different failures: German DistilBertModel issue vs torch.jit GeneratorExp export error for ViT." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Both touch chat templating, but they are different code paths and symptoms: tool-call crash vs continue_final_message behavior for mistral_common tokenizers." + "reason": "Llama 3.2 Vision load regression and token-embedding reinitialization are different bugs with different triggers." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Different problems: model loading regression for Llama 3.2 Vision vs embedding reinitialization after resize with untied word embeddings." + "reason": "Both touch chat templating, but one crashes on tool-call assistant messages and the other concerns `continue_final_message` for mistral_common tokenizers; not the same concrete bug." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same subsystem, but not the same bug: batching/padding crash vs all-zero assistant masks." + "reason": "Both are `apply_chat_template` issues, but one is a batching/padding crash and the other is incorrect all-zero assistant masks for multimodal inputs." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Completely different issues: BitNet packed-weight loading vs a GraniteSpeech CI test/device override failure." + "reason": "Different areas entirely: BitNet packed-weight loading vs a stale GraniteSpeech CI test failure." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Different features and failures: resume_from_checkpoint key mismatch vs qwen3_omni_moe feature-length helper behavior." + "reason": "Resume-from-checkpoint key mismatch is unrelated to `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different models and code paths and do not look like one underlying defect." + "reason": "Both are dtype-related, but they affect different models/code paths and different precisions (`float16` AMP crash vs `bfloat16` inference mismatch)." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different domains: LayoutLMv3 box validation messaging vs Trainer GPU broadcast NoneType handling." + "reason": "One is a clearer `layoutlmv3` error-message issue; the other is a Trainer broadcast `NoneType` TypeError. Different bugs." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is Pegasus generation output drift and the other is Deepseek tokenizer correctness; too broad to be the same bug." + "reason": "Different model families and symptoms: Pegasus output changes vs Deepseek tokenizer regression in v5." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Different model/code-path failures: torch.compile with SDPA on Bamba vs a qwen3_omni_moe helper-function issue." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Unrelated: embedding dtype mismatch during eval vs an incorrect pipeline translation support error message." + "reason": "`torch.compile` + SDPA failure in Bamba is unrelated to a feature-extractor length helper bug in qwen3_omni_moe." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different runtime failures: Trainer _gpu_broadcast_one NoneType error vs MacOS bus error with a CLIP community model." + "reason": "A Trainer `_gpu_broadcast_one` TypeError and a MacOS bus error with a community CLIP model are not the same failure." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and models: SigLIP2 zero probabilities vs unexpected position-id key warnings." + "reason": "SigLIP2 zero probabilities and unexpected `position_id` keys are distinct symptoms with no clear shared code path." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Different issues: import warning on local path ending with slash vs OOM when loading Qwen2-57B-A14B-Instruct with tensor parallelism." + "reason": "Local-path import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Different packaging/import problems: missing flash-attention helper import vs tensorflow not included in the torch extra backend install." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact duplicate reports of the same transformers>=5.4.0 Qwen3.5 MoE from_pretrained error." + "reason": "Embedding dtype drift during eval and a pipeline translation-deprecation warning are unrelated." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Different import-related bugs: protobuf tokenizer error masking vs missing is_falcon_mamba_ssm_available utility." + "reason": "A missing flash-attention helper import is unrelated to TensorFlow not being installed in the `.[torch]` extra." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Different failures: evaluation dtype drift vs undefined video-branch variables in multimodal token counting." + "reason": "One concerns dtype changes in embeddings; the other is an undefined-variable bug in multimodal token counting. Different code paths." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Different functionality: pipeline top_k output shape change vs Trainer broadcast type error." - }, - { - "left": "issue:26413", - "right": "issue:31501", - "accept": false, - "reason": "Not the same bug: one is a resume_from_checkpoint epoch_iterator failure, the other a training-start issue for FineWeb SLM." - }, - { - "left": "issue:45593", - "right": "issue:47000", - "accept": false, - "reason": "Both concern detection losses, but they are distinct failures in different models and loss code paths." + "reason": "Pipeline `top_k` nesting behavior and Trainer broadcast errors are unrelated." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Different model families and failures: Flash Attention 2 support on XLMRoberta vs Llama 3.2 Vision model loading regression." + "reason": "Both are model/version regressions, but they affect different models and failure modes; no evidence they are the same bug." }, { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "No shared underlying bug: LoRA/vocab merging collapse vs category-count limit runtime error." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, same `transformers>=5.4.0` / Qwen3.5 Moe `from_pretrained` regression; clear duplicate." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Different issues: Flash Attention 2 test failures vs embedding reinitialization after resizing tokens." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "Completely unrelated: DSA indexer ReLU discussion vs removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Flash Attention 2 test failures and token-embedding reinitialization are separate issues." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "Different code paths and symptoms: BART generate decoder_attention_mask bug vs Trainer broadcast NoneType error." + "reason": "D-FINE auxiliary-loss behavior and RTDetrLoss infeasible cost-matrix crashes are different detection-training bugs." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Both involve Qwen2.5-VL chat/template handling, but one crashes on assistant tool-call messages while the other concerns video input position ids." + "reason": "Checkpoint-resume epoch-iterator failure and FineWeb training not starting are not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Accepted. The summary is well grounded in the packet: issue:45310 and issue:45478 are an exact title match, with 45310 earlier and having an inbound reference, so treating it as the canonical issue is reasonable. The remaining pairwise judgments are conservative and stay within the evidence available from titles/metadata. No PRs are present." + "feedback": "The summary is well grounded in the packet. The duplicate call on issue:45310/45478 is conservative and supported by identical titles plus the earlier creation date. The other soft-edge rejects stay cautious and do not overclaim sameness from superficial similarity alone." }, "evaluator_used": true, "retried": false, @@ -10580,10 +10645,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ - "issue:23647", - "issue:29127", "issue:29870", "issue:29925", "issue:29942", @@ -10591,7 +10654,6 @@ "issue:32090", "issue:33290", "issue:33357", - "issue:34567", "issue:34689", "issue:39692", "issue:40444", @@ -10601,269 +10663,272 @@ "issue:43299", "issue:43381", "issue:43526", - "issue:43575", - "issue:43701", "issue:43873", "issue:43927", "issue:44186", - "issue:44361", + "issue:44360", "issue:44448", "issue:44464", "issue:44466", "issue:44530", "issue:44561", + "issue:44589", "issue:44779", "issue:44855", "issue:44871", "issue:44977", + "issue:45127", "issue:45198", "issue:45229", + "issue:45245", "issue:45290", + "issue:45381", + "issue:45459", "issue:45588", "issue:45698", "issue:45823", "issue:45920", "issue:46192", + "issue:46234", "issue:46399", - "issue:46421", "issue:46424", "issue:46655", - "issue:46858", - "issue:47276" + "issue:47276", + "issue:47436" ], "soft_pairs": [ - "issue:44464|issue:46424", + "issue:45459|issue:46234", + "issue:45127|issue:45245", + "issue:29870|issue:32090", + "issue:44360|issue:44561", "issue:44448|issue:44977", + "issue:45290|issue:45381", "issue:40444|issue:43526", "issue:32090|issue:33290", - "issue:44530|issue:47276", "issue:29870|issue:33290", + "issue:44464|issue:46424", + "issue:44589|issue:47436", + "issue:44530|issue:47276", "issue:43278|issue:43381", "issue:44855|issue:46399", - "issue:45920|issue:46192", - "issue:43257|issue:43299", - "issue:44977|issue:45229", "issue:29925|issue:34689", - "issue:43927|issue:45698", "issue:42490|issue:43873", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:43927|issue:45698", + "issue:43257|issue:43299", "issue:45290|issue:46655", - "issue:44561|issue:44779", - "issue:44186|issue:45198", + "issue:29942|issue:30064", "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:44561|issue:44779", "issue:43873|issue:45229", - "issue:29942|issue:30064", "issue:45588|issue:45823", "issue:44871|issue:44977", - "issue:44448|issue:44466", - "issue:23647|issue:29870", - "issue:43381|issue:43701", - "issue:44361|issue:45198", - "issue:46421|issue:46858", - "issue:29127|issue:34567", - "issue:43278|issue:43575" + "issue:44448|issue:44466" ], - "prepared_review_unit_hash": "ec314aab0fc050427a4d2218a15160f8db8699cec521ddeef38bea9219660932", + "prepared_review_unit_hash": "ac0a0cfea80a7cd727242a53ef0df49e5ec6b0247630a606949c72f36b585404", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36497, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "serialized_chars": 36547, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: the soft pairs mostly connect unrelated bugs/regressions that only share broad subsystem vocabulary (tokenizers, cache, generation, eval, etc.), so I would not collapse them into duplicates.", + "summary": "The candidate pairs are mostly unrelated issue reports across different models, subsystems, and failure modes. I would not merge any of the soft-edge pairs; if a single issue must represent the set, the broadest/high-signal regression is the AutoTokenizer v5 regression report.", "confidence": 0.88, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:45920 is the strongest representative bug report here: it describes a broad v5 regression affecting multiple models, has multiple inbound references, and a clear concrete symptom (wrong token IDs).", "canonical_pr_reason": null, - "best_issue_reason": "issue 45920 is the strongest standalone representative: it is a broad, well-scoped v5 tokenizer regression affecting multiple models and has the clearest cross-model impact.", + "best_issue_reason": "issue:45920 is the best issue to keep as a canonical anchor because it is broad, well-scoped, and impacts multiple downstream users/models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf decode-error masking and a missing import_utils symbol are different failure classes with no shared code path." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge / extended-vocab collapse is unrelated to the 2^24 categories limit error." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() UnboundLocalError and Trainer _gpu_broadcast_one NoneType handling are separate bugs in different paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Chunked generation/compiled forward recompilation is a different bug from max_cache_length only being honored for quantized cache." + "reason": "DSA indexer ReLU discussion and trust_remote_code breakage from removing is_torch_fx_available are unrelated." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes: Pegasus v4/v5 output mismatch vs Qwen3.5 flash-attention generation breakage." + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are different model/regression reports." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crashes and Qwen2.5-VL video vision_position_ids issues do not share the same code path." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset with multiple images per prompt is unrelated to BeitImageProcessorFast reduce_labels returning only one label." + "reason": "Multi-image iterable finetuning failure and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to the deepspeed+adafactor OOM report." + "reason": "A NoneType broadcast crash in Trainer is not the same issue as an Adafactor+deepspeed OOM." }, { - "left": "issue:44530", - "right": "issue:47276", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "PagedAttentionCache crash on linear_attention is a concrete runtime bug; the synced_gpus item is only a misleading warning." + "reason": "The BART generate() assignment bug is unrelated to the deepspeed optimizer memory blowup." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "BART generate decoder_attention_mask UnboundLocalError is unrelated to optimizer memory blowup in deepspeed." + "reason": "Chunked generation inconsistencies with compiled forward and cache max length handling are separate cache/generation issues." + }, + { + "left": "issue:44589", + "right": "issue:47436", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen2.5OmniConfig missing max_position_embeddings are unrelated load-time errors." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache invalid group type and a misleading synced_gpus warning are different batching/caching problems." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode dtype drift is a different problem from gradient checkpointing being disallowed in eval mode." + "reason": "Embedding dtype drift in eval and gradient checkpointing disallowed in eval mode are not the same bug." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorators, but one is a Python 3.13 parsing error and the other is a missing-decorator registration bug in Qwen3.5 kernels." + "reason": "Python 3.13 JIT parsing/IndentationError and a missing Qwen3.5 kernel decorator are unrelated." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:29925", + "right": "issue:34689", "accept": false, - "reason": "Tokenizer regression producing wrong IDs is not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "SigLIP tokenizer fast-mode enforcement and Llama 3.2 vision model loading breakage are separate problems." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Accelerate+deepspeed MOE weight conversion failure is distinct from a v5 model-loading regression for Qwen3VL MoE." + "reason": "Trailing-slash local model import warnings and quantization offloading failures do not match." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are different bugs with different code paths." + "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU CUDA OOM are different issues." }, { - "left": "issue:29925", - "right": "issue:34689", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "SigLIP tokenizer fast-mode enforcement is unrelated to Llama 3.2 Vision model loading breakage." + "reason": "Wrong token IDs in AutoTokenizer and return_tensors being ignored are distinct tokenizer API regressions." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Custom token IDs lost on save/load is a different issue from loading the wrong custom module after save_pretrained." + "reason": "DiaConfig losing custom token IDs and loading the wrong custom module after save_pretrained are different serialization bugs." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Trailing-slash import warning and quantization offloading misbehavior are unrelated." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and Qwen3VL MOE loading in v5 are related thematically but not the same concrete failure." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat template tool-call crash and video processor padding bug do not share the same underlying code path." + "reason": "Chat template tool-call handling and video processor padding calculation are unrelated." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different test/processor bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code is a different regression from DeepSeek tokenizer incorrect results." + "reason": "MacOS bus error with a CLIP model and SigLIP2 docs example errors are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "LayoutLMv2Tokenizer NER/padding crashes and Wav2Vec2 save/tokenization failures are distinct tokenizer/model issues." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "MacOS bus error on community CLIP loading is not the same as SigLIP2 documentation/model-processor mismatch and quantization example issues." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer regression are unrelated v5 issues." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantized offloading behavior is not the same concrete bug as Gemma4 multi-GPU CUDA OOM." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are different subsystems and symptoms." + "reason": "Quantization offloading problems and Gemma4 multi-GPU OOM are different resource-management failures." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "s_aux=None crash in flash_attention.py is unrelated to Gemma4 PLE device mismatch under device_map='auto'." + "reason": "flash_attention.py s_aux=None crash and Gemma4 device-map mismatch are separate forward-path bugs." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency is a config mismatch; Qwen3.5 flash-attention is a generation/runtime issue." + "reason": "Gemma-3 eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus v4/v5 output differences and lm_head.weight serialization inconsistency are different failure modes." - }, - { - "left": "issue:23647", - "right": "issue:29870", - "accept": false, - "reason": "W&B sweeps custom objective integration has nothing to do with the BART generate UnboundLocalError." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Checkpointing being invalid in eval mode is unrelated to resume_from_checkpoint key mismatch." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save_pretrained/tokenization failure." - }, - { - "left": "issue:46421", - "right": "issue:46858", - "accept": false, - "reason": "Spurious recompilation from lazy cache init is a different bug from get_seq_length returning a device tensor and breaking slice arithmetic." - }, - { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "Poor error clarity in LayoutLMv3 box handling is unrelated to TrainerState.num_input_tokens_seen not updating." - }, - { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "Eval-time dtype drift has no concrete overlap with tensor-parallel OOM while loading Qwen2-57B-A14B-Instruct." + "reason": "Pegasus v4/v5 output differences and serialized lm_head.weight inconsistencies are different regression reports." } ] }, @@ -10885,21 +10950,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ + "issue:23647", "issue:29127", "issue:29870", "issue:33357", + "issue:34567", "issue:34689", "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", + "issue:43278", "issue:43334", "issue:43381", "issue:43412", - "issue:43526", "issue:43531", "issue:43575", "issue:43611", @@ -10911,264 +10978,283 @@ "issue:44077", "issue:44206", "issue:44265", + "issue:44361", "issue:44387", "issue:44442", "issue:44479", "issue:44568", - "issue:44625", "issue:44743", "issue:44977", "issue:45072", "issue:45198", "issue:45229", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45491", "issue:45563", - "issue:45584", "issue:45588", "issue:45803", "issue:46121", + "issue:46421", "issue:46693", - "issue:46701", - "issue:47217", + "issue:46858", "issue:47276" ], "soft_pairs": [ + "issue:23647|issue:29870", + "issue:43381|issue:43701", + "issue:44361|issue:45198", + "issue:43278|issue:43575", + "issue:29127|issue:34567", "issue:41720|issue:45229", + "issue:46421|issue:46858", "issue:44206|issue:44479", "issue:43412|issue:45588", "issue:44265|issue:45198", + "issue:43653|issue:44442", + "issue:43611|issue:46121", "issue:43976|issue:45440", "issue:45198|issue:45803", - "issue:43611|issue:46121", - "issue:43653|issue:44442", - "issue:43334|issue:43531", - "issue:44977|issue:45563", "issue:29870|issue:34689", - "issue:42915|issue:42994", + "issue:44977|issue:45563", "issue:43653|issue:44743", "issue:44077|issue:47276", + "issue:43334|issue:43531", + "issue:42915|issue:42994", + "issue:43065|issue:43994", "issue:43756|issue:45440", "issue:44568|issue:45491", - "issue:43065|issue:43994", "issue:43575|issue:43701", "issue:43575|issue:44387", "issue:42490|issue:43381", - "issue:43994|issue:45412", "issue:29127|issue:33357", + "issue:43994|issue:45412", "issue:43065|issue:45412", "issue:45491|issue:46693", - "issue:45406|issue:46701", "issue:44442|issue:45072", - "issue:45372|issue:45588", - "issue:43526|issue:47217", - "issue:44625|issue:45584" + "issue:45372|issue:45588" ], - "prepared_review_unit_hash": "a8e1632ee386ea2844d92565b04f6a4e9135a0e7825c4671ca8b8624fc9a2c8d", + "prepared_review_unit_hash": "93601e0eeefc7c9d2468e9481424d01ac38a240fd4d7a3b937f65b6500143af7", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36507, - "estimated_input_tokens": 9127, - "estimated_eval_tokens": 18510 + "soft_pair_count": 32, + "serialized_chars": 37386, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the items cover unrelated model-loading, generation, quantization, tokenizer, export, and warning-message bugs. None of the soft pairs look like the same underlying issue or a mergeable duplicate PR pattern, so all candidate merges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the set spans many unrelated bugs across different models and subsystems, so any issue choice would be arbitrary.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated bugs in tokenizers, generation, model loading, quantization, export, cache handling, and model-specific regressions. None of the suggested soft pairs look like the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items describe many unrelated problems across different models and subsystems.", "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No best issue: there is no shared defect theme strong enough to make one issue a good representative for the whole cluster.", + "best_issue_reason": "No global best issue: none of these issues subsumes the others or represents the shared bug for the cluster.", "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:23647", + "right": "issue:29870", "accept": false, - "reason": "Different failures and contexts: Qwen3 auto device mapping CUDA assert vs Gemma4 multi-GPU OOM." + "reason": "Unrelated: Wandb sweeps custom objective vs BART generate() decoder_attention_mask UnboundLocalError." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Unrelated regressions: unsupported `center` arg in LaserFeatureExtractor vs video input regression in Qwen VL models." + "reason": "Different problems: eval-mode gradient checkpointing restriction vs resume_from_checkpoint key mismatch." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Different code paths: Gemma3n ExecuTorch export errors vs flash-attention crashing on `s_aux=None`." + "reason": "Both tokenizer-related, but different models and failures: MLukeTokenizer AttributeError vs Wav2Vec2 save/tokenization issues." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Unrelated areas: `torch.export` failures with `torch_compilable_check` vs Wav2Vec2 save/tokenization failure." + "reason": "Different symptoms and code paths: dtype drift in evaluate vs tensor-parallel loading OOM." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Completely different problems: Python version incompatibility vs DeepseekV3MoE implementation divergence." + "reason": "LayoutLMv3 box-info error is unrelated to TrainerState num_input_tokens_seen not updating." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Different bug classes: Wav2Vec2 save/tokenization failure vs bare `except` swallowing errors in Fuyu batch conversion." + "reason": "Both are inference failures, but one is CUDA assert on Qwen3 auto device map and the other is Gemma4 multi-GPU OOM." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Base model prefix loading regression is unrelated to the RoPE validation TypeError from JSON-loaded lists." + "reason": "Cache-related, but distinct bugs: spurious recompilation with chunked prefill vs device-tensor seq_length breaking slice arithmetic." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Different tokenizers and symptoms: BigBird mask token decode issue vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "Different paths: LasrFeatureExtractor unsupported center arg vs video-input regression in Qwen VL models." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Both involve Qwen models, but one is a missing config attribute on load and the other is a sliding-window behavior issue." + "reason": "Executorch export failure in Gemma3n is unrelated to flash_attention s_aux=None crash." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Generation failure with flash-attention is unrelated to a stale `num_return_sequences` warning." + "reason": "torch.export failure for torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Different models and failures: BART generate() UnboundLocalError vs Llama 3.2 Vision model loading breakage." + "reason": "Tokenizer bugs, but not the same: BigBird special-token registration vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Both mention quantization, but one is FineGrainedFP8 config failure and the other is quantized model saving failure." + "reason": "Different regressions: base_model_prefix loading break vs convert_rope_params_to_dict TypeError on JSON list input." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated: Python version compatibility regression vs DeepSeekV3 native/remote implementation divergence." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different components: Wav2Vec2 save/tokenization failure vs FuyuBatchFeature bare-except swallowing errors." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generation UnboundLocalError is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression vs stale warning in paged generate(); different bug and severity." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token bug is unrelated to Qwen3.5 recurrent-state reset in modular code." + "reason": "BigBird tokenizer special-token issue is unrelated to Qwen3.5 recurrent-state reset in cache mode." }, { "left": "issue:44077", "right": "issue:47276", "accept": false, - "reason": "Different concern entirely: patchtsmixer `post_init` policy vs a misleading `synced_gpus` warning." + "reason": "PatchTST post_init policy vs synced_gpus warning message; no shared code-path bug." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepseekV3MoE native/remote divergence." + "reason": "Qwen3-VL pad_token_id load failure is unrelated to Qwen3-MoE sliding_window handling." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Tokenizer special-token addition bug is unrelated to Gemma3 NaN embeddings from sliding-window all-padding windows." + "reason": "Both mention quantization, but one is FP8 config failure and the other is quantized model saving failure." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same bug as SigLIP2 nonsensical outputs through AutoModel/pipeline." + "reason": "Different models and failures: Sam3PixelDecoder dummy conv vs Siglip2 nonsensical outputs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch is unrelated to DeepSeekV3MoE divergence." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token addition bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to resume-from-checkpoint key mismatch." + "reason": "Tensor-parallel OOM is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both are OOM-related, but one is TP load-time OOM and the other is increased reserved memory under int4 quantization." + "reason": "Both are OOMs, but one is TP load OOM and the other is increased reserved memory under int4 quantization; not the same bug." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning is unrelated to the gradient-checkpointing eval-mode limitation." + "reason": "Local-path trailing slash import warning is unrelated to eval-mode gradient checkpointing restriction." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "SigLIP2 wrong outputs are unrelated to RT-DETR memory not being released on deletion." + "reason": "LayoutLMv3 box-info error and MacOS CLIP bus error are unrelated model-specific issues." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "LayoutLMv3 box-validation messaging issue is unrelated to a MacOS bus error in CLIP model loading." + "reason": "Siglip2 wrong outputs vs RT-DETR memory not released; different failure modes and code paths." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to RT-DETR garbage-collection memory retention." + "reason": "Sam3PixelDecoder dummy Conv2d and RT-DETR GC/memory leak are unrelated." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Gemma3 NaNs are a correctness bug; FA2 long-context generation is a performance regression with different failure mode." - }, - { - "left": "issue:45406", - "right": "issue:46701", - "accept": false, - "reason": "Gemma4 processor `_tokenizer` crash is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + "reason": "Gemma3 NaN embeddings from sliding-window padding is unrelated to FA2 long-context performance regression." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer-loading failure is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + "reason": "Tokenizer loading failure vs dtype mismatch in bf16 inference; different subsystems." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor loading import error is unrelated to flash-attention crashing on `s_aux=None`." - }, - { - "left": "issue:43526", - "right": "issue:47217", - "accept": false, - "reason": "BEiTImageProcessorFast label reduction bug is unrelated to VL models failing when the image placeholder appears in user text." - }, - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 `num_labels` propagation bug is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "Gemma4 processor import issue is unrelated to flash_attention crash on sink-less models." } ] }, @@ -11190,7 +11276,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:23647", "issue:27957", @@ -11207,17 +11293,16 @@ "issue:43421", "issue:43526", "issue:43646", - "issue:43761", "issue:43824", "issue:43873", "issue:43931", "issue:43994", "issue:44077", - "issue:44186", "issue:44279", "issue:44442", "issue:44462", "issue:44514", + "issue:44625", "issue:44857", "issue:44898", "issue:45245", @@ -11230,250 +11315,264 @@ "issue:45459", "issue:45491", "issue:45563", + "issue:45584", "issue:45588", "issue:45593", "issue:45712", "issue:45834", - "issue:45859", - "issue:46121", "issue:46369", - "issue:46399", "issue:46640", - "issue:46821" + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47217" ], "soft_pairs": [ - "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:43526|issue:47217", + "issue:44625|issue:45584", + "issue:29127|issue:35141", "issue:45440|issue:45593", + "issue:43421|issue:45491", + "issue:43526|issue:45834", "issue:45250|issue:46640", "issue:45459|issue:45712", - "issue:29127|issue:35141", - "issue:45372|issue:45406", - "issue:43526|issue:45834", "issue:45412|issue:46369", - "issue:45245|issue:45563", + "issue:45372|issue:45406", "issue:43824|issue:44279", - "issue:45372|issue:45459", - "issue:43994|issue:46369", + "issue:45245|issue:45563", "issue:33290|issue:34689", "issue:33290|issue:35141", "issue:43381|issue:43873", - "issue:43526|issue:44186", "issue:27957|issue:33290", + "issue:45372|issue:45459", + "issue:43994|issue:46369", + "issue:43526|issue:46693", "issue:42915|issue:43931", "issue:23647|issue:28282", "issue:43066|issue:44462", "issue:44857|issue:45588", - "issue:45588|issue:46821", "issue:29870|issue:29925", - "issue:44442|issue:44898", + "issue:45588|issue:46821", "issue:27957|issue:29127", + "issue:44442|issue:44898", "issue:44514|issue:45381", - "issue:46121|issue:46399", - "issue:43761|issue:45859", "issue:43646|issue:44077" ], - "prepared_review_unit_hash": "6d83ab9704fa9bc4450f31ee390a1cf16834138cdadef129ee604b47628c6552", + "prepared_review_unit_hash": "783caca32cf2e134d990bff29617161dd83c0885cf7a2032efa515ee0fd3a3a3", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36302, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "soft_pair_count": 30, + "serialized_chars": 36460, + "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 a grab bag of mostly unrelated closed/open issue reports across different models, tokenizer paths, and runtime behaviors. No pull requests are present. I chose the most active and broadly framed issue, #43873, as the canonical/best issue, but the overall set does not look like a duplicate cluster.", - "confidence": 0.93, - "canonical_issue_reason": "#43873 is the most active and broadly framed report, with strong discussion/inbound references and a clear, cross-cutting runtime bug description.", + "summary": "The cluster is highly heterogeneous: the soft-similar issue pairs mostly share only broad Transformers vocabulary (e.g. model names, tokenizers, Flash Attention, generation) but describe different bugs, different code paths, or different models. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical here; the items span unrelated bugs across many subsystems, so any choice would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the strongest representative issue in the set: it is active, specific enough to be actionable, and covers a real end-user failure mode.", + "best_issue_reason": "No issue is a strong global representative of this cluster because the similarity is mostly topical rather than duplicate-level.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Different code paths: runtime special-token/post-processor updates vs Gemma3 NaN embeddings from sliding-window attention and padding." + "reason": "Both touch Gemma-related code, but one is a missing processor attribute and the other is an image-text pipeline failure; different bugs." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43526", + "right": "issue:47217", "accept": false, - "reason": "Different models and failures: DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss behavior when denoising is off." + "reason": "Unrelated areas: BeitImageProcessorFast label reduction vs VL image-placeholder handling." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Both mention Flash Attention 2, but the descriptions are too broad and do not indicate the same concrete bug." + "reason": "Different models and failures: Qwen3.5 config propagation vs Whisper empty-transcription generation." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer error masking with missing protobuf is unrelated to dummy PT classes leaking without torch." + "reason": "LayoutLMv3 error messaging is unrelated to embedding reinitialization after resize." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "LayoutLMv3 box-validation messaging is unrelated to embedding reinitialization during resize when tie_word_embedding is false." + "reason": "Different model implementations and symptoms: DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Gemma 4 processor import dependency failure is a different problem from Gemma4Processor missing _tokenizer in transformers serve." + "reason": "TokenizersBackend post-processor updates and Gemma3 NaN embeddings are separate code paths." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BEiT label-reduction bug is unrelated to Kosmos2.5 OCR index errors on long input." + "reason": "Different processors and failures: Beit label handling vs Kosmos2.5 OCR index error." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Memory not released on RT-DETR deletion is different from SAM3 LiteText memory overflow during model execution." + "reason": "Both are generic Flash Attention titles, but there is no evidence they describe the same concrete bug." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Category-count limit error is unrelated to a stale warning in paged generate()." + "reason": "Tokenizer protobuf error handling is unrelated to dummy class cleanup and dir(transformers) leakage." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Specific Qwen2.5-VL import failure is not the same as a generic dependency issue with transformers." + "reason": "Both mention memory, but RT-DETR GC cleanup and SAM3 LiteText overflow are different failures." }, { "left": "issue:45372", - "right": "issue:45459", + "right": "issue:45406", "accept": false, - "reason": "Gemma processor import failure and protobuf error masking affect different subsystems and failure modes." + "reason": "Gemma 4 processor loading fails for different reasons: mistral_common import vs missing _tokenizer." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "The first is a specific missing export import error; the second is only a broad dependency issue." + }, + { + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "SigLIP2 nonsensical outputs are unrelated to SAM3 LiteText memory overflow." + "reason": "Category-count runtime error and a stale warning in paged generate are unrelated." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM is unrelated to Llama 3.2 Vision model-loading regression." + "reason": "Adafactor/deepspeed OOM is unrelated to Llama 3.2 Vision model loading breakage." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer/deepspeed OOM is unrelated to embedding reinitialization after resizing token embeddings." + "reason": "Different subsystems: optimizer memory use vs embedding resize/post_init behavior." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are different runtime behaviors and bugs." + "reason": "Gradient checkpointing in eval mode and quantized offloading are separate issues." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "BEiTImageProcessorFast label reduction differs from LayoutLMv2 tokenizer crashes on NER/padding." + "reason": "XLMRoberta Flash Attention 2 and deepspeed OOM are not the same bug." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import dependency failure and protobuf tokenizer error masking are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs and SAM3 LiteText memory overflow are different problems." + }, + { + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Flash Attention 2 with XLMRoberta is unrelated to AdaFactor OOM in DeepSpeed." + "reason": "Beit label reduction and FA2 long-context regression are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3MoE FP8 failure is not the same as Qwen3-VL weight-shape mismatch." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different load/config bugs." }, { "left": "issue:23647", "right": "issue:28282", "accept": false, - "reason": "Wandb sweeps custom objective has no relation to missing PyTorch import for AutoModel." + "reason": "Wandb sweeps custom objective and missing PyTorch import are unrelated." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong decoder type in v5 is a different tokenizer issue from ignoring tokenizer.json in the repository." + "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are different tokenizer-loading issues." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP/CUDA crash is unrelated to flash_attention.py crashing on s_aux=None." - }, - { - "left": "issue:45588", - "right": "issue:46821", - "accept": false, - "reason": "Sink-less flash-attention AttributeError is a different path from TimesFM window_size AttributeError." + "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None crash are different code paths." }, { "left": "issue:29870", "right": "issue:29925", "accept": false, - "reason": "BART generate decoder_attention_mask bug is unrelated to SigLIP tokenizer fast-mode enforcement." + "reason": "BART decoder_attention_mask bug and SigLIP fast tokenizer enforcement are unrelated." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:45588", + "right": "issue:46821", "accept": false, - "reason": "AutoTokenizer failing to load a tokenizer file is unrelated to Perceiver non-default-resolution failures." + "reason": "Flash attention sinkless-model crash and TimesFM window_size AttributeError are different failures." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 box-information error messaging." + "reason": "No shared bug: XLMRoberta FA2 support vs LayoutLMv3 error clarity." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Batched chat-template padding crash and wrong video vision_position_ids are different Qwen2.5-VL issues." + "reason": "AutoTokenizer loading failure and Perceiver interpolate_pos_encoding failure are different models and paths." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Rope-parameter JSON list handling is unrelated to Qwen3.5 kernel registration/decorator failure." + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Generic custom model init breakage is broader than the specific patchtsmixer optional post_init change." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43873", + "right": "issue:45412", "accept": false, - "reason": "Generic Transformers 5.0 custom-model initialization breakage is too broad to merge with a specific patchtsmixer post_init policy issue." + "reason": "Quantization offloading and RT-DETR object lifetime/memory release are unrelated." } ] }, @@ -11495,7 +11594,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:25251", "issue:27957", @@ -11521,250 +11620,242 @@ "issue:43873", "issue:43931", "issue:43950", - "issue:44062", "issue:44077", - "issue:44079", "issue:44206", "issue:44442", "issue:44479", "issue:44743", "issue:44811", - "issue:44855", "issue:44871", "issue:44913", "issue:44964", "issue:44977", "issue:44987", - "issue:45137", "issue:45245", "issue:45440", "issue:45759", - "issue:45907", + "issue:45859", + "issue:46121", "issue:46178", "issue:46234", - "issue:46506", + "issue:46399", + "issue:46821", "issue:47312", - "issue:47427" + "issue:47427", + "issue:47436" ], "soft_pairs": [ + "issue:46121|issue:46399", + "issue:43761|issue:45859", "issue:43316|issue:47312", - "issue:43262|issue:44206", - "issue:44743|issue:44811", + "issue:46821|issue:47436", "issue:43720|issue:44442", + "issue:43262|issue:44206", "issue:25251|issue:28282", + "issue:44743|issue:44811", "issue:44977|issue:45245", "issue:42175|issue:46234", "issue:44077|issue:44479", "issue:43873|issue:44871", - "issue:43316|issue:45759", "issue:42490|issue:44743", - "issue:43643|issue:44913", + "issue:43316|issue:45759", "issue:43493|issue:43827", "issue:43749|issue:43931", - "issue:44987|issue:46178", "issue:42617|issue:43575", + "issue:43643|issue:44913", "issue:43550|issue:43701", - "issue:43316|issue:43525", - "issue:44964|issue:45440", + "issue:44987|issue:46178", "issue:27957|issue:29870", - "issue:44062|issue:45907", + "issue:43316|issue:43525", "issue:43606|issue:43701", + "issue:44964|issue:45440", "issue:43575|issue:43742", - "issue:43761|issue:44079", - "issue:44855|issue:45137", - "issue:43950|issue:47427", - "issue:43701|issue:46506" + "issue:43950|issue:47427" ], - "prepared_review_unit_hash": "793cd8dac4fe36d802c48f17a48e4a7fd8f5a65d22911202865b194d47fb225a", + "prepared_review_unit_hash": "cf79c048e247257c59fa4ce714a30327c76171931a153bd3322273a7602c0a6e", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35799, - "estimated_input_tokens": 8950, - "estimated_eval_tokens": 18156 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34948, + "estimated_input_tokens": 8737, + "estimated_eval_tokens": 17730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose collection of unrelated closed issues across different models, loaders, processors, and regressions. None of the proposed soft pairs look like the same underlying bug or change, so all should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "issue:43950 is the strongest representative: it describes a clear, core from_pretrained regression affecting non-persistent buffers with broad impact and a well-scoped failure mode.", + "summary": "These items are largely unrelated one-off transformer bugs across different models, configs, and subsystems. None of the soft pairs appear to describe the same concrete underlying issue closely enough to merge as duplicates.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 43873 is the broadest and most active loading/offload-related report in the set, with the strongest discussion/references footprint; it is the best single anchor only in a loose sense.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best overall issue candidate because it is a concrete framework regression with direct user impact and a crisp reproduction path.", + "best_issue_reason": "Issue 43873 is the most central and reusable representative of the cluster because it targets a broad runtime/loading path rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43316", - "right": "issue:47312", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Different problems: Gemma3TextConfig API inconsistency vs a kernels 0.16 compatibility report; no shared code path." + "reason": "Different failures: rope-parameter validation TypeError vs Qwen3.5 kernel registration/decorator crash." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs LasrFeatureExtractor center-arg crash; unrelated components and failures." + "reason": "Different models and code paths: CLIPVision hidden_states regression vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "One is a Gemma3 config API mismatch; the other is a generic kernels 0.16 compatibility issue." + }, + { + "left": "issue:46821", + "right": "issue:47436", "accept": false, - "reason": "Recurrent-state caching bug in qwen3_5 modular code vs Whisper batch_decode skip_special_tokens handling; distinct behavior and files." + "reason": "Unrelated config attributes: TimesFM window_size vs Qwen2.5 Omni max_position_embeddings." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading bug vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer; unrelated subsystems." + "reason": "Packed-weight accelerate loading bug for BitNet vs tokenizer loading failure for FastSpeech2Conformer." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default vs feature extractor unsupported center argument." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k shape change vs missing PyTorch ImportError for AutoModel; completely different failure modes." + "reason": "Pipeline output nesting regression is unrelated to a missing PyTorch import." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different behaviors in different modules: recurrent cache reset vs Whisper batch_decode special-token handling." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue vs categorical cardinality limit error; no common underlying bug." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the category-count limit error." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backend dependency issue vs missing import utility function; different modules and symptoms." + "reason": "Packaging/backend install issue vs missing import_utils helper; not the same bug." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init validation vs Qwen video-input regression; separate model families and code paths." + "reason": "PatchTST mixer post_init API constraint is unrelated to Qwen video-input regression." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior bug vs Gemma-3 eos_token_id config mismatch; unrelated issues." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Both involve config APIs, but they affect different models and different semantics; not the same bug." + "reason": "Quantization/offloading behavior bug vs Gemma eos_token_id config inconsistency." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path slash import warning vs recurrent state reset in Qwen3.5; no overlap beyond being issues in transformers." + "reason": "Local path parsing/import warning is unrelated to Qwen recurrent-state reset." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "AutoConfig trust_remote_code field loss vs GPTNeoX rotary_pct reload regression; distinct config behaviors." + "reason": "Both are config-related, but they concern different models and distinct API mismatches." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs documentation referring to removed pipeline API; one is model logic, the other docs." + "reason": "SigLIP2 implementation divergence is unrelated to docs still mentioning pipeline()." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression vs Qwen3-VL weight-shape mismatch; different loading paths and models." - }, - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "Loading a specific model on transformers>=5.1 vs tensorflow_text backend mapping error; unrelated causes." + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure vs tensor-parallel OOM on Qwen2-57B; different scripts and root causes." + "reason": "3d_parallel.py execution failure is not the same as Qwen2-57B tensor-parallel OOM." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "torch.compile SDPA failure in Bamba vs resume_from_checkpoint key mismatch; unrelated bugs." + "reason": "Missing fields from trust_remote_code config loading vs GPTNeoX rotary_pct reset on reload." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs Llama4Config missing pad_token_id; separate config fields and models." + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Phi-4 multimodal loading failure vs DeepSeekV3MoE divergence from remote implementation; different model families." + "reason": "Model load failure for physical-intelligence/fast is unrelated to tensorflow_text backend registration." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support issue for XLMRoberta vs BART generate decoder_attention_mask UnboundLocalError; unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Bart decoder_attention_mask assignment." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "AddedToken constructor conflict vs list_repo_files missing revision forwarding; no shared code path." + "reason": "Different config attributes and models: Gemma3TextConfig API discrepancy vs Llama4Config pad_token_id missing." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; entirely different failure classes." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43575", - "right": "issue:43742", - "accept": false, - "reason": "OOM when loading a large Qwen model vs key error loading MobileLLM; not the same bug." - }, - { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug; related to outputs but different defects." + "reason": "Phi-4 multimodal load regression and DeepseekV3MoE divergence are different model-specific issues." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Python 3.13 import parsing/IndentationError vs DeepSpeed ZeRO3 deque error; unrelated runtime issues." + "reason": "Tensor-parallel OOM on a large Qwen model is not the same as a key error loading MobileLLM-125M." }, { "left": "issue:43950", "right": "issue:47427", "accept": false, - "reason": "from_pretrained buffer corruption regression vs redundant initialization skip logic; different code paths and impact." - }, - { - "left": "issue:43701", - "right": "issue:46506", - "accept": false, - "reason": "Checkpoint resume key mismatch vs CPU/CUDA output differences in PPDocLayoutV3; separate bugs with no overlap." + "reason": "Non-persistent buffer corruption on load is a different regression from redundant init skipping on non-CUDA hardware." } ] }, @@ -11786,7 +11877,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:16998", "issue:22355", @@ -11795,41 +11886,42 @@ "issue:27957", "issue:28218", "issue:32090", - "issue:42907", + "issue:43065", "issue:43232", "issue:43295", "issue:43316", "issue:43352", "issue:43388", - "issue:43404", - "issue:43441", "issue:43452", "issue:43646", + "issue:43701", "issue:43716", "issue:43761", "issue:43825", "issue:43931", + "issue:44062", "issue:44077", - "issue:44162", + "issue:44079", "issue:44188", "issue:44190", "issue:44442", - "issue:44464", "issue:44496", "issue:44521", "issue:44534", "issue:44589", - "issue:44792", + "issue:44617", + "issue:44855", "issue:44871", "issue:44913", + "issue:45137", "issue:45216", "issue:45584", - "issue:45698", "issue:45803", + "issue:45907", "issue:46050", "issue:46234", "issue:46291", - "issue:46421", + "issue:46506", "issue:46640", "issue:46829", "issue:46932", @@ -11837,217 +11929,224 @@ "issue:47276" ], "soft_pairs": [ + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:44855|issue:45137", + "issue:43701|issue:46506", "issue:44190|issue:44496", "issue:43316|issue:43716", "issue:43931|issue:45216", "issue:44442|issue:45803", - "issue:44589|issue:47276", "issue:46829|issue:46932", "issue:27957|issue:32090", + "issue:44589|issue:47276", "issue:43295|issue:44871", "issue:23647|issue:28218", "issue:44871|issue:45584", "issue:43295|issue:43825", - "issue:43232|issue:43388", "issue:43761|issue:44188", "issue:16998|issue:22355", + "issue:43232|issue:43388", "issue:46234|issue:46291", "issue:44521|issue:47217", - "issue:43646|issue:44913", "issue:43452|issue:44496", "issue:44077|issue:44534", + "issue:43646|issue:44913", "issue:44871|issue:46050", - "issue:43352|issue:46640", - "issue:44464|issue:46421", - "issue:42907|issue:45698", "issue:25251|issue:27957", - "issue:43404|issue:43441", - "issue:44162|issue:44792" + "issue:43065|issue:44617", + "issue:43352|issue:46640" ], - "prepared_review_unit_hash": "72884f04cabba6e700545b48ad4a82571b480f6420fdc95c44f6635ed0f762d8", + "prepared_review_unit_hash": "73643fdd8e7fc745b9d341fdba4a3d2cecc38fba5d0f562ee1e4cbc2e0ef0d6e", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34829, - "estimated_input_tokens": 8708, - "estimated_eval_tokens": 17672 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35665, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not a duplicate cluster; they span many unrelated Transformers bugs/features across tokenization, multimodal loading, generation, quantization, and config regressions. The soft-similarity pairs mostly share a subsystem or symptom class, but not the same concrete underlying bug/change, so all should stay separate.", - "confidence": 0.98, + "summary": "The candidate pairs are largely unrelated despite some surface similarity in model/tokenizer/generation wording. I would not merge any of these soft edges; they describe distinct bugs or feature requests in different code paths. No single canonical issue stands out for the cluster.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Different problems: AddedToken keyword collision vs list_repo_files not forwarding revision. No shared code path." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both involve outputs/None handling, but one is CLIPVision hidden_states regression and the other is ModelOutput key assignment. Different bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated failures: DebertaV2 import parse error on Python 3.13 vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Both are loading-related, but one is about local dataset loading in a training script and the other is about unrecognized model/config loading. Different failure modes and code paths." + "reason": "Local dataset loading in an example script vs model config recognition/loading failure. Different layers and symptoms." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Both mention Gemma/Mistral-style multimodal API behavior, but one is a config API inconsistency and the other is a dtype mismatch in image preprocessing. Not the same bug." + "reason": "Gemma3TextConfig API inconsistency is not the same as Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both are model-loading regressions, but one is a weight-shape mismatch for Qwen3-VL and the other is a bad checkpoint saved by save_pretrained for Qwen3.5. Related area, different defect." + "reason": "Model weight shape mismatch during load vs incorrect checkpoint saving behavior. Different directions of the load/save pipeline." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer-related only at a very broad level. One is AutoTokenizer failing for a specific tokenizer class; the other is an exception-swallowing bug in tensor conversion. Different code paths." - }, - { - "left": "issue:44589", - "right": "issue:47276", - "accept": false, - "reason": "Both involve runtime warnings/errors, but one is a storage-object type error and the other is a misleading synced_gpus warning. Not the same issue." + "reason": "Tokenizer loading failure is unrelated to a bare-except swallowing errors in FuyuBatchFeature.convert_to_tensors()." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "Both concern multimodal classification outputs, but one is an incorrect hidden_states field and the other is dtype casting for quantized embedders. Different fixes." + "reason": "VideoPrism hidden_states bug is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Both are model/trainer related regressions, but one is Flash Attention 2 support for XLMRoberta and the other is a NoneType broadcast error in Trainer. No shared underlying bug." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:44589", + "right": "issue:47276", + "accept": false, + "reason": "Float8 storage loading error is unrelated to a misleading synced_gpus warning message." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Both mention config/processor-tokenizer alignment in multimodal models, but one is a regression around processor.tokenizer and image passing, while the other is an eos_token_id mismatch. Different specifics." + "reason": "Custom processor/tokenizer regression is distinct from Gemma-3 eos_token_id inconsistency." }, { "left": "issue:23647", "right": "issue:28218", "accept": false, - "reason": "Both touch training/inference workflows, but one is about W&B sweeps custom objectives and the other is tokenizer added-token spacing. Unrelated." + "reason": "Wandb sweeps custom objective and tokenizer added-token spacing are unrelated." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Both are token/config edge cases, but one is eos_token_id inconsistency and the other is empty-transcription generation in Whisper after token alignment. Different model behavior." + "reason": "Different models and code paths: Gemma-3 eos_token_id config vs Whisper empty transcription after special-token alignment." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both are regression-ish UX issues around multimodal/pipeline APIs, but one is processor/tokenizer handling and the other is an error message about unsupported translation tasks. Not the same bug." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Both involve generation/metrics plumbing, but one is about _update_model_kwargs_for_generation with synced GPUs and the other is gather_for_metrics dropping tuple labels. Different subsystems." + "reason": "Processor/tokenizer regression is unrelated to pipeline translation-task error messaging." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Both involve attention/compile behavior, but one is CLIPVisionModel returning hidden_states=None and the other is diverging kernels from allow_is_bidirectional_skip branching. Not mergeable as one fix." + "reason": "CLIPVision hidden_states regression is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "No real overlap beyond both being questions/errors in Transformers. DeBERTa model_max_length is unrelated to the missing transformers.onnx import." + "reason": "Model max length question for DeBERTa-V3 is unrelated to missing transformers.onnx import." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue is unrelated to gather_for_metrics dropping labels in the last batch." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Both are missing/import failures, but one is a missing utility symbol and the other is pipeline import breaking due to kernels dependency requirements. Different causes and fixes." + "reason": "Missing import_utils symbol is unrelated to kernels v0.15 requiring version/revision arguments." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal/chat-template issues, but one is all-zero assistant_masks and the other is failure when the image placeholder appears in user text. Different template logic." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Both are configuration-related regressions, but one concerns custom model initialization under Transformers 5.0 and the other is rotary_pct not persisting on reload. Different settings and failure modes." + "reason": "Both involve multimodal behavior, but one is assistant_masks generation and the other is image-placeholder handling in user text. Not the same concrete bug." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are model-loading problems, but one is gguf_file handling for AutoTokenizer/AutoModel and the other is an unrecognized model/config.json issue. Not the same code-path bug." + "reason": "gguf_file loading breakage is unrelated to unrecognized model_type / config.json loading failure." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Both are v5 behavior changes, but one is about patchtsmixer post_init support and the other is non-persistent buffers being filled incorrectly. Different regressions." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Both involve save/load consistency, but one is eos_token_id config mismatch and the other is a quantized model breaking across save_pretrained/from_pretrained. Different defects." - }, - { - "left": "issue:43352", - "right": "issue:46640", - "accept": false, - "reason": "Both mention Flash Attention 2, but one is a specific model not supporting it and the other is a generic flash attention issue. Too broad to treat as one underlying bug." + "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffer initialization junk." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Both are generation/compile-performance regressions, but one is inconsistent outputs from compiled forward and the other is spurious recompilation from cache lazy initialization. Different symptoms and fixes." + "reason": "Generic Transformers 5.0 custom initialization breakage is too broad and not the same as GPTNeoX rotary_pct reload regression." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Both are save/load related, but one is dequantized model saving and the other is loading the wrong custom module after save_pretrained. Separate issues." + "reason": "Gemma-3 eos_token_id mismatch is unrelated to sinq quantization save/load corruption." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Both relate to pipeline/model behavior, but one is top_k nesting output shape and the other is Flash Attention 2 support for a specific model. Not the same bug." + "reason": "Pipeline output nesting change is unrelated to Flash Attention 2 support." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Both are Mistral/Mistral3 FlashAttention issues, but one is a weight-tying bug affecting image-text generation and the other is a general FlashAttention 2 failure. Distinct code changes likely needed." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Both mention model correctness regressions, but one is ESM2 broken generally and the other is a failed janus image generation test. Not the same concrete problem." + "reason": "A specific model lacking Flash Attention 2 support is not enough to merge with a generic Flash Attention 2 issue." } ] }, @@ -12069,7 +12168,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:23647", "issue:27957", @@ -12077,22 +12176,22 @@ "issue:35141", "issue:41950", "issue:42490", - "issue:43065", + "issue:42907", + "issue:43404", + "issue:43441", "issue:43475", "issue:43504", "issue:43525", "issue:43531", "issue:43540", - "issue:43572", - "issue:43673", "issue:43931", "issue:44060", + "issue:44162", + "issue:44464", "issue:44479", "issue:44514", "issue:44534", "issue:44610", - "issue:44617", - "issue:44743", "issue:44792", "issue:44855", "issue:44913", @@ -12100,7 +12199,6 @@ "issue:45127", "issue:45200", "issue:45381", - "issue:45405", "issue:45542", "issue:45588", "issue:45600", @@ -12111,8 +12209,10 @@ "issue:46170", "issue:46178", "issue:46234", + "issue:46291", "issue:46365", "issue:46369", + "issue:46421", "issue:46424", "issue:46693", "issue:46697", @@ -12120,224 +12220,231 @@ "issue:47217" ], "soft_pairs": [ - "issue:43065|issue:44617", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:42907|issue:45698", + "issue:44162|issue:44792", "issue:43540|issue:44514", - "issue:43572|issue:46178", + "issue:46178|issue:46291", "issue:44792|issue:44977", "issue:44610|issue:46369", - "issue:45803|issue:46365", "issue:44479|issue:47217", - "issue:43525|issue:43531", - "issue:45381|issue:47217", + "issue:45803|issue:46365", "issue:44534|issue:44913", - "issue:45542|issue:46234", + "issue:45381|issue:47217", "issue:44792|issue:45600", - "issue:43504|issue:45698", + "issue:45542|issue:46234", "issue:27957|issue:29925", - "issue:45632|issue:46424", - "issue:46693|issue:47217", - "issue:43931|issue:44060", + "issue:43525|issue:43531", + "issue:43504|issue:45698", "issue:23647|issue:27957", - "issue:45803|issue:46170", "issue:35141|issue:42490", - "issue:43673|issue:44743", - "issue:41950|issue:43475", - "issue:46082|issue:46697", - "issue:45127|issue:45200", + "issue:46693|issue:47217", + "issue:45803|issue:46170", + "issue:43931|issue:44060", + "issue:45632|issue:46424", "issue:45588|issue:47013", "issue:44855|issue:45588", - "issue:44792|issue:45405" + "issue:46082|issue:46697", + "issue:45127|issue:45200", + "issue:41950|issue:43475" ], - "prepared_review_unit_hash": "60fe18c7665a0c19d12641668ea9da9a94c7189db730860bc703185a0f317cd8", + "prepared_review_unit_hash": "c6159713cbbb1e9e22a0a1ccc6d213049d01c770f940fe64e48458479415df55", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35259, - "estimated_input_tokens": 8815, - "estimated_eval_tokens": 17886 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the issues span unrelated models, processors, cache/config bugs, import failures, and performance regressions. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This batch is heterogeneous: most items are unrelated bugs across different models, processors, and import/cache paths. I found no convincing duplicate pairs among the soft candidates; one pair is superficially close but still not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "There is no single canonical issue here because the items cover unrelated failures in different subsystems and model families.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46693 is the strongest standalone report in this set: it describes a clear regression, has broad impact, and received substantial discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both involve chunked generation/cache behavior, but one is about incorrect outputs and the other about spurious recompilation; different underlying bugs." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different models and different failure modes: untied lm_head weights vs FlashAttention-related runtime failure." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "One is about saving dequantized Ministral/Devstral models; the other is about loading the wrong custom module after save_pretrained. Related area, not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d vs Sam3Video CUDA OOM are different SAM3 problems with different symptoms and fixes." + "reason": "Unrelated model families and symptoms; no shared concrete code-path." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VL batched chat-template crash are different code paths in different processors." + "reason": "Both are multimodal input issues, but they affect different processors and different crash conditions." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:46178", + "right": "issue:46291", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated configuration vs backend-import bugs." + "reason": "Distinct dependency/import problems involving different backends and packages." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A janus image-generation test failure is not the same as a Qwen3.5 flash-attention generation bug." + "reason": "Different models and unrelated generation/test failures." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and sam3-litetext memory overflow are unrelated model/processor issues." + "reason": "Processor image-size mismatch vs memory overflow; these do not describe the same defect." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "Bare except swallowing errors in Fuyu tensor conversion is unrelated to Trainer import failure caused by datasets." + "reason": "Both are VL-related, but one is a video-input regression and the other is an image-placeholder placement crash; different bugs." }, { - "left": "issue:44479", - "right": "issue:47217", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "A v5.3.0 video-input regression across Qwen VL models is different from image-placeholder placement failures in user text." + "reason": "Bare except swallowing errors is unrelated to Trainer import failure from datasets." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are distinct config/runtime bugs." + "reason": "One is a v5 buffer initialization regression; the other is a config value not persisting on reload." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Wrong vision_position_ids for Qwen2.5-VL video inputs does not match the separate image-placeholder-in-text crash." + "reason": "Both involve VL models, but one is about video position ids and the other about image placeholders in user text." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reload defaulting are different serialization/state issues." + "reason": "A failed Janus test and a stale auto_mappings reference are separate issues." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend handling and missing is_falcon_mamba_ssm_available are unrelated import-utils problems." + "reason": "Different backend/import warnings affecting different optional dependencies." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:27957", + "right": "issue:29925", + "accept": false, + "reason": "XLMRoberta FlashAttention support and SigLIP fast-tokenizer enforcement are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "A janus model test failure is not the same as auto_mappings referencing removed Sam3LiteText configs." + "reason": "Llama4Config pad_token_id handling and Qwen3-MoE sliding_window behavior are different bugs." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "BEiT legacy-field loading failure and wrong custom module loaded after save_pretrained are different model-loading bugs." + "reason": "Legacy preset loading failure vs wrong custom module resolution after save/load are not the same code-path problem." }, { - "left": "issue:27957", - "right": "issue:29925", + "left": "issue:23647", + "right": "issue:27957", "accept": false, - "reason": "XLMRoberta FlashAttention2 support and SigLIP fast-tokenizer enforcement are unrelated model/processor issues." + "reason": "Wandb sweeps custom objective and XLMRoberta FlashAttention are unrelated." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Local-model cache path collision and max_cache_length only applying to Quantized Cache are different cache behaviors." + "reason": "Embedding reinitialization after resize and trailing-slash local path warnings are unrelated." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "FA2 long-context performance regression is unrelated to the VL image-placeholder crash." + "reason": "Performance regression with FA2 and long-context generation is unrelated to image-placeholder placement failures." }, { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate model-loading vs warning logic bugs." - }, - { - "left": "issue:23647", - "right": "issue:27957", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "WandB sweeps custom objective integration and XLMRoberta FlashAttention2 have no shared underlying bug." + "reason": "Bare except in tensor conversion and Windows/ROCm import errors are separate problems." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Fuyu tensor-conversion exception handling and Windows ROCm import failure are unrelated error paths." + "reason": "Qwen3-VL weight shape mismatch and Qwen3-Next tied-weights warning describe different model/config issues." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Embedding reinit after resize and local-path trailing-slash import warning are different pretrained-model loading issues." + "reason": "Cache-path collisions for local models and max_cache_length handling are different cache bugs." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "GenerationMixin cache missing in chunked_prefill and Qwen3_5 recurrent state reset are different cache implementations and symptoms." + "reason": "FlashAttention sinkless-model crash and xLSTM state unpacking are unrelated failures." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Video pipeline using image processors and missing fpn_position_embeddings in Sam3VisionEncoderOutput are unrelated bugs." + "reason": "Python 3.13 IndentationError in DebertaV2 vs flash_attention.py AttributeError are unrelated." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated config vs preprocessing issues." + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are different subsystems." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are distinct training/model-input bugs." - }, - { - "left": "issue:45588", - "right": "issue:47013", - "accept": false, - "reason": "Flash-attention s_aux=None crash and xLSTM return_last_states=False unpacking are unrelated code paths." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model import is not the same as the flash_attention AttributeError." + "reason": "LoRA merge/tied-embeddings collapse and Gemma 4 mm_token_type_ids defaults are not the same issue." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "janus generate_images test failure and MIN_PEFT_VERSION release mismatch are unrelated test vs dependency issues." + "reason": "Video-classification processor lookup and Sam3VisionEncoderOutput missing attribute are unrelated bugs." } ] }, @@ -12359,7 +12466,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:23647", "issue:25251", @@ -12371,10 +12478,11 @@ "issue:43065", "issue:43335", "issue:43388", + "issue:43526", "issue:43550", - "issue:43643", "issue:43644", "issue:43650", + "issue:43673", "issue:43688", "issue:43827", "issue:43854", @@ -12385,6 +12493,7 @@ "issue:44610", "issue:44617", "issue:44734", + "issue:44743", "issue:44792", "issue:44855", "issue:44869", @@ -12392,16 +12501,15 @@ "issue:44964", "issue:45072", "issue:45245", - "issue:45375", "issue:45381", + "issue:45405", "issue:45406", "issue:45563", "issue:45584", - "issue:45632", "issue:46202", "issue:46369", "issue:46399", - "issue:46617", + "issue:46697", "issue:46832", "issue:46858", "issue:46894", @@ -12410,17 +12518,19 @@ "issue:47321" ], "soft_pairs": [ + "issue:43673|issue:44743", + "issue:44792|issue:45405", "issue:44242|issue:46894", "issue:43650|issue:46202", - "issue:44190|issue:44964", - "issue:43388|issue:43688", - "issue:43827|issue:43994", "issue:44617|issue:45584", + "issue:44190|issue:44964", "issue:25251|issue:29870", + "issue:43827|issue:43994", + "issue:43388|issue:43688", "issue:45245|issue:46858", "issue:45072|issue:46932", - "issue:43644|issue:44913", "issue:29870|issue:35141", + "issue:43644|issue:44913", "issue:44734|issue:45406", "issue:44869|issue:46832", "issue:43335|issue:44855", @@ -12429,212 +12539,217 @@ "issue:43854|issue:44792", "issue:45381|issue:46369", "issue:41720|issue:45245", - "issue:43550|issue:44190", "issue:39692|issue:47321", + "issue:43550|issue:44190", "issue:43827|issue:47321", "issue:45563|issue:45584", - "issue:43065|issue:44610", "issue:44617|issue:46369", + "issue:43065|issue:44610", "issue:44479|issue:44734", - "issue:45632|issue:46617", - "issue:43643|issue:45375" + "issue:43526|issue:46697" ], - "prepared_review_unit_hash": "69cc9443301de3356516d4becda787b7549ab0d4e25691d0b656d6e395852109", + "prepared_review_unit_hash": "19ffb11eb8f983f018f53b397e19706efd2663e279eb0fcfa2b7dc915b83dc39", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35654, - "estimated_input_tokens": 8914, - "estimated_eval_tokens": 18084 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36520, + "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 heterogeneous: the issues span unrelated models, configs, docs, generation, caching, and training bugs. A few pairs are superficially close, but none are clearly the same concrete underlying bug or change.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45632 is the most concrete, narrowly scoped regression in the set, with a specific trust_remote_code cache-path failure mode and the closest overlap to another candidate report.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, docs, serve/runtime, quantization, generation, and data-processing bugs. I do not see any soft pair that clearly describes the same underlying bug or change, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43644 is the broadest, most cross-cutting regression in the set and is the best anchor for the cluster; the rest are mostly isolated model- or feature-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45632 is the strongest representative issue because it describes a precise, reproducible cache collision path rather than a broad symptom or documentation problem.", + "best_issue_reason": "issue:43644 is the strongest standalone issue here because it describes a systemic runtime problem rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state behavior, but they target different code paths and models; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: a Janus test failure versus a PEFT version bump/regression." + }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both involve loss calculations, but they describe different bugs in different code paths/models; not enough evidence they are the same fix." + "reason": "Both mention loss handling, but the actual bugs are different training-loss issues in different models." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Completely unrelated: a vague data request versus a Gemma pipeline roundtrip/tokenization failure." + "reason": "No meaningful overlap; one is a vague placeholder issue, the other is a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "OOM in Sam3Video and Whisper empty-transcription failure are unrelated failures." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Both are loading failures, but one is a local dataset script issue and the other is a model-loading regression for Phi-4 multimodal; different root causes." + "reason": "A local dataset loading problem and a multimodal model loading issue are distinct." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Different bugs: one drops label elements during metric gathering, the other normalizes auxiliary loss incorrectly." + "reason": "Different subsystems and failure modes: pipeline output shape versus BART generate masking." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing removed pipeline APIs is not the same as a model producing bad outputs in AutoModel/pipeline usage." + "reason": "Docs referencing removed pipeline APIs is not the same as SigLIP2 producing wrong results." }, { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "OOM in Sam3Video and Whisper empty-transcription failure are unrelated code paths and symptoms." - }, - { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Nested-list output from top_k pipeline and an UnboundLocalError in Bart generate are distinct bugs." + "reason": "Different bugs in different training/evaluation paths; only a vague loss-related similarity." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count limit and cache seq-length tensor arithmetic are different runtime errors with different causes." + "reason": "One is an embedding/category limit error; the other is a cache length tensor type issue." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both mention dtype/quantization issues, but they are tied to different models and specific casting paths." + "reason": "Both are dtype-related, but they affect different models and different quantization/inference code paths." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Both concern config persistence, but one is missing fields under trust_remote_code and the other is rotary_pct not surviving reload; not the same bug." + "reason": "Generate-time decoder mask error versus post-init embedding reinitialization are unrelated." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Generate-time decoder mask bug versus embeddings being reinitialized on resize are unrelated." + "reason": "A general buffer initialization regression is not the same as GPTNeoX config reload losing rotary_pct." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing failure and Gemma4Processor missing _tokenizer are different crashes in different layers." + "reason": "Both touch serve, but one is KV-cache continuation indexing and the other is a processor attribute error." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper word-timestamp decode crash and RT-DETR feature-level mismatch are unrelated." + "reason": "Whisper token decoding crash and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and DebertaV2 import parsing error are unrelated." + "reason": "Sparse-layer config bug and Python 3.13 decorator parsing failure have no common code path." }, { "left": "issue:46399", "right": "issue:47312", "accept": false, - "reason": "One is a missing decorator registration crash for qwen3.5 kernels; the other is a general kernels-version incompatibility complaint." + "reason": "Both mention kernels, but one is a specific registration crash and the other is a broad compatibility complaint." }, { "left": "issue:23647", "right": "issue:29127", "accept": false, - "reason": "Wandb sweeps custom objective integration and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "WandB sweep objective handling is unrelated to LayoutLMv3 error messaging." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Different failures: GLM-4.7-Flash loading in tests versus a Janus image-generation test case." + "reason": "Different models and failures: GLM-4.7-Flash loading versus Janus image-generation test failure." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position-id regression and Sam3-LiteText memory overflow are unrelated model bugs." + "reason": "Both are model-specific regressions, but they concern different models and symptoms." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device mapping causing cudaErrorAssert and a category-count limit error are not the same underlying issue." + "reason": "Auto device mapping CUDA assert and category-count overflow are unrelated." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:39692", + "right": "issue:47321", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba and a dataset-loading script problem are unrelated." + "reason": "SigLIP2 docs/model mismatch and AMD quark class update are unrelated." }, { - "left": "issue:39692", - "right": "issue:47321", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/model mismatch and AMD quark class update are different topics entirely." + "reason": "torch.compile/SDPA failure is unrelated to local dataset loading in an example script." }, { "left": "issue:43827", "right": "issue:47321", "accept": false, - "reason": "Documentation pipeline-removal cleanup is unrelated to an AMD class update issue." + "reason": "Docs cleanup and AMD backend class update are unrelated." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale warning logic in paged generate and Whisper empty-transcription crash are different bugs." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor image-size mismatch are different model-preprocessing problems." + "reason": "A stale warning in paged generate is not the same as Whisper failing on empty transcription." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related, but one is CUDA OOM in Sam3Video and the other is overflow in sam3-litetext; different causes." + "reason": "Both mention memory pressure in Sam3, but one is video OOM and the other is a different submodel's overflow symptom." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Video input regression and serve KV-cache indexing crash are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different model/input issues." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Both involve trust_remote_code cache handling, but one is a leaf-directory collision and the other is a FileNotFoundError; insufficient evidence of the same root bug." + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different bugs." }, { - "left": "issue:45375", - "right": "issue:46369", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Missing config field under @strict and a memory overflow are unrelated." + "reason": "Label reduction bug and image over-padding bug are unrelated preprocessing issues." } ] }, @@ -12656,7 +12771,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:27957", "issue:32090", @@ -12666,7 +12781,6 @@ "issue:43295", "issue:43317", "issue:43335", - "issue:43526", "issue:43540", "issue:43611", "issue:43643", @@ -12694,12 +12808,13 @@ "issue:45520", "issue:45584", "issue:45600", + "issue:45632", "issue:45907", "issue:46170", "issue:46421", "issue:46489", + "issue:46617", "issue:46655", - "issue:46697", "issue:46858", "issue:46897", "issue:47145", @@ -12707,248 +12822,245 @@ "issue:47321" ], "soft_pairs": [ - "issue:43526|issue:46697", "issue:45381|issue:46655", - "issue:43335|issue:44190", + "issue:45632|issue:46617", "issue:43295|issue:45276", + "issue:43335|issue:44190", "issue:39692|issue:44190", - "issue:44933|issue:45362", "issue:44779|issue:46489", + "issue:44933|issue:45362", "issue:43854|issue:44964", "issue:43540|issue:44734", - "issue:43673|issue:46421", "issue:45276|issue:45584", - "issue:45127|issue:45357", "issue:43994|issue:47321", - "issue:44242|issue:46897", - "issue:43643|issue:44496", "issue:47145|issue:47321", - "issue:44112|issue:45600", + "issue:43673|issue:46421", + "issue:43643|issue:44496", + "issue:44242|issue:46897", + "issue:45127|issue:45357", "issue:45520|issue:46170", - "issue:43317|issue:47312", "issue:44521|issue:45381", "issue:43611|issue:47321", + "issue:43317|issue:47312", + "issue:44112|issue:45600", "issue:42175|issue:44279", - "issue:43673|issue:46858", "issue:44112|issue:44964", "issue:44246|issue:45003", "issue:44462|issue:45907", "issue:27957|issue:35141", + "issue:43673|issue:46858", "issue:44964|issue:45600", "issue:32090|issue:35141" ], - "prepared_review_unit_hash": "d242c734b97211658fba8eceed0b144adf0f976905d5d95699dc2f8aba76bfe4", + "prepared_review_unit_hash": "8a571a1dbc9dd10159e660f67bd24bcf8bd1f6cf7910ec096bf2accd1160185b", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35892, - "estimated_input_tokens": 8973, - "estimated_eval_tokens": 18202 + "serialized_chars": 35854, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues across different models, processors, and CI paths. The only strong duplicate-looking pair is the DeepSeek tokenizer regression pair.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated areas like multimodal/video processing, tokenizer regressions, cache/chunked-prefill behavior, model loading, packaging, and CI/test failures. I do not see any clear duplicate pair among the proposed soft edges.", "confidence": 0.96, - "canonical_issue_reason": "Issue 46489 is the best canonical issue: it is the more specific DeepSeek tokenizer regression report, explicitly ties back to the earlier fix gap, and gives the clearest root-cause framing.", + "canonical_issue_reason": "No canonical issue: the items span many unrelated failure modes with no single underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46489 is the strongest representative overall because it is specific, recent, and directly connects the observed v5 tokenizer breakage to the prior fix.", + "best_issue_reason": "No single issue is a strong cluster representative for the same reason: the cluster is not centered on one bug or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43526", - "right": "issue:46697", - "accept": false, - "reason": "Both are image-processor bugs, but they affect different processors (BEiT vs Swin2SR) and different failure modes." - }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both involve video/multimodal processing, but the bugs are different model-specific code paths: wrong vision position IDs vs padding calculation." + "reason": "Both involve video/multimodal inputs, but one is Qwen2.5-VL vision_position_ids and the other is SmolVLM video padding; different code paths and symptoms." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Unrelated: one is a SwitchTransformers config bug, the other is a local dataset loading error in a training script." + "reason": "Both touch trust_remote_code/cache behavior, but one is a leaf-directory cache collision for local models and the other is a FileNotFoundError when loading from cache." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different regressions: processor.tokenizer access breakage vs token-embedding resize not updating Gemma4 internal embeddings." + "reason": "Both mention model-loading/output behavior after API changes, but one is a processor.tokenizer regression and the other is resize_token_embeddings not updating Gemma4 outputs." }, { - "left": "issue:39692", + "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to loading a local dataset in a no-trainer script." + "reason": "Sparse-layer construction in SwitchTransformers is unrelated to loading a local dataset in a training script." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Different problems in different subsystems: missing import from image_utils vs chat runtime crash for Qwen3.5-35B." + "reason": "SigLIP2 doc-example errors are unrelated to the local-dataset loading failure in the no-trainer image classification script." }, { "left": "issue:44779", "right": "issue:46489", - "accept": true, - "reason": "Same underlying DeepSeek tokenizer regression in v5; 46489 is a more specific follow-up to the earlier generic report." + "accept": false, + "reason": "Both are DeepSeek tokenizer complaints, but one is a general v5 regression and the other is specifically DeepSeek-Coder v1 with a fix gap; not clearly the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading complaints, but they concern different models and likely separate loader issues." + "reason": "Both are model-loading failures, but for different models and different failure modes." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different code paths and symptoms: Qwen3OmniMoe video processing vs transformers serve KV-cache continuation indexing." - }, - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both mention cache/chunked prefill, but one is missing cache in v5.0.0 while the other is about device-tensor seq_length causing arithmetic issues." + "reason": "Qwen3OmniMoe video-input validation and transformers serve KV-cache continuation crashes are different problems." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Unrelated: Gemma4 embedding resizing vs Whisper empty-transcription generation failure." + "reason": "Resize-token-embeddings/output-embedding updates are unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43994", + "right": "issue:47321", "accept": false, - "reason": "Different bugs: LoRA merge with extended vocab on tied embeddings vs incorrect visual encoder keys saved for Qwen3.5." + "reason": "SigLIP2 bad outputs and an AMD quark-class update issue are unrelated." }, { - "left": "issue:43994", + "left": "issue:47145", "right": "issue:47321", "accept": false, - "reason": "No meaningful overlap: SigLIP2 model correctness vs AMD quark class update issue." + "reason": "FP8 weight_scale loading corruption is unrelated to the AMD quark class update issue." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Both concern training losses, but they are different model-specific loss bugs with different mechanics." + "reason": "Both involve chunked prefill/cache, but one is a missing cache in v5 and the other is recompilation from lazy cache initialization; different concrete bugs." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config/model-loading issues, but one is missing fields with trust_remote_code and the other is an unrecognized model due to config metadata." + "reason": "Missing fields in AutoConfig with trust_remote_code and an unrecognized-model/model_type error are distinct config-loading issues." }, { - "left": "issue:47145", - "right": "issue:47321", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "Completely different domains: FP8 checkpoint scaling corruption vs AMD quark class maintenance." + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different loss-calculation bugs." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Both are CI failures, but they stem from different tests and different breakage points." + "reason": "LoRA/extended-vocabulary collapse with tied embeddings is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different platform-specific import issues with unrelated root causes." - }, - { - "left": "issue:43317", - "right": "issue:47312", - "accept": false, - "reason": "Distinct issues: dequantized model offload loading vs kernel version incompatibility." + "reason": "A Python 3.13 flash_attn import bug and a Windows ROCm/torch.distributed dependency issue are unrelated platform/import failures." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal-related, but one is assistant mask generation and the other is video position IDs; not the same bug." + "reason": "Both are multimodal, but apply_chat_template assistant-mask generation and Qwen2.5-VL video vision_position_ids are different code paths." }, { "left": "issue:43611", "right": "issue:47321", "accept": false, - "reason": "Unrelated: base_model_prefix loading regression vs AMD quark class update." + "reason": "Base_model_prefix loading regression in Transformers 5.0.0 is unrelated to the AMD quark class issue." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43317", + "right": "issue:47312", "accept": false, - "reason": "Dependency packaging issue vs generic dependency issue; no shared concrete bug." + "reason": "Dequantized-model offload loading and kernel-version incompatibility are unrelated." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale CI test and outdated auto_mappings references to removed configs are different failures." + }, + { + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both involve cache behavior, but one is missing cache state and the other is static-cache seq_length device-tensor arithmetic on non-CUDA backends." + "reason": "A missing TensorFlow backend in the torch extra and a general dependency issue are too broad and not the same concrete bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "Different CI/model-loading failures with no shared underlying defect." + "reason": "GraniteSpeech CI test flakiness and Phi-4 multimodal loading are unrelated." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdown is unrelated to unsafe sys.modules access." + "reason": "Import latency and unsafe sys.modules access are related only at a high level; not the same bug or fix." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Different issues: tokenizer.json resolution vs list_repo_files not forwarding revision." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository-resolution problems." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Different model features and failure modes: Flash Attention support vs token embedding reinitialization." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/chunked prefill, but one is a missing cache attribute and the other is a device-tensor seq_length arithmetic bug." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different failures: Phi-4 multimodal load issue vs stale auto_mappings reference causing CI breakage." + "reason": "Phi-4 multimodal loading and stale auto_mappings references to removed configs are different issues." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Completely unrelated trainer broadcast TypeError vs embedding reinitialization bug." + "reason": "Trainer _gpu_broadcast_one TypeError is unrelated to embedding reinitialization after resizing." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The DeepSeek pair (issue:44779, issue:46489) is the only clearly duplicate-looking match, and the rest of the soft-edge rejections are appropriately cautious given the differing titles/scopes." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12963,7 +13075,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:25251", "issue:29925", @@ -13015,41 +13127,41 @@ ], "soft_pairs": [ "issue:43404|issue:45216", - "issue:44737|issue:45803", "issue:42796|issue:44521", "issue:43531|issue:45600", - "issue:43335|issue:45593", + "issue:44737|issue:45803", "issue:44496|issue:47217", + "issue:43335|issue:45593", "issue:45290|issue:46752", "issue:45632|issue:46234", "issue:44496|issue:45042", - "issue:36246|issue:41628", - "issue:36246|issue:38617", "issue:44938|issue:45542", + "issue:36246|issue:38617", "issue:25251|issue:29925", + "issue:36246|issue:41628", "issue:43295|issue:45335", "issue:45083|issue:46506", - "issue:41950|issue:44016", "issue:44496|issue:45759", + "issue:41950|issue:44016", "issue:43976|issue:44987", - "issue:43673|issue:46424", - "issue:44683|issue:45446", + "issue:29925|issue:33290", "issue:39692|issue:46932", - "issue:42994|issue:47333", + "issue:44683|issue:45446", "issue:44295|issue:46506", - "issue:44279|issue:46515", + "issue:43673|issue:46424", "issue:43673|issue:44336", - "issue:29925|issue:33290", + "issue:44279|issue:46515", + "issue:42994|issue:47333", "issue:43381|issue:45593" ], - "prepared_review_unit_hash": "abcd0a0906b65236909ee93a86de235c67ac51f254d9828d673a8472b8d7df29", + "prepared_review_unit_hash": "29cc84d411ba23f92f31b13793b4be09d1a4d0b960a8fae0bba531208d73ad75", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 47, @@ -13064,174 +13176,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly lexical lookalikes, not true duplicates. I found no soft edge that clearly represents the same underlying bug/change, so all proposed merges should be rejected.", - "confidence": 0.87, - "canonical_issue_reason": "If a single issue must be nominated, issue:44521 is the strongest hub: it is active, has inbound references, and describes a concrete user-facing multimodal `apply_chat_template` failure. That said, the set is too heterogeneous to justify a true canonical duplicate cluster.", + "summary": "These soft pairs are mostly not duplicates: they cover different bugs across model loading, tokenizers, chat templates, configs, cache behavior, flex attention, and docs. One pair is thematically close (two `apply_chat_template` crashes), but the triggers and failure modes are different, so I would not merge it.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this set: the items are heterogeneous and do not form one duplicate bug cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative of a substantive, well-scoped bug report with clear impact and discussion activity.", + "best_issue_reason": "No global best issue is suitable as an umbrella; the closest item is `issue:44521`, but it only covers one multimodal chat-template bug and does not represent the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both involve model/generation regressions, but they are different code paths: tied `lm_head` weights in Mistral3 vs incorrect checkpoint saving in Qwen3.5." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "One is an XLNet CPU-device bug in `torch.arange`; the other is a Fuyu tensor conversion exception handler problem. No shared underlying bug." + "reason": "Different regressions in different code paths: Mistral3 weight tying vs Qwen3.5 checkpoint saving." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Both touch tokenizer/chat-template behavior, but one is BPE marker handling for Ministral and the other is zero assistant masks for multimodal inputs. Distinct failures." + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are unrelated bugs." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and removed Sam3LiteText config references are unrelated issues in different subsystems." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto-mappings references for Sam3LiteText configs." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig and missing auxiliary losses in D-FINE are unrelated model bugs." + "reason": "CPU device placement in XLNet positional encoding is a different bug from Fuyu's exception handling." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Both are model-loading or VL-related, but one is an unrecognized config/model-type error and the other is a placeholder-in-user-text failure. Different root causes." + "reason": "Model-type config loading failure is unrelated to image placeholders inside user text for VL models." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss logic are separate model bugs." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both crash in `apply_chat_template`, but one is about assistant messages with tool calls and no content, while the other is an empty-list edge case. Not the same concrete bug." + "reason": "Both involve `apply_chat_template`, but one is tool-call assistant content and the other is an empty list; different inputs and likely different failure paths." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "A local-cache path collision for `trust_remote_code` is unrelated to a missing `is_falcon_mamba_ssm_available` utility export." + "reason": "Cache-path collisions for local trust-remote-code models are unrelated to a missing import utility symbol." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "One is an unrecognized model/config issue; the other is PIL image processors incorrectly requiring torchvision. Different failure modes." + "reason": "Unrecognized model/config loading is unrelated to PIL image processors requiring torchvision." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`) and likely different regressions." + "reason": "Python 3.14 import/load failure is unrelated to the tensorboard-without-TensorFlow backend issue." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "These are separate missing-import regressions for different names and modules, not one underlying defect." + "reason": "Different missing imports in different modules: Qwen2.5 VL image processor vs `layer_type_validation`." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:25251", + "right": "issue:29925", "accept": false, - "reason": "Python 3.14 import/load failure and missing TensorFlow backend behavior are unrelated compatibility issues." + "reason": "Pipeline `top_k` output-shape change and SigLIP fast-tokenizer enforcement are unrelated." }, { - "left": "issue:25251", - "right": "issue:29925", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Nested-list pipeline output and SigLIP tokenizer fast-mode enforcement are different features with no shared bug path." + "reason": "Both are import errors, but for different symbols and modules with different root causes." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "A processor/tokenizer regression affecting multimodal custom code is unrelated to `resize_token_embeddings` not updating `decoder.embed_tokens`." + "reason": "Processor/tokenizer regression and T5Gemma embedding resizing are different code paths and bugs." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "A helper length-calculation bug in qwen3_omni_moe is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "A pipeline image-processor lookup bug and a notebook syntax error are not duplicates." + "reason": "Qwen3 Omni-MoE feature-length helper behavior and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model/config loading and failure to unwrap `text_config` in composite multimodal configs are different loader problems." + "reason": "Config recognition failure and `text_config` unwrapping in multimodal `from_config` are different issues." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Python-version compatibility and a specific model-load failure on `physical-intelligence/fast` are not the same bug." + "reason": "Pipeline processor lookup bug and notebook syntax error are not the same underlying problem." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Missing GenerationMixin cache in chunked prefill is distinct from `max_cache_length` only applying to quantized cache." + "reason": "General Python version support failure and loading one specific model on 5.1.0 are different bugs." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:29925", + "right": "issue:33290", "accept": false, - "reason": "Both mention flex_attention/torch versions, but one is a compiled flex_attention failure on torch >= 2.9 while the other is a version-gating/import check bug for AuxRequest." + "reason": "Tokenizer fast-path enforcement is unrelated to an Adafactor/DeepSpeed OOM." }, { "left": "issue:39692", "right": "issue:46932", "accept": false, - "reason": "A documentation-example bug in SigLIP2 is unrelated to Gemma4 quantized embedders dtype casting." + "reason": "SigLIP2 doc example errors and Gemma4 quantized embedder dtype casting are separate concerns." }, { - "left": "issue:42994", - "right": "issue:47333", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Quantized model saving failure and disk-offloaded model saving failure are different save pipelines and not the same root cause." + "reason": "Compiled flex_attention failing on torch>=2.9 is different from a bad PyTorch version check for AuxRequest import." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "A `position_ids` buffer access bug is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + "reason": "Position_ids buffer access and CPU/CUDA output divergence are unrelated bugs." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "A generic dependency issue and a torch 2.4.1 incompatibility are not the same concrete defect." + "reason": "Chunked-prefill cache missing in GenerationMixin and cache max length handling for quantized cache are different cache features." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache behavior during chunked prefill and ANSI codes in loading_report are unrelated." + "reason": "Generation cache behavior and ANSI-color reporting are unrelated." }, { - "left": "issue:29925", - "right": "issue:33290", + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency issue and a torch 2.4.1 incompatibility are too broad and not the same concrete failure." + }, + { + "left": "issue:42994", + "right": "issue:47333", "accept": false, - "reason": "Tokenizer fast-mode enforcement and OOM with Adafactor in DeepSpeed are unrelated issues." + "reason": "Quantized model saving and disk-offloaded model saving are different save paths with different bugs." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses when denoising is off are unrelated model behaviors." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses are unrelated model behaviors." } ] }, @@ -13253,7 +13365,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:39692", "issue:41950", @@ -13305,244 +13417,237 @@ ], "soft_pairs": [ "issue:43526|issue:43901", - "issue:44016|issue:44220", "issue:44327|issue:46752", + "issue:44016|issue:44220", "issue:46082|issue:46121", "issue:42994|issue:47332", - "issue:43650|issue:44220", "issue:44016|issue:44062", - "issue:44792|issue:46424", + "issue:43650|issue:44220", "issue:43441|issue:45588", + "issue:44792|issue:46424", "issue:42907|issue:43441", + "issue:45335|issue:45584", "issue:41950|issue:45020", "issue:43824|issue:44933", - "issue:45335|issue:45584", - "issue:43976|issue:44279", "issue:44279|issue:45405", "issue:43901|issue:44496", + "issue:43976|issue:44279", "issue:43295|issue:44779", - "issue:44779|issue:45812", - "issue:39692|issue:43901", "issue:43901|issue:47217", + "issue:39692|issue:43901", + "issue:44779|issue:45812", "issue:43299|issue:45216", - "issue:41950|issue:45823", "issue:42796|issue:43650", + "issue:41950|issue:45823", "issue:43479|issue:45375", - "issue:46614|issue:47085", + "issue:44466|issue:45276", "issue:43577|issue:45216", "issue:46123|issue:46369", - "issue:44466|issue:45276", - "issue:43976|issue:45405", + "issue:46614|issue:47085", "issue:43653|issue:45593" ], - "prepared_review_unit_hash": "3ae9321714c25e080e6dfe3e40048d24efb0b96219d0cdac2f8cf0021a7a416d", + "prepared_review_unit_hash": "e8ede60f3b3a0ca3297fa999ef70bd220006286abfd69bbe567d47d18d3b7815", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36163, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "soft_pair_count": 29, + "serialized_chars": 35852, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs only share broad terminology (tokenizer, pipeline, saving, flash-attention, docs) and do not describe the same underlying bug or change. No soft edge meets the strict duplicate threshold.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43901 is the most central user-facing regression in the set and has the most soft-similarity links, but it is still not a true duplicate of the others.", + "summary": "The set is highly heterogeneous: most items are unrelated bug reports spanning tokenizers, saving/loading, configs, pipelines, and docs. None of the soft pairs appear to be the same underlying issue, so no duplicates should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a clear canonical here; the candidate pairs only overlap at a broad subsystem level and describe different concrete failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43901 is the best single representative only by cluster centrality (multiple soft links and a clear, concrete docs/behavior mismatch).", + "best_issue_reason": "No issue is a strong global representative because the collection is not one cohesive bug cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Both involve processor/pipeline behavior, but one is a Beit image-processor label reduction bug and the other is a TextClassificationPipeline docs/behavior mismatch; different code paths." + "reason": "Different problems: BeitImageProcessorFast label reduction vs a docs/behavior mismatch for TextClassificationPipeline." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "A notebook syntax error and a fbank feature extraction TypeError are unrelated failures." + "reason": "QA decode_spans top-k bounds crash and empty chat-template input crash are unrelated code paths." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "QA decode_spans top-k bounds and apply_chat_template on empty input are distinct crashes in different subsystems." + "reason": "Notebook syntax error vs audio feature extraction TypeError; no shared bug." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation and rope-key list handling are separate config-validation bugs." + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are distinct config-validation issues." }, { "left": "issue:42994", "right": "issue:47332", "accept": false, - "reason": "Both are save failures, but one is quantized-model saving and the other is disk-offloaded Qwen3-VL saving; not the same bug." + "reason": "Both involve saving models, but one is quantized-model saving and the other is disk-offloaded Qwen3-VL saving." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken special-arg duplication are unrelated." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The first is a non-informative report title; the second is a concrete audio feature extraction bug." + "reason": "Placeholder issue with no concrete bug vs an fbank feature-extraction failure." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Notebook syntax and AddedToken keyword duplication are unrelated." + "reason": "Both mention flash attention, but one is Ministral-3 model failure and the other is a sink-less-model AttributeError in the integration code." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A janus image-generation test failure and cache max length handling are different behaviors." + "reason": "Janus image-generation test failure and cache-length handling for quantized cache are different issues." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral model failure and the other is a sink-less-model AttributeError in integration code." + "reason": "Dequantized model saving and FlashAttention model failure are not the same bug." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Dequantized model saving and flash-attention runtime failures are different problems." + "reason": "resize_token_embeddings propagation bug vs Whisper empty-transcription generation failure." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "A video-classification pipeline processor lookup bug and a broad remote_code compatibility regression are not the same issue." + "reason": "Video pipeline processor selection and remote_code breakage are unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different missing-import symptoms with different symbols and modules." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "resize_token_embeddings propagation in t5gemma is unrelated to Whisper generation after align_special_tokens." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "A Python-version support regression and a dependency issue are not the same underlying bug." + "reason": "ImportError for a specific Qwen2.5-VL class vs a missing image_utils import; different symbols and causes." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency/version complaints, but one is about transformers dependencies and the other is a PEFT minimum-version bump." + "reason": "Generic dependency issue vs a bumped MIN_PEFT_VERSION not yet released." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/behavior mismatch for a pipeline versus unrecognized-model config loading are unrelated." + "reason": "Docs/behavior mismatch in text classification vs unrecognized model/config loading failure." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version compatibility breakage and a dependency issue are not the same underlying defect." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom processor/tokenizer API regression and Deepseek tokenizer correctness regression are different code paths." + "reason": "Processor/tokenizer regression with images vs Deepseek tokenizer output regression; different model families and failure modes." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43901", + "right": "issue:47217", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + "reason": "TextClassificationPipeline docs issue and VL image-placeholder handling are unrelated." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 example errors/quantization failure are unrelated to TextClassificationPipeline return_all_scores docs drift." + "reason": "SigLIP2 doc example errors and return_all_scores docs mismatch are different documentation problems." }, { - "left": "issue:43901", - "right": "issue:47217", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Pipeline docs mismatch and VL placeholder handling are different behaviors." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL model loading breakage and Qwen3.5 save_pretrained serialization are separate regressions." + "reason": "Qwen3VL model loading regression and Qwen3.5 save_pretrained serialization regression are separate issues." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Video pipeline processor selection and Gemma4 device-mismatch during forward are unrelated." + "reason": "Tokenizer BPE-marker handling bug vs placeholder issue; no overlap." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "A tokenizer BPE-marker bug and a non-specific placeholder issue are not the same report." + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config initialization bugs in different model families." + "reason": "Different config classes and different bugs: default sub-config initialization vs missing field dropped by strict serialization." }, { - "left": "issue:46614", - "right": "issue:47085", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Stale phonemizer language state is unrelated to fast-tokenizer thread safety." + "reason": "Serialization of tied lm_head weights vs resize_token_embeddings propagation in Gemma4." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are unrelated." + "reason": "Blip2 dtype propagation on load vs Qwen3.5 checkpoint serialization after save_pretrained." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch result dropping in MaskGenerationPipeline is unrelated to a SAM model memory overflow." - }, - { - "left": "issue:44466", - "right": "issue:45276", - "accept": false, - "reason": "A tied-weights serialization issue and Gemma4 embedding resize propagation are different bugs." + "reason": "Partial-batch completion logic in mask generation vs memory overflow in sam3-litetext." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:46614", + "right": "issue:47085", "accept": false, - "reason": "Python support/version compatibility and PEFT minimum version gating are distinct dependency issues." + "reason": "Stale phonemizer backend selection and tokenizer thread-safety are different problems." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary-loss behavior." } ] }, @@ -13564,9 +13669,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ - "issue:42175", "issue:42994", "issue:43299", "issue:43317", @@ -13598,6 +13702,7 @@ "issue:45278", "issue:45357", "issue:45372", + "issue:45405", "issue:45542", "issue:45588", "issue:45800", @@ -13617,244 +13722,244 @@ ], "soft_pairs": [ "issue:47145|issue:47405", + "issue:43976|issue:45405", "issue:43381|issue:47000", "issue:44462|issue:45081", - "issue:43299|issue:45357", + "issue:43644|issue:47145", "issue:44075|issue:44368", + "issue:43299|issue:45357", "issue:46082|issue:46399", "issue:43299|issue:43854", - "issue:43644|issue:47145", - "issue:44683|issue:45542", - "issue:44016|issue:44291", - "issue:46082|issue:46512", "issue:44242|issue:45200", "issue:43931|issue:47145", - "issue:44351|issue:45278", + "issue:46082|issue:46512", + "issue:44016|issue:44291", + "issue:44683|issue:45542", "issue:45588|issue:47000", + "issue:44351|issue:45278", "issue:43650|issue:46209", "issue:45081|issue:45907", "issue:45859|issue:46851", - "issue:45103|issue:45372", "issue:43873|issue:47145", + "issue:45103|issue:45372", "issue:45542|issue:45800", - "issue:43441|issue:45834", "issue:42994|issue:43317", "issue:44336|issue:46851", - "issue:44016|issue:45823", + "issue:43441|issue:45834", "issue:44671|issue:44779", - "issue:43784|issue:45542", - "issue:42175|issue:43976", + "issue:44016|issue:45823", "issue:44246|issue:47217", + "issue:43784|issue:45542", "issue:44186|issue:47000" ], - "prepared_review_unit_hash": "b7acc35a3915849aaf2b18659533aadf0653f2417d6ee258d5a3fd0a50acbc64", + "prepared_review_unit_hash": "e19a1bd66159aa0979fc58801969d005cbdbdf6a218d9a3e7760addfe0818949", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36725, - "estimated_input_tokens": 9182, - "estimated_eval_tokens": 18620 + "serialized_chars": 36724, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and import/loading bugs. The only plausible umbrella is the open quantization/offload report, but the soft pairs are not true duplicates.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43873 is the broadest and most active issue in the set, covering quantization/offloading behavior that is closest to several nearby reports, but it still does not subsume the whole cluster.", + "summary": "This cluster is mostly a collection of unrelated Transformers regression reports, with a loose concentration around quantization/offload/loading issues. I did not find any soft pair that clearly describes the exact same underlying bug, so all soft edges are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the best umbrella issue here: it is open, has the most discussion/inbound activity, and its quantization/offloading scope is the broadest match for the cluster\u2019s recurring model-loading problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative because it is open, actively discussed, and names the widest subsystem affected; however, the surrounding issues are too heterogeneous for a single true canonical bug.", + "best_issue_reason": "issue:43873 is the most representative and triage-worthy issue in the set because it is active, well-discussed, and centered on the dominant theme of quantization/offload behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47145", "right": "issue:47405", "accept": false, - "reason": "Different failures: FP8 frozen checkpoints skipping weight_scale vs wrong Auto class causing random weights on a model_type mismatch." + "reason": "Both are about loading problems that can lead to bad model behavior, but one is FP8 compressed-tensors weight scaling and the other is wrong Auto-class / model_type conversion. Different code paths and failure modes." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support failure and PEFT minimum-version bump are unrelated release/dependency issues." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Unrelated code paths: gradient checkpointing in eval mode vs RTDetrLoss infeasible cost matrix." + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated functional bugs." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are different tokenizer loading bugs with no clear shared root cause." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43644", + "right": "issue:47145", "accept": false, - "reason": "Both concern Qwen3.5/Qwen3.5-VL regressions, but loading breakage and incorrect save_pretrained keys are distinct bugs." + "reason": "One concerns non-persistent buffers being initialized with junk; the other concerns missing FP8 weight_scale application. Both touch loading, but not the same bug." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer args being ignored is unrelated to a warning about tie_word_embeddings in LoRA fine-tuning." + "reason": "SGD arguments not being used and a tie_word_embeddings warning are unrelated optimizer/config issues." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen models, but one is a loading regression for Qwen3VL MoE and the other is save_pretrained writing wrong visual encoder keys. Not the same defect." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to a Qwen3.5 kernel registration crash." + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration crash are unrelated model-specific bugs." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model failures: Qwen3VL MoE loading regression vs GLM-4.7-Flash unit-test loading issue." - }, - { - "left": "issue:43644", - "right": "issue:47145", - "accept": false, - "reason": "One is junk-filled non-persistent buffers in v5; the other is missing weight_scale application for FP8 frozen checkpoints." + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash test loading are different model-specific loading failures." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Torch >=2.9 compiled flex_attention failure is unrelated to the undefined tf backend error from missing TensorFlow." + "reason": "Missing load-balancing loss when router logits are off and Gemma 4 requiring mm_token_type_ids are separate model-behavior bugs." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43931", + "right": "issue:47145", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are separate problems in different workflows." + "reason": "Shape mismatch on Qwen3-VL loading is unrelated to FP8 frozen checkpoint weight_scale handling." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Head_dim config validation and stale config.dtype after from_config(dtype=...) are different API bugs." + "reason": "Head-dim config validation and stale config.dtype after from_config are unrelated configuration bugs." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "MoE load-balance loss omission and Gemma 4 mm_token_type_ids defaults are unrelated training/config issues." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." }, { - "left": "issue:43931", - "right": "issue:47145", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Shape mismatch loading Qwen3-VL-30B is not the same as FP8 weight_scale being ignored." + "reason": "Compiled flex_attention on torch>=2.9 and missing TensorFlow backend handling are unrelated compatibility issues." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:45588", + "right": "issue:47000", "accept": false, - "reason": "Import failures after upgrade are broad, but these specific import errors are distinct and not the same underlying bug." + "reason": "FlashAttention sink-less crash and RTDetrLoss infeasible cost matrix are different concrete code paths." }, { - "left": "issue:45588", - "right": "issue:47000", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Flash attention sink-less crash and RTDetrLoss infeasible cost matrix are different functional paths." + "reason": "A missing HybridCache import is not the same bug as broad import errors after upgrading to 5.5.0." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder issue with no technical detail is not the same as FP8 inference failure on B200." + "reason": "The generic 'ADD THE DATA' issue is unrelated to FP8 inference on B200." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral regex patch crash and list_repo_files revision forwarding are unrelated helper-function bugs." + "reason": "Mistral regex patch crashing and list_repo_files not forwarding revision are unrelated API bugs." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is different from variable-length position_ids behavior." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "auto_docstring annotation handling and Gemma 4 processor import breakage are separate import-time issues." + "reason": "CPU offload incompatibility in a rotary embedding forward method and variable-length position_ids handling are distinct Qwen3.5 issues." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Broad quantization/offload discussion, but one is about offload behavior and the other about silent FP8 checkpoint corruption." + "reason": "Both involve quantization/offloading, but one is a general offload expectation issue and the other is a specific silent FP8 checkpoint scaling bug." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Undefined tf backend due to missing TensorFlow is unrelated to torch/transformers version incompatibility." + "reason": "auto_docstring annotation handling and Gemma 4 processor import failure are unrelated reflection/import problems." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are different model-specific bugs." + "reason": "TensorBoard-without-TensorFlow backend detection and torch/transformers incompatibility are separate dependency issues." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized model loading with offload failure are adjacent but not the same code-path bug." + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are related broadly, but not the same underlying bug or mergeable fix." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI escape output issue in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." + "reason": "ANSI codes in loading_report and variable-length Qwen3.5 position_ids behavior are unrelated." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch during forward are unrelated." + "reason": "FlashAttention regression in Ministral-3 and Kosmos2.5 long OCR index error are unrelated model-specific bugs." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression are both model-specific correctness bugs, but not duplicates." + "reason": "CamemBERT masked LM errors and Deepseek tokenizer regressions are separate model/tokenizer bugs." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "sentence-transformers import NameError and undefined tf backend error have different causes." + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Missing TensorFlow in the torch extra and Python 3.9 vs 3.10 compatibility are unrelated packaging/runtime issues." + "reason": "Slow imports and VL image-placeholder handling are unrelated." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Import taking long sometimes is unrelated to VL image-placeholder handling failures." + "reason": "A sentence-transformers import NameError and TensorFlow backend handling are different import/runtime issues." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/truncation crash and RTDetrLoss infeasible cost matrix are distinct model/dataset bugs." + "reason": "LayoutLMv2Tokenizer NER/padding crashes and RTDetrLoss infeasible cost matrix are unrelated." } ] }, @@ -13876,9 +13981,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:33290", + "issue:42175", "issue:42491", "issue:42617", "issue:42796", @@ -13887,7 +13993,6 @@ "issue:43479", "issue:43525", "issue:43575", - "issue:43643", "issue:43673", "issue:43723", "issue:43761", @@ -13907,6 +14012,7 @@ "issue:44589", "issue:44623", "issue:44749", + "issue:45072", "issue:45083", "issue:45325", "issue:45362", @@ -13919,254 +14025,253 @@ "issue:46399", "issue:46655", "issue:46726", + "issue:46829", "issue:46846", "issue:46851", "issue:47145", - "issue:47176", - "issue:47177", "issue:47333", "issue:47427" ], "soft_pairs": [ + "issue:42175|issue:43976", "issue:44623|issue:44749", - "issue:43525|issue:43881", - "issue:43525|issue:43643", "issue:44623|issue:45397", "issue:45325|issue:46851", "issue:43673|issue:43761", "issue:43479|issue:43525", - "issue:33290|issue:45656", + "issue:43525|issue:43881", "issue:43901|issue:44246", + "issue:33290|issue:45656", "issue:46399|issue:46846", - "issue:44589|issue:45362", - "issue:44261|issue:44263", "issue:43575|issue:47145", + "issue:44261|issue:44263", + "issue:44589|issue:45362", "issue:44188|issue:44336", "issue:42796|issue:43441", "issue:45600|issue:45712", - "issue:43824|issue:43976", - "issue:45362|issue:47333", "issue:45588|issue:47427", - "issue:44336|issue:44373", + "issue:45362|issue:47333", + "issue:43824|issue:43976", "issue:44246|issue:44496", - "issue:42617|issue:43976", + "issue:44336|issue:44373", "issue:43723|issue:44162", + "issue:42617|issue:43976", "issue:46291|issue:46399", - "issue:42491|issue:43299", "issue:44297|issue:45397", - "issue:45083|issue:46851", + "issue:42491|issue:43299", "issue:46399|issue:46851", "issue:46655|issue:46726", - "issue:47176|issue:47177" + "issue:45072|issue:46829", + "issue:45083|issue:46851" ], - "prepared_review_unit_hash": "5e1d8dfa3a25688d9c92ed3b82ea46f28e145e4b9829019edfb7b4b59ef1baee", + "prepared_review_unit_hash": "be09ee70373da80a3c3e7f5c6166dbafa3755c3f375517a39901e42d5347d5be", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36658, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "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": "This is a loose thematic cluster of Transformers issues, not a true duplicate set. The soft pairs mostly share a subsystem or model family, but each describes a different concrete bug, regression, or unrelated failure mode. No soft edge should be merged.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical duplicate stands out: the issues span unrelated bugs across models, configs, tokenizers, loading paths, and tooling.", + "summary": "This is a heterogeneous issue set, not a true duplicate cluster. The soft pairs mostly share broad themes only (tokenizers, loading, Qwen, deepspeed, etc.) but do not point to the same concrete bug or code path.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical for the whole set; the items span unrelated bugs, regressions, and docs/perf reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 is the best representative because it is a concrete, reproducible v5 loading regression with a specific model family and version boundary.", + "best_issue_reason": "None of the issues cleanly represents the others as a duplicate anchor; at best they are loosely related by subsystem or model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Different bugs: one is processor.save_pretrained missing files, the other is a Chinese-reported performance regression during filtering." - }, - { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Both are loading failures, but they affect different models and different missing fields; not the same code-path bug." + "reason": "Different problems: backend extras packaging vs Python version compatibility." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Different config issues: Llama4Config lacks pad_token_id, while AutoConfig.from_pretrained(trust_remote_code=True) returns incomplete objects." + "reason": "Missing processor save files is unrelated to data preprocessing slowdown after upgrade." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Unrelated failures: missing files in processor.save_pretrained versus a ZeRO3/from_pretrained issue for gemma-4." + "reason": "Different save/load paths and different model families; not the same bug." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both involve position_ids, but they describe different model families and different bugs (rope scaling vs variable-length input handling)." + "reason": "Both involve position_ids, but they affect different Qwen models and distinct logic paths." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Different components and symptoms: GenerationMixin cache missing in chunked_prefill versus CLIPVisionModel hidden_states not returned." + "reason": "Cache handling in generation is unrelated to CLIP hidden_states regression." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config initialization bug versus a missing pad_token_id attribute; same general area, not the same defect." + "reason": "Config default initialization bug vs missing pad_token_id attribute; different failures." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Both mention deepspeed/optimizers, but OOM with Adafactor is not the same as optimizer.step being called twice." + "reason": "Different model/config errors with no shared concrete code-path." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch versus import latency; these are unrelated issues." + "reason": "Docs mismatch for a pipeline option is unrelated to intermittent slow imports." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed, but one is OOM with Adafactor and the other is double optimizer stepping." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Same model family, but different concrete failures: missing apply_rotary_pos_emb registration versus missing linear_attn TP plan entries." + "reason": "Kernel registration crash is unrelated to missing TP plan entries and shape/OOM issues." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43575", + "right": "issue:47145", "accept": false, - "reason": "Unrelated bugs: missing Float8 storage type versus a Qwen3.5 chat crash." + "reason": "TP OOM on model load is unrelated to FP8 weight_scale being skipped on frozen checkpoints." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different model internals and failure modes: rms_norm_eps precision issue versus torch.split return handling." + "reason": "Different model internals: RMS norm epsilon precision issue vs torch.split indexing semantics." }, { - "left": "issue:43575", - "right": "issue:47145", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Both involve loading/storage, but one is TP OOM on Qwen2-57B while the other is silent FP8 scale application corruption." + "reason": "Storage type lookup failure is unrelated to chat-time Qwen3.5 crashing." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Different areas entirely: attention kernel divergence versus ANSI escape output in loading_report." + "reason": "Attention kernel divergence is unrelated to ANSI codes in loading_report." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same Ministral family, but tokenizer BPE-marker handling and FlashAttention failures are distinct bugs." + "reason": "Same model family, but tokenizer BPE handling and FlashAttention failure are different bugs." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are cleanup/CI-related, but they concern different stale references and different code paths." + "reason": "Broken auto_mappings references and leftover dummy classes are different CI hygiene issues." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:45588", + "right": "issue:47427", "accept": false, - "reason": "Import error for a model class and a Python-version support issue are unrelated." + "reason": "FlashAttention s_aux handling is unrelated to redundant init on non-CUDA hardware." }, { "left": "issue:45362", "right": "issue:47333", "accept": false, - "reason": "Different Qwen model and different failure: chat crash versus disk-offloaded save failure." - }, - { - "left": "issue:45588", - "right": "issue:47427", - "accept": false, - "reason": "Different code paths: flash_attention sink handling versus _is_hf_initialized redundant init on non-CUDA hardware." + "reason": "Chat crash vs disk-offload save failure are separate code paths." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Completely different bugs: terminal coloring in loading_report versus a wrong docstring." + "reason": "Missing import for a VL class is unrelated to Python 3.9/3.10 compatibility." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness is not the same as an unrecognized-model/config.json error." + "reason": "Slow imports are unrelated to unrecognized model config loading." }, { - "left": "issue:42617", - "right": "issue:43976", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "A 3d_parallel.py runtime issue and Python version compatibility are not the same bug." + "reason": "Loading-report ANSI formatting and a docstring typo are not the same bug." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 and an ESM2 regression are different failures." + "reason": "Tokenizer loading in v5 is unrelated to ESM2 breakage." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:42617", + "right": "issue:43976", "accept": false, - "reason": "Both mention kernels, but one is an import-time dependency/version requirement issue and the other is a model-specific registration crash." + "reason": "3D parallel example failure is unrelated to Python-version support." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Both concern Qwen MoE/version regressions, but one is LoRA compatibility across branches while the other is a specific Qwen3VL MoE loading failure." + "reason": "Kernel dependency/version import error is not the same as the rotary-pos-emb registration crash." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch and gemma-4 ZeRO3 loading are unrelated." + "reason": "Tokenizer save metadata bug is unrelated to gemma-4 zero3 loading." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Different Qwen3 omni/moe helper behavior versus Qwen3.5 variable-length position_ids handling." + "reason": "Both involve Qwen MoE regressions, but the model variants and failure modes differ too much to merge." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Different bugs: kernel registration crash versus variable-length input/position_ids failure." + "reason": "Kernel registration failure is unrelated to variable-length position_ids handling." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation and missing vision backend behavior are separate processor issues." + "reason": "Video padding calculation bug is unrelated to backend-missing image processor errors." }, { - "left": "issue:47176", - "right": "issue:47177", + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "BF16 dtype mismatch bugs are unrelated to hidden_states packaging in classification output." + }, + { + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Two distinct security problems: shell command substitution bypass versus tar/zip slip file write." + "reason": "Different Qwen model subsystems and different symptoms; not the same underlying bug." } ] }, @@ -14188,7 +14293,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:36246", "issue:41950", @@ -14206,14 +14311,14 @@ "issue:44246", "issue:44295", "issue:44336", - "issue:44351", "issue:44479", "issue:44779", "issue:44871", + "issue:44995", "issue:45003", - "issue:45072", "issue:45103", "issue:45137", + "issue:45200", "issue:45250", "issue:45292", "issue:45375", @@ -14233,237 +14338,238 @@ "issue:46726", "issue:46752", "issue:46821", - "issue:46829", "issue:46851", + "issue:47176", + "issue:47177", "issue:47217", "issue:47312" ], "soft_pairs": [ - "issue:45072|issue:46829", + "issue:47176|issue:47177", "issue:45003|issue:47217", "issue:43526|issue:45003", "issue:45588|issue:46851", "issue:45003|issue:46821", + "issue:44246|issue:44871", "issue:45103|issue:46399", "issue:44295|issue:45397", - "issue:44246|issue:44871", "issue:45561|issue:45563", - "issue:44336|issue:46424", "issue:43550|issue:46506", - "issue:46614|issue:46665", + "issue:44336|issue:46424", "issue:43540|issue:46752", + "issue:46614|issue:46665", "issue:36246|issue:43596", "issue:42915|issue:47312", - "issue:43540|issue:46655", "issue:46726|issue:47217", - "issue:41950|issue:44220", + "issue:43540|issue:46655", "issue:43257|issue:45137", - "issue:44479|issue:46655", "issue:44779|issue:45292", + "issue:44479|issue:46655", "issue:43901|issue:45003", + "issue:41950|issue:44220", "issue:45375|issue:45759", - "issue:44242|issue:45593", "issue:45292|issue:45701", - "issue:43352|issue:45250", + "issue:44242|issue:45593", "issue:43295|issue:45292", - "issue:36246|issue:44351" + "issue:43352|issue:45250", + "issue:44995|issue:45200" ], - "prepared_review_unit_hash": "2c68d7fe21bfb598b078c8e0db0414157160dcd3d2b8be0cd4e458975936f4df", + "prepared_review_unit_hash": "b03e4b87486e30d6a9565159069091b988bf73b2d054fe8de4e386f7de0c83da", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35491, - "estimated_input_tokens": 8873, - "estimated_eval_tokens": 18002 + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous. The soft similarities mostly reflect shared vocabulary around Transformers, multimodal models, and runtime issues, but the underlying bugs are usually different code paths or different models entirely. No soft edge looks safe to merge as a duplicate.", - "confidence": 0.39, - "canonical_issue_reason": "issue:44479 is the broadest concrete bug report in the closest shared theme: a version regression affecting multiple Qwen VL variants on video input. It is more representative than the narrower, model-specific reports.", + "summary": "This cluster is a grab bag of largely unrelated issue reports across security, pipelines, multimodal/Qwen, DeepSpeed, docs, and model-specific bugs. None of the soft edges look like the same concrete underlying bug or change, so no duplicates are accepted.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most actionable and broadly scoped issue in the multimodal/video-input subset, making it the best available anchor even though the overall cluster is not a true duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "Different bugs: dtype mismatch in bfloat16 inference vs incorrect hidden_states assignment in a video-classification output object." + "reason": "Different security bugs: command-substitution allowlist bypass vs tar/zip-slip arbitrary file write." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Different code paths: unsafe sys.modules access during import/model loading vs VL placeholder handling in user text." + "reason": "Unrelated failures: unsafe sys.modules access vs vision-language placeholder handling in user text." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Unrelated issues: BeitImageProcessorFast label reduction vs modeling_utils import internals." + "reason": "BEiT label reduction bug is unrelated to the sys.modules access issue." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Different model/runtime bugs: flash_attention crash on sink-less models vs Qwen3.5 position_ids handling." + "reason": "Different code paths: flash-attention sinkless-model crash vs variable-length position_ids handling." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "No shared underlying defect: import-time sys.modules access vs TimesFM window_size attribute handling." + "reason": "Unrelated: sys.modules lookup bug vs TimesFM window_size attribute error." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Different model/config problems: missing router aux loss vs eos_token_id mismatch." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Different failures: auto_docstring annotation parsing vs a Qwen3.5 kernel registration problem." + "reason": "auto_docstring annotations crash is unrelated to Qwen rotary registration/decorator failure." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Both involve model loading, but one is a position_ids buffer read bug and the other is a ZeRO3 from_pretrained issue; not the same bug." + "reason": "Different failures: position_ids buffer access vs Gemma-4 Zero3 from_pretrained issue." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Different concerns: load-balancing loss computation vs Gemma EOS token config mismatch." + "reason": "pytest-xdist captured_info race and stale num_return_sequences warning are separate bugs." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Race condition in patched testing utils vs stale generate warning; unrelated." + "reason": "Both mention runtime behavior, but one is torch.compile/SDPA and the other CPU vs CUDA output divergence." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Terminal ANSI cleanup vs cache configuration semantics are unrelated." + "reason": "ANSI color output in loading_report is unrelated to cache max_cache_length behavior." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Different runtime issues affecting different models: torch.compile/SDPA vs CPU/CUDA result mismatch." + "reason": "Video-input ValueError in Qwen3OmniMoe and empty-list chat template IndexError are unrelated." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Tokenizer phonemizer state bug vs from_pretrained behavior inside Python classes; not the same defect." - }, - { - "left": "issue:43540", - "right": "issue:46752", - "accept": false, - "reason": "Video input processing ValueError vs empty-list apply_chat_template IndexError; different input validation bugs." + "reason": "Stale phonemizer backend language is unrelated to from_pretrained behavior inside classes." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for missing Qwen2_5_VLImageProcessor export vs DeepSpeed/BertModel zero3 IndexError." + "reason": "Import error for Qwen2_5_VLImageProcessor and DeepSpeed Zero3 BertModel index error are unrelated." }, { "left": "issue:42915", "right": "issue:47312", "accept": false, - "reason": "Qwen3Moe FP8 config failure and kernel incompatibility are different problems." - }, - { - "left": "issue:43540", - "right": "issue:46655", - "accept": false, - "reason": "Both involve video processing, but one is a Qwen3OmniMoe ValueError and the other is SmolVLM padding math; different code paths." + "reason": "Qwen3Moe FP8 config failure is unrelated to kernels 0.16 compatibility." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "Different multimodal issues: missing vision backend error vs image placeholder handling in user text." + "reason": "Missing vision backend/unrecognized image processor is different from image-placeholder-in-user-text failure." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Video-classification pipeline/image-processor lookup and audio fbank feature extraction are unrelated." + "reason": "Both are video-processing issues, but they affect different models and appear to be different bugs." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both mention DeepSpeed, but one is Qwen3 MOE weight conversion and the other is ZeRO3 deque exhaustion; not the same bug." + "reason": "Qwen3 weight conversion with accelerate/deepspeed is unrelated to the ZeRO3 empty-deque error." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Both are video-input regressions, but they affect different models and likely different preprocessing code." + "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different problems." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Tokenizer/version regression and resize_token_embeddings not updating output embeddings are separate bugs." + "reason": "Both involve video inputs, but the broad Qwen VL regression and SmolVLM padding bug are not the same concrete issue." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access are unrelated." + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing vision config field and the other is from_config unwrapping behavior; not the same issue." + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are separate pipeline bugs." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Auxiliary-loss omissions in different models and settings are only superficially similar." + "reason": "Missing deepstack_visual_indexes and not unwrapping text_config are different composite-Qwen config issues." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize behavior and tokenization version changes are different defects." + "reason": "resize_token_embeddings/output_embeddings bug is unrelated to tokenization changes across versions." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "One is a model-specific lack of Flash Attention 2 support; the other is only a vague Flash Attention 2 topic." + "reason": "Missing load-balancing loss and missing auxiliary losses in D-FINE are related only by general 'loss not added' wording, not the same bug." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Custom processor/tokenizer regression and output_embeddings resize behavior are unrelated." + "reason": "Processor.tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Different missing import failures for different symbols; not a duplicate." + "reason": "Model-specific FA2 unsupported error is not the same as the generic Flash Attention 2.0 topic." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma 4 mm_token_type_ids defaulting issue are unrelated." } ] }, @@ -14485,7 +14591,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:29870", "issue:30333", @@ -14501,6 +14607,7 @@ "issue:44162", "issue:44242", "issue:44295", + "issue:44351", "issue:44368", "issue:44451", "issue:44466", @@ -14526,23 +14633,23 @@ "issue:45685", "issue:46132", "issue:46170", - "issue:46305", - "issue:46315", "issue:46369", "issue:46431", "issue:46506", "issue:46726", "issue:46752", - "issue:47321" + "issue:47217", + "issue:47321", + "issue:47429" ], "soft_pairs": [ - "issue:44995|issue:45200", + "issue:36246|issue:44351", "issue:36246|issue:42757", - "issue:44060|issue:44077", - "issue:44162|issue:45200", "issue:44466|issue:45335", - "issue:45137|issue:45600", + "issue:44060|issue:44077", "issue:46170|issue:47321", + "issue:45137|issue:45600", + "issue:44162|issue:45200", "issue:42886|issue:46132", "issue:44295|issue:44749", "issue:44451|issue:46752", @@ -14550,210 +14657,210 @@ "issue:44877|issue:45375", "issue:45685|issue:46431", "issue:44479|issue:46170", - "issue:45003|issue:45561", + "issue:47217|issue:47429", "issue:43475|issue:46369", + "issue:45003|issue:45561", "issue:44877|issue:46170", "issue:44987|issue:45459", "issue:44623|issue:46726", "issue:44038|issue:46506", "issue:45397|issue:45656", - "issue:43475|issue:43540", - "issue:44242|issue:44857", "issue:29870|issue:30333", + "issue:44242|issue:44857", + "issue:43475|issue:43540", "issue:43653|issue:44162", - "issue:44368|issue:44977", - "issue:46305|issue:46315" + "issue:44368|issue:44977" ], - "prepared_review_unit_hash": "d1ec4ac78c915f394730d3ef2a6078447d46108b26219e31cfc5958e86facd3e", + "prepared_review_unit_hash": "1f126e030b39724ca7317841928c0a0012478fa7661d02d0c7e462971825a589", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35374, - "estimated_input_tokens": 8844, - "estimated_eval_tokens": 17944 + "serialized_chars": 35820, + "estimated_input_tokens": 8955, + "estimated_eval_tokens": 18166 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate pair looks like the same underlying bug or change. The soft edges are mostly false positives across unrelated models, subsystems, or failure modes.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: these items are a grab bag of unrelated bugs, so none should subsume the others.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share only broad vocabulary (imports, configs, vision/video, deepspeed, tied weights) but point to different code paths and different fixes. I would not merge any of the proposed soft pairs as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must represent the cluster, issue 44479 is the broadest user-facing regression (video input breakage across multiple Qwen variants), but overall there is no true single canonical duplicate here.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best representative issue because it describes a concrete regression, names several affected Qwen variants, and has a focused reproducible code-path.", + "best_issue_reason": "Issue 44479 is the strongest representative because it spans several related model variants and describes a concrete regression, unlike the mostly isolated model-specific import/config bugs around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Different bugs: GlmMoeDsa second-forward cache corruption vs Gemma 4 mm_token_type_ids defaults." + "reason": "Both are import errors, but for different symbols and likely unrelated failure points: Qwen2.5 VLImageProcessor vs HybridCache." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Unrelated import failures in different packages (`qwen2_5_vl` image processor vs `huggingface_hub.is_offline_mode`)." + "reason": "Different missing imports from different packages; one is transformers model export, the other is huggingface_hub offline helper." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Different code paths: tied-weights warning in Qwen3-Next vs PatchTSMixer post_init handling." + "reason": "Both involve weight/tied-embedding behavior, but one is device-dependent serialization of lm_head.weight and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "ESM2 model breakage is unrelated to Gemma 4 text-only mm_token_type_ids behavior." + "reason": "Different problems: a tied-weights warning in Qwen3-Next versus PatchTSMixer post_init API/behavior." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:46170", + "right": "issue:47321", "accept": false, - "reason": "Both involve embeddings/tied weights, but one is serialization-on-device and the other is resize_token_embeddings not updating decoder weights." + "reason": "Both mention AMD-related setups, but one is a Windows ROCm/torch.distributed import error and the other is a quark class update issue." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to missing Sam3LiteText auto-mapping references." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:46170", - "right": "issue:47321", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Windows ROCm/torch.distributed import issue is unrelated to the AMD quark class update report." + "reason": "Different model families and symptoms: ESM2 breakage versus Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading failure is unrelated to AttentionInterface.register changing function behavior." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated subsystems." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Reading registered position_ids buffers is a different bug from the v4.57.3\u2192v5.3.0 filtering slowdown regression." + "reason": "Registering position_ids as a buffer is not the same bug as a generic performance slowdown after upgrading Transformers." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure for ScandiBERT is unrelated to apply_chat_template crashing on an empty list." + "reason": "Loading a specific model failing is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache on second forward is unrelated to flash_attention crashing on `s_aux=None`." + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to an s_aux=None flash-attention AttributeError." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both mention strict config, but they concern different models and different missing fields/config-loading failures." + "reason": "Strict config loading for granite_speech and missing deepstack_visual_indexes in Qwen3.5MoeVisionConfig are different config issues." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram kernel limitation is unrelated to apply_chat_template lacking a chat template." + "reason": "MPS histogram support for Int tensors is unrelated to missing chat templates in processors." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Qwen video-input regression is unrelated to Windows ROCm import/type issues." + "reason": "Video-input regression in Qwen models is unrelated to Windows ROCm/torch.distributed import failures." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:47217", + "right": "issue:47429", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to xdist races on captured_info.txt." + "reason": "One is a VL placeholder-handling bug; the other is a tokenizers version upper-bound packaging issue." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Missing `fpn_position_embeddings` in SAM3 Video is unrelated to memory overflow in sam3-litetext." + "reason": "Missing fpn_position_embeddings in SAM 3 Video is unrelated to memory overflow in sam3-litetext." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is a different bug from the xdist race on captured_info.txt." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Granite speech strict-config loading and Windows ROCm import failures are unrelated bugs." + "reason": "These are unrelated: config strictness for granite_speech versus Windows ROCm import/type errors." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "A model-loading regression for `physical-intelligence/fast` is unrelated to protobuf error masking in tokenizer decoding." + "reason": "Model loading failure for physical-intelligence/fast is not the same as tokenizer error masking when protobuf is absent." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files in `processor.save_pretrained()` is unrelated to missing vision backend handling in AutoProcessor." + "reason": "processor.save_pretrained missing files is different from AutoProcessor reporting an unrecognized image processor due to missing backend." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe/transformers 5.0 compatibility is unrelated to CPU vs CUDA result divergence in PPDocLayoutV3." + "reason": "A Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are different concrete code paths." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 `from_pretrained` failure is unrelated to deepspeed double optimizer-step behavior." + "reason": "gemma-4 zero3 from_pretrained and a duplicate optimizer step under deepspeed are separate training/runtime bugs." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "Different models and errors: SAM 3 Video missing attribute vs Qwen3OmniMoe video-input ValueError." + "reason": "Bart generate() UnboundLocalError and MLflow job-state reporting are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss omission is unrelated to LwDetrImageLoss AMP/CUDA crash." + "reason": "Missing load-balancing loss when output_router_logits=False is unrelated to an AMP/CUDA crash in LwDetrImageLoss." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "BART generate() UnboundLocalError is unrelated to MLflow not reporting failed jobs." + "reason": "SAM 3 Video missing an attribute and Qwen3OmniMoe video-input validation failures are different model pipelines." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to the broad ESM2 breakage report." + "reason": "BigBirdTokenizer special-token decode behavior is unrelated to ESM2 being broken." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-weights warning in Qwen3.5 LoRA fine-tuning is not the same bug as the flash-attention generation regression." - }, - { - "left": "issue:46305", - "right": "issue:46315", - "accept": false, - "reason": "Sliding-window mask off-by-one is unrelated to convert_tokens_to_ids performance regression." + "reason": "A tied-weights warning in Qwen3.5 fine-tuning is not the same as a flash-attention generation regression." } ] }, @@ -14775,7 +14882,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:39692", "issue:42199", @@ -14784,16 +14891,13 @@ "issue:43065", "issue:43408", "issue:43475", - "issue:43482", - "issue:43643", - "issue:43646", "issue:43701", "issue:43723", "issue:43784", "issue:43906", "issue:43931", + "issue:43976", "issue:43994", - "issue:44162", "issue:44188", "issue:44297", "issue:44361", @@ -14812,6 +14916,8 @@ "issue:46123", "issue:46132", "issue:46202", + "issue:46305", + "issue:46315", "issue:46399", "issue:46421", "issue:46710", @@ -14821,243 +14927,245 @@ "issue:46851", "issue:46858", "issue:47020", + "issue:47059", "issue:47068", "issue:47145", - "issue:47312" + "issue:47312", + "issue:47429" ], "soft_pairs": [ + "issue:46305|issue:46315", "issue:42994|issue:47312", - "issue:45412|issue:46123", "issue:43723|issue:46710", "issue:43065|issue:43408", + "issue:45412|issue:46123", "issue:42886|issue:45229", + "issue:47059|issue:47429", "issue:43931|issue:44368", - "issue:45987|issue:46082", "issue:43906|issue:46202", + "issue:45987|issue:46082", "issue:44361|issue:44749", "issue:45103|issue:46858", "issue:42199|issue:46851", "issue:43994|issue:46726", "issue:44368|issue:45563", - "issue:46752|issue:47020", "issue:44188|issue:46202", "issue:46132|issue:47145", - "issue:45593|issue:47068", + "issue:46752|issue:47020", "issue:43701|issue:44749", - "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:43976|issue:47429", "issue:44483|issue:46202", "issue:43784|issue:46399", + "issue:44188|issue:46421", "issue:44749|issue:45656", "issue:44297|issue:44623", - "issue:43065|issue:46123", - "issue:43475|issue:46821", "issue:39692|issue:46726", - "issue:43646|issue:44162", - "issue:43475|issue:43643", - "issue:42994|issue:43482" + "issue:43065|issue:46123", + "issue:43475|issue:46821" ], - "prepared_review_unit_hash": "e3a2811d382853dda7ee619fa67dbc6eeeba455d035dae2c7f60d33b807dcfca", + "prepared_review_unit_hash": "5a97b4ed62100e788416cabc50ae724f02f590ff37f21d78d2e750f1f711557a", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35925, - "estimated_input_tokens": 8982, - "estimated_eval_tokens": 18220 + "serialized_chars": 36641, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports across tokenizers, model loading, cache behavior, SAM3, Qwen, and performance regressions. None of the soft pairs look like the same underlying bug or change, so all should stay separate.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43994 is the clearest, most actionable user-facing bug report in the set: it names a specific model, a concrete broken behavior, and a reproducible symptom.", + "summary": "The cluster is heterogeneous, and every soft edge looks like a false positive rather than a true duplicate. The items span unrelated tokenizer, model-loading, cache, compile, pipeline, and documentation bugs.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: these items cover unrelated bugs across tokenizers, cache, models, pipelines, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 is the strongest standalone issue to anchor triage because it is specific, well-scoped, and directly describes a concrete failure mode rather than a broad warning or meta regression.", + "best_issue_reason": "No single issue is a safe global representative; the soft pairs are all non-duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42994", - "right": "issue:47312", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "Different problems: quantized model saving failure vs kernel-version incompatibility." + "reason": "Different failure modes: a streaming mask off-by-one versus a tokenizer conversion slowdown regression." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:42994", + "right": "issue:47312", "accept": false, - "reason": "Unrelated: RT-DETR memory release vs MaskGenerationPipeline partial-batch dropping." + "reason": "Quantized model saving failure is unrelated to kernel compatibility with version 0.16." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 and an accuracy regression are different bugs." + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are different problems." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both touch SAM3, but one is a dummy Conv2d implementation issue and the other is a model-type mismatch warning." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as a model-type mismatch warning." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory cleanup and MaskGenerationPipeline partial-batch handling are unrelated." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading is unrelated to multi-GPU OOM." + "reason": "Offline tokenizer cache loading is unrelated to Gemma multi-GPU CUDA OOM." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:47059", + "right": "issue:47429", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a tied-embeddings warning are not the same bug." + "reason": "A CLI test break with huggingface_hub is not the same as the tokenizers upper-bound packaging issue." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation are separate issues." + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are different concerns." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Isolated reproduction of a referenced issue vs Gemma pipeline roundtrip failure do not match." + "reason": "An isolated reproduction of another issue is not enough to match the Gemma pipeline roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq_length contract bug and LlamaConfig head_dim validation are different code paths." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and a performance slowdown after upgrade are different failure modes." + "reason": "Tokenizer AttributeError on tasks is unrelated to a post-upgrade filtering slowdown." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Docstring parsing crash under future annotations is unrelated to cache seq-length tensor arithmetic." + "reason": "auto_docstring annotations crash and cache seq_length tensor arithmetic are unrelated regressions." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality error and Qwen3.5 variable-length input handling are unrelated." + "reason": "DETR cardinality/background-class logic does not match Qwen3.5 variable-length position_ids." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and missing-vision-backend processor loading are different bugs." + "reason": "SigLIP2 doc/model mismatch plus quantization failure is unrelated to missing vision-backend image processor handling." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tied-embeddings warning during LoRA fine-tuning is unrelated to stale num_return_sequences warning logic." - }, - { - "left": "issue:46752", - "right": "issue:47020", - "accept": false, - "reason": "Empty chat-template input crash and XLMRobertaTokenizer vocab-type mismatch are distinct." + "reason": "A tie_word_embeddings warning is not the same as a stale num_return_sequences warning in paged generate()." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma token roundtrip failure." + "reason": "torch.compile kernel divergence is unrelated to the Gemma pipeline roundtrip tokenization issue." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "Registry behavior change and FP8 checkpoint scaling omission are different code paths." + "reason": "AttentionInterface.register behavior change and FP8 weight_scale omission are distinct bugs." }, { - "left": "issue:45593", - "right": "issue:47068", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "Missing auxiliary losses and host synchronization in deepspeed loss computation are unrelated." + "reason": "Empty chat template crash and XLMRobertaTokenizer Unigram type mismatch are unrelated." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and post-upgrade slowdown are not the same issue." + "reason": "Checkpoint key mismatch does not share the same underlying cause as the data-filtering slowdown." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:45593", + "right": "issue:47068", "accept": false, - "reason": "Both involve compile/cache behavior, but one is kernel divergence and the other is spurious recompilation from lazy cache init." + "reason": "Missing auxiliary losses and a CUDA tensor conditional synchronization issue are different." + }, + { + "left": "issue:43976", + "right": "issue:47429", + "accept": false, + "reason": "Python version support breakage is unrelated to the tokenizers version upper-bound packaging problem." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated." + "reason": "Chat completions request rejection is unrelated to the Gemma pipeline roundtrip failure." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Missing nn import on sentence-transformers import and a Qwen3.5 rotary-pos-emb registration error are different bugs." + "reason": "Missing nn import and a missing decorator on apply_rotary_pos_emb registration are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "These are both compile/cache-related, but they affect different mechanisms and code paths." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Training slowdown after upgrade and double optimizer stepping under deepspeed are separate regressions." + "reason": "A slowdown regression is not the same as optimizer.step being called twice under deepspeed." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save metadata mismatch and processor save missing files are related broadly, but not the same concrete bug." - }, - { - "left": "issue:43065", - "right": "issue:46123", - "accept": false, - "reason": "SAM3 pixel-decoder dummy layer issue is unrelated to mask-generation partial batch handling." - }, - { - "left": "issue:43475", - "right": "issue:46821", - "accept": false, - "reason": "SAM3 vision encoder output attribute bug and TimesFM window_size AttributeError are different models and failures." + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are distinct save-path bugs." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 docs example errors and AutoProcessor missing-backend handling are not the same underlying problem." + "reason": "SigLIP2 documentation example errors are unrelated to AutoProcessor backend-missing behavior." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Custom model initialization breakage and ESM2 breakage are unrelated." + "reason": "SAM3 pixel decoder dummy Conv2d and mask-generation partial-batch handling are unrelated." }, { "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "SAM3 vision output attribute error and AutoConfig trust_remote_code field loss are unrelated." - }, - { - "left": "issue:42994", - "right": "issue:43482", + "right": "issue:46821", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different issues." + "reason": "Missing fpn_position_embeddings in SAM3 video and TimesFM window_size AttributeError are different issues." } ] }, @@ -15079,34 +15187,36 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:28282", - "issue:29925", - "issue:30333", "issue:30990", "issue:36010", "issue:41628", - "issue:42371", + "issue:42994", "issue:43232", "issue:43278", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", "issue:43673", "issue:43723", "issue:43873", "issue:44038", + "issue:44162", "issue:44188", + "issue:44279", "issue:44373", + "issue:44451", "issue:44623", "issue:44661", - "issue:44792", - "issue:44857", "issue:44869", "issue:44871", "issue:44933", "issue:44945", "issue:44964", "issue:45081", - "issue:45092", "issue:45103", "issue:45137", "issue:45230", @@ -15114,262 +15224,254 @@ "issue:45356", "issue:45375", "issue:45397", - "issue:45406", "issue:45478", "issue:45561", - "issue:45593", "issue:45656", "issue:46132", - "issue:46202", "issue:46326", "issue:46463", - "issue:46701", "issue:46851", "issue:46877", "issue:47000", "issue:47059", - "issue:47217" + "issue:47217", + "issue:47429" ], "soft_pairs": [ + "issue:43646|issue:44162", "issue:44964|issue:45137", + "issue:43475|issue:43643", + "issue:42994|issue:43482", "issue:45230|issue:45397", "issue:46463|issue:46877", - "issue:44373|issue:46851", "issue:44623|issue:45656", + "issue:44373|issue:46851", "issue:28282|issue:30990", "issue:44871|issue:46132", "issue:43723|issue:46326", "issue:44188|issue:46851", "issue:45561|issue:47217", - "issue:43232|issue:43673", "issue:46877|issue:47000", - "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44451|issue:47429", "issue:44038|issue:44623", - "issue:44661|issue:47059", + "issue:44869|issue:45356", + "issue:44279|issue:47429", "issue:36010|issue:41628", "issue:45375|issue:45478", - "issue:41628|issue:44933", + "issue:44661|issue:47059", "issue:43873|issue:44945", - "issue:45310|issue:45375", - "issue:45081|issue:45103", + "issue:41628|issue:44933", "issue:43278|issue:45137", - "issue:42371|issue:45092", - "issue:29925|issue:30333", - "issue:45406|issue:46202", - "issue:44857|issue:46877", - "issue:46202|issue:46701", - "issue:45593|issue:46877", - "issue:43232|issue:44792" + "issue:45310|issue:45375", + "issue:45081|issue:45103" ], - "prepared_review_unit_hash": "d4a1aaae0369371eeaad55237e11e6da155ecaef015b9040e4067de3b5a83683", + "prepared_review_unit_hash": "7bb680d17fdd04bb6c71a78282809ba21dcb41473349ce42854ec695e6047aab", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36136, - "estimated_input_tokens": 9034, - "estimated_eval_tokens": 18324 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34857, + "estimated_input_tokens": 8715, + "estimated_eval_tokens": 17686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The soft pairs share broad vocabulary (generation, tokenizers, loading, model families) but not the same concrete failure mode, so none should be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43723 is the broadest representative of the cluster\u2019s recurring v5 loading/tokenizer regressions, but the overall set is too heterogeneous to treat as one true duplicate cluster.", + "summary": "Most items are distinct user reports across unrelated regressions, model families, or tooling issues. The only strong duplicate-adjacent cluster is the Qwen3.5-Moe v5.4.0 from_pretrained/config regression.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45310 is the clearest user-facing report of the Qwen3.5-Moe transformers>=5.4.0 regression, with the affected model, version, and failure mode spelled out.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the most general, reusable representative issue among the set; it covers a common user-facing loading path without being tied to one niche model.", + "best_issue_reason": "issue:45310 is the best representative issue because it is concrete, broadly phrased enough to capture the regression, and directly tied to the affected model/version.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are transformer-related, but they describe different problems: custom model init vs ESM2 breakage." + }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different failures: model import/load regression vs DeepSpeed ZeRO3 deque error." + "reason": "A model-loading regression and a DeepSpeed ZeRO3 deque error are unrelated code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "One is a SAM3 vision encoder attribute bug; the other is AutoConfig/trust_remote_code returning incomplete fields." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and GGUF loading with v5 are different failures." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic placeholder bug report vs specific gemma-4 ZeRO3 from_pretrained failure." + "reason": "A generic bug report and a gemma-4 Zero3 from_pretrained issue do not describe the same bug." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder-input validation error message vs auto_docstring stdout logging; unrelated code paths." + "reason": "Decoder input validation error messaging and auto_docstring stdout logging are unrelated." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Docstring typo vs real variable-length position_ids bug; not the same issue." + "reason": "processor.save_pretrained missing files is not the same as an optimizer stepping twice under deepspeed." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Processor save_pretrained missing files vs deepspeed optimizer double-step; unrelated." + "reason": "Wrong docstring for position_ids is documentation-only; the other is a runtime position_ids bug." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch import error vs loading hang in Sentence Transformers; same area, different bug." + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different symptoms with different causes." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id config inconsistency vs AttentionInterface.register behavior change." + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizers, but one is v5 AutoTokenizer loading and the other is mistral_common continue_final_message handling." + "reason": "Tokenizer loading in v5 and continue_final_message with mistral_common are different tokenizer bugs." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Qwen3.5 variable-length position_ids; different failure modes." + "reason": "torch.compile attention kernel branching and Qwen3.5 variable-length position_ids are different issues." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "pytest-xdist file race vs vision-language image-placeholder parsing; unrelated." + "reason": "A test xdist race on captured_info.txt is unrelated to VL image-placeholder handling." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs missing cache in chunked_prefill; related domain but distinct bugs." + "reason": "Import-time docstring diagnostics and RTDetrLoss cost-matrix infeasibility are unrelated." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Import-time docstring lint output vs RTDetr loss infeasible cost matrix; unrelated." + "reason": "Both are generation-related, but one concerns sync_gpus kwargs propagation and the other missing GenerationMixin cache." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44451", + "right": "issue:47429", "accept": false, - "reason": "Whisper timestamp decode crash vs Kimi-K2.5 tokenizer codec regression; different tokenizer paths." + "reason": "ScandiBERT loading failure and a tokenizers upper-bound packaging issue are not the same bug." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe compatibility bug vs processor.save_pretrained missing files; not the same underlying problem." + "reason": "Qwen3-VL-Moe breakage and processor.save_pretrained missing files affect different paths." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are different tokenizer edge cases." + }, + { + "left": "issue:44279", + "right": "issue:47429", "accept": false, - "reason": "add-new-model-like tokenizer mapping failure vs huggingface_hub CLI completion regression; unrelated." + "reason": "A generic dependency issue is not the same as the specific tokenizers version-cap problem." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Missing GenerationMixin export vs missing AutoImageProcessor export; both import errors but not one concrete bug." + "reason": "Both are import errors, but they concern different symbols and different API breakages." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Config field dropped by @strict vs from_pretrained error for Qwen3.5 Moe; same family, different defects." + "accept": true, + "reason": "Both reports point to the same Qwen3.5-Moe transformers>=5.4.0 from_pretrained regression; one just phrases it via the missing config field." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "Top-level transformers export missing vs non-existent image_utils import; not duplicates." + "reason": "add-new-model-like/tokenizer mapping logic and a cli completion attribute error are unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading issue vs pipeline parallelism output divergence; unrelated." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Qwen3.5 Moe from_pretrained error vs missing VisionConfig field; same model line, different root cause." + "reason": "Quantization offloading behavior and incorrect pipeline-parallel LLM output are different failure modes." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Mistral regex tokenizer crash vs auto_docstring future-annotations crash; unrelated." + "reason": "Missing AutoImageProcessor import and a nonexistent image_utils import are similar API complaints but not the same concrete bug." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "BF16-to-FP32 dtype regression in eval vs ZeRO3 deque IndexError; different subsystems." - }, - { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "TF32 API warning/update vs InternVL2 meta-init incompatibility; unrelated." - }, - { - "left": "issue:29925", - "right": "issue:30333", - "accept": false, - "reason": "Tokenizer fast-mode enforcement vs MLflow stale-running reporting; unrelated." - }, - { - "left": "issue:45406", - "right": "issue:46202", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer vs Gemma pipeline roundtrip failure; both Gemma-related but not the same bug." - }, - { - "left": "issue:44857", - "right": "issue:46877", - "accept": false, - "reason": "CUDA AMP crash in LwDetrImageLoss vs docstring lint stdout noise; unrelated." + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to a Zero3 deque pop error." }, { - "left": "issue:46202", - "right": "issue:46701", - "accept": false, - "reason": "Gemma token roundtrip issue vs DiffusionGemma image-text-to-text pipeline failure; different code paths." + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same underlying Qwen3.5-Moe v5.4.0 regression: from_pretrained fails because required config data is missing or mishandled." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "D-FINE auxiliary-loss bug vs auto_docstring import-time diagnostics; unrelated." + "reason": "Mistral tokenizer regex patching and auto_docstring future-annotations crashes are unrelated." }, { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation kwargs/sync_gpus issue vs janus image generation test failure; not the same defect." + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These are duplicate descriptions of the same Qwen3.5-Moe from_pretrained/config regression in transformers>=5.4.0." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only clearly duplicate-adjacent cluster is the Qwen3.5-Moe v5.4.0 from_pretrained/config regression, and the true soft-edge verdicts there are supported by the titles. The false verdicts are cautious and do not overstate sameness." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15384,321 +15486,313 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ + "issue:29925", "issue:30333", "issue:30990", "issue:33290", - "issue:34689", "issue:35141", - "issue:36331", - "issue:39692", "issue:41628", "issue:42175", + "issue:42371", "issue:42673", "issue:42831", "issue:42898", - "issue:43295", + "issue:43232", "issue:43479", "issue:43704", - "issue:43723", "issue:43784", "issue:43824", "issue:43976", "issue:44038", "issue:44060", - "issue:44079", "issue:44186", "issue:44222", "issue:44351", - "issue:44448", "issue:44496", "issue:44568", - "issue:44623", "issue:44743", + "issue:44792", "issue:44843", + "issue:44857", "issue:44933", "issue:44945", + "issue:45092", "issue:45125", "issue:45310", "issue:45405", + "issue:45406", "issue:45561", - "issue:45600", + "issue:45593", "issue:45712", "issue:45753", "issue:45812", + "issue:46202", "issue:46693", + "issue:46701", "issue:46829", "issue:46877", - "issue:46909", "issue:47059", "issue:47068", "issue:47085" ], "soft_pairs": [ - "issue:42175|issue:44933", + "issue:42371|issue:45092", + "issue:29925|issue:30333", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:43232|issue:44792", "issue:43784|issue:43824", + "issue:42175|issue:44933", "issue:44038|issue:45310", "issue:41628|issue:44351", "issue:44222|issue:45310", + "issue:30333|issue:33290", "issue:45405|issue:46877", "issue:44743|issue:47068", - "issue:30333|issue:33290", "issue:45561|issue:47059", "issue:42175|issue:45712", - "issue:44945|issue:45753", "issue:42898|issue:44568", + "issue:44945|issue:45753", "issue:42831|issue:44222", "issue:42898|issue:45812", "issue:44496|issue:45561", + "issue:30990|issue:35141", "issue:43976|issue:44933", "issue:44843|issue:47085", - "issue:30990|issue:35141", "issue:44568|issue:47085", - "issue:44186|issue:47085", "issue:43479|issue:46829", - "issue:44060|issue:45125", - "issue:42673|issue:43704", + "issue:44186|issue:47085", "issue:42673|issue:46693", - "issue:44623|issue:45310", - "issue:39692|issue:46909", - "issue:43723|issue:44568", - "issue:43479|issue:44079", - "issue:30333|issue:36331", - "issue:45600|issue:47059", - "issue:42898|issue:44448", - "issue:30333|issue:34689", - "issue:42898|issue:43295" + "issue:44060|issue:45125", + "issue:42673|issue:43704" ], - "prepared_review_unit_hash": "ee26f035ce737e4a0537ad1029d1d7c5d35449deba74d77e6561e035e651074c", + "prepared_review_unit_hash": "d3dcb4d4813b67a3082306a9a2f68188665d1dc2f2515dd73ce2e684f6d47774", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37590, - "estimated_input_tokens": 9398, - "estimated_eval_tokens": 19052 + "soft_pair_count": 31, + "serialized_chars": 36920, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The only accepted duplicate is issue:42673 \u2194 issue:43704: they have the same title and describe the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads. The metadata supports 42673 as the cleaner canonical issue because it is earlier and has slightly more discussion activity, but not because of any stronger inbound-reference signal.", - "confidence": 0.98, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier report of the exact same Qwen3ForCausalLM VRAM-leak bug and has slightly more discussion activity than issue:43704.", + "summary": "This cluster is mostly heterogeneous issue reports across unrelated bugs. The only clear duplicate soft edge is the repeated Qwen3ForCausalLM VRAM leak report (#42673 / #43704).", + "confidence": 0.93, + "canonical_issue_reason": "#42673 is the strongest anchor in the only true duplicate pair: #43704 repeats the same VRAM-leak title, while #42673 has more discussion/context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best issue for the duplicate pair since it matches issue:43704 exactly by title and apparent bug description, while also being the earlier and slightly more active report.", + "best_issue_reason": "#42673 is the best issue to keep as the representative ticket because it is the earliest, has more context, and matches an exact duplicate (#43704).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Different problems: TF32 backend settings vs. old InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:29925", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated: SigLIP tokenizer fast-tokenizer enforcement vs. MLflow reporting after failed training." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Different bugs in different areas: LwDetrImageLoss AMP/CUDA crash vs. docstring lint output at import time." + }, + { + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Different bugs: TensorFlow backend packaging vs a missing import from image_utils." + "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a tokenizer roundtrip failure." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Same model family, but distinct failures and code paths: tokenizer roundtrip vs. image-text pipeline not working." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated: D-FINE auxiliary-loss behavior vs. auto_docstring printing diagnostics at import." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-sync kwargs issue vs. a janus image generation test failure; not the same bug." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import failures involving different symbols and failure contexts." + "reason": "Different import errors affecting different symbols and models." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend installation dependency issue vs. a missing image_utils import; no shared code path." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen/Moe-related, but they describe different models and different loading/version failures." + "reason": "Related model family, but different model variants and errors across different versions." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: AutoImageProcessor vs HybridCache." + "reason": "Different missing imports: AutoImageProcessor vs. HybridCache." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained behavior is a different code path from a from_pretrained loading error." + "reason": "FP8 save_pretrained/moe behavior is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different runtime issues: MLflow reporting vs. DeepSpeed OOM with Adafactor." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Unrelated issues: dependency version bump vs doc-lint output at import time." + "reason": "PEFT version pinning issue vs. import-time docstring diagnostics; unrelated." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Different failures in different code paths: recurrent state reset vs host sync in deepspeed loss." - }, - { - "left": "issue:30333", - "right": "issue:33290", - "accept": false, - "reason": "MLflow reporting after failure is unrelated to an Adafactor OOM." + "reason": "Different generation/runtime issues in separate code paths." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "pytest-xdist file race and huggingface_hub CLI breakage are separate problems." + "reason": "Pytest-xdist file race vs. CLI breakage with huggingface_hub; unrelated." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "TensorFlow backend packaging vs leftover dummy classes are unrelated." + "reason": "Dependency/backends packaging issue vs. dummy class cleanup in repo checks." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Pipeline-parallel output corruption is not the same as an image-specific infinite loop." + "reason": "Both are tokenizer-related v5 regressions, but they describe different behaviors and likely different fixes." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Both involve tokenization, but the regressions and affected behavior are different." + "reason": "Pipeline-parallelism output bug vs. an image-triggered infinite loop in Qwen3_5." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Different FP8-related issues: accuracy regression vs save_pretrained behavior." + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained/moe behavior." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different models and outcomes." + "reason": "Different tokenizer regressions: cleanup-space behavior vs. wrong token IDs for Granite models." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config is unrelated to the pytest-xdist file race." + "reason": "Unrelated: unrecognized model/config issue vs. pytest-xdist captured_info race." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang vs. embedding reinitialization bug; not the same underlying problem." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility is unrelated to the image_utils import failure." + "reason": "Python-version compatibility issue vs. missing import from image_utils." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline model_info lookup and tokenizer thread-safety are different bugs." + "reason": "Offline model_info call bug vs. tokenizer thread-safety regression; different code paths." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Loading hang vs embedding reinitialization are unrelated." + "reason": "Tokenizer special-token regression vs. fast tokenizer thread-safety; not duplicates." }, { - "left": "issue:44568", - "right": "issue:47085", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Special-token behavior and tokenizer thread safety are different problems." + "reason": "Config initialization bug vs. output object field mismatch; unrelated." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes are not the same as a Rust tokenizer thread-safety regression." + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs. tokenizer thread-safety; different failures." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Different multimodal/model-output bugs with no shared code-path evidence." + "reason": "Both are performance/runtime-related, but one is a VRAM leak in multi-dataloader threads and the other is a long-context FA2 regression." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing _tp_plan are different Qwen3 issues." + "reason": "Different Qwen3 model bugs: tied-weights warning vs. missing tensor-parallel plan." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact duplicate: identical title and same Qwen3ForCausalLM VRAM leak scenario in multiple dataloader threads." - }, - { - "left": "issue:42673", - "right": "issue:46693", - "accept": false, - "reason": "Qwen3 VRAM leak and FA2 long-context performance regression are unrelated." - }, - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Missing processor save files is unrelated to the Qwen3.5 MoE loading error." - }, - { - "left": "issue:39692", - "right": "issue:46909", - "accept": false, - "reason": "Both are documentation examples, but they concern different models and different failures." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer loading in v5 is broader than the add_special_tokens BOS/EOS issue." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Multimodal config defaults vs ModelOutput key assignment are unrelated internals." - }, - { - "left": "issue:30333", - "right": "issue:36331", - "accept": false, - "reason": "MLflow reporting after failure and compute_loss signature break are unrelated." - }, - { - "left": "issue:45600", - "right": "issue:47059", - "accept": false, - "reason": "Removed auto-mapping references and CLI completion breakage are unrelated." - }, - { - "left": "issue:42898", - "right": "issue:44448", - "accept": false, - "reason": "Both are regressions, but one is tokenizer cleanup and the other is Pegasus output drift." - }, - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "Tokenizer cleanup semantics and processor/tokenizer image-handling regression are different code paths." + "reason": "Exact duplicate: same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The 42673\u219443704 pairing is plausible, but the rationale overstates the packet evidence. Both issues have identical titles and 42673 has more discussion activity, but the packet does not show stronger inbound/reference signal for 42673 (both inbound_references are 0). Phrases like \"more referenced instance\" and \"stronger discussion/inbound signal\" are not grounded as written. Please keep the duplicate verdict conservative and tied only to the metadata shown." + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and the only clearly supported duplicate is #42673/#43704, which share the same title and bug description. The representative-ticket rationale is conservative and backed by earlier creation date plus more discussion/context. The soft-edge rejections also stay cautious and do not overclaim merges or duplicates beyond what the packet supports." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15714,42 +15808,44 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:22355", "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", "issue:42222", "issue:42673", "issue:42796", "issue:42831", "issue:42898", "issue:43116", - "issue:43232", + "issue:43295", "issue:43479", - "issue:43504", "issue:43723", "issue:43874", "issue:44016", "issue:44075", + "issue:44079", "issue:44190", "issue:44222", "issue:44295", "issue:44297", - "issue:44373", "issue:44448", - "issue:44485", + "issue:44568", "issue:44623", "issue:44734", "issue:44779", "issue:44869", - "issue:44933", - "issue:44977", "issue:45092", "issue:45103", "issue:45200", "issue:45245", "issue:45310", "issue:45405", + "issue:45600", "issue:45656", "issue:45712", "issue:46077", @@ -15758,28 +15854,35 @@ "issue:46209", "issue:46231", "issue:46431", - "issue:46614", "issue:46665", - "issue:46932", + "issue:46909", "issue:47059", - "issue:47085", - "issue:47276" + "issue:47085" ], "soft_pairs": [ - "issue:43479|issue:44869", + "issue:44623|issue:45310", + "issue:39692|issue:46909", + "issue:43723|issue:44568", + "issue:30333|issue:36331", + "issue:43479|issue:44079", + "issue:30333|issue:34689", + "issue:45600|issue:47059", + "issue:42898|issue:44448", + "issue:42898|issue:43295", "issue:42673|issue:47085", "issue:42898|issue:44779", + "issue:43479|issue:44869", "issue:44016|issue:46231", - "issue:46077|issue:46123", "issue:22355|issue:28282", + "issue:46077|issue:46123", "issue:42222|issue:45200", "issue:46209|issue:46431", "issue:44295|issue:45656", "issue:44734|issue:45103", "issue:42796|issue:43723", + "issue:43874|issue:45092", "issue:45405|issue:45712", "issue:43116|issue:44190", - "issue:43874|issue:45092", "issue:44448|issue:46132", "issue:44222|issue:44297", "issue:43479|issue:46665", @@ -15787,217 +15890,222 @@ "issue:42831|issue:44623", "issue:44075|issue:46231", "issue:45245|issue:46132", - "issue:44222|issue:44623", - "issue:44933|issue:45712", - "issue:43723|issue:44977", - "issue:44373|issue:44485", - "issue:44297|issue:45310", - "issue:43232|issue:47276", - "issue:43504|issue:47059", - "issue:46614|issue:46932" + "issue:44222|issue:44623" ], - "prepared_review_unit_hash": "cf3b1ef90907109ef05b3edc0c23d0b38d7ceb6b6c1da591de947eef0f0c1531", + "prepared_review_unit_hash": "4813c4ec4f49468f42086dda4c163ba569f117dc3f9823cf919e72f3beebb619", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36302, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "soft_pair_count": 31, + "serialized_chars": 37074, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: tokenizer, multimodal, serving, training, docs, and FP8 issues mixed together. The soft pairs are mostly superficial topical overlaps rather than the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "Mostly false positives: this cluster is a grab bag of unrelated Transformers bugs (tokenizers, model loading, training, docs, serving, infra). None of the soft pairs look like the same underlying issue/change, so there is no meaningful duplicate canonicalization here.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items span many unrelated code paths and only share broad repository-level similarity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest standalone bug report here: concrete regression, clear affected model, and specific v4\u2192v5 behavior change.", + "best_issue_reason": "No strong best issue for deduping. The closest repeated theme is tokenizer/v5 regressions, but even those pairs still describe different bugs and fixes.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: processor.save_pretrained missing files vs a Qwen3.5 MoE from_pretrained error. Same broad loading area, different code path." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but for different models and different mistakes; not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading in v5 and special_tokens/BOS-EOS behavior are distinct tokenizer bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to Trainer.compute_loss() receiving num_items_in_batch." + }, { "left": "issue:43479", - "right": "issue:44869", + "right": "issue:44079", + "accept": false, + "reason": "Phi4 config initialization and ModelOutput key assignment are separate internals with no shared failure mode." + }, + { + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Different subsystems and symptoms: multimodal config defaults vs Whisper timestamp decoding crash." + "reason": "MLFlow job-state reporting is unrelated to Llama 3.2 Vision model loading breakage in 4.46.2." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings.py stale config references and huggingface_hub CLI breakage are different CI/runtime issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenization cleanup behavior in v5 is not the same as Pegasus output differences between v4 and v5." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "clean_up_tokenization_spaces regression and processor.tokenizer/images handling regression affect different APIs." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "Both involve threads, but one is a Qwen3 VRAM leak in dataloader threads and the other is Rust tokenizer thread-safety regression." + "reason": "VRAM leakage across dataloader threads is not the same as fast tokenizer thread-unsafety." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they describe different models and different failure modes/code paths." + "reason": "Both are tokenizer-related v5 regressions, but they concern different tokenizers and different broken behavior." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated issues." + "reason": "Phi4MultimodalConfig default init bug is unrelated to Whisper word timestamp decode crashing on trailing replacement characters." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Gemma4 attention-mask bug and MaskGenerationPipeline dropping partial-batch results are different bugs." + "reason": "A notebook syntax error is not the same as a docs parameter-name mismatch." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is a missing PyTorch dependency." + "reason": "Missing transformers.onnx module and missing PyTorch for AutoModel are separate import/dependency issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and final partial-batch dropping are unrelated pipeline/model bugs." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different multimodal bugs: vitpose model breakage vs Gemma 4 text-only fine-tuning defaults." + "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaults involve different model families and fixes." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing processor chat template are unrelated." + "reason": "FP8 inference on B200 and apply_chat_template requiring a chat template are unrelated features." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access error is unrelated to deepspeed causing double optimizer steps." + "reason": "Reading a registered position_ids buffer is unrelated to DeepSpeed causing optimizer.step() to run twice." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing crash and auto_docstring AttributeError are separate code paths." + "reason": "Serving KV-cache continuation indexing and auto_docstring future-annotations handling are different subsystems." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Both concern tokenizers, but one is BPE marker handling and the other is AutoTokenizer loading in v5." + "reason": "Tokenizer BPE marker handling and AutoTokenizer.from_pretrained loading are different tokenizer issues." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance issues." + "reason": "Missing image-processor method and remote-code meta-init incompatibility are both multimodal loading problems, but not the same bug." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Different example scripts with different failures: empty multi-label output vs local dataset loading." + "reason": "A version-pin bump to unreleased peft and leftover dummy classes failing repo checks are unrelated maintenance issues." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Missing image-patch-count API and remote-code meta-init incompatibility are different multimodal loading problems." + "reason": "Multi-label classification example output and local dataset loading in a different example script are unrelated." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus v4/v5 output change and AttentionInterface.register behavior change are not the same bug." + "reason": "Pegasus v4/v5 output drift and AttentionInterface.register behavior changes do not share a concrete code path." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE model saving and the other is tokenizer metadata serialization." + "reason": "FP8 save_pretrained for MoE and tokenizer_class mismatch in tokenizer_config.json are different save_pretrained bugs." }, { "left": "issue:43479", "right": "issue:46665", "accept": false, - "reason": "Both mention pretrained/model loading behavior, but one is config initialization and the other is inconsistent from_pretrained usage inside classes." + "reason": "Incorrect default multimodal config init is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch and deepspeed double optimizer steps are unrelated." + "reason": "Tokenizer config class mismatch and doubled optimizer steps are completely separate issues." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy problem and processor.save_pretrained missing files are different categories of bugs." + "reason": "FP8 accuracy problems and processor.save_pretrained missing files are different failures and fixes." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer args not used and a docstring parameter-name mismatch are unrelated." + "reason": "SGD args being ignored is not the same as a documentation parameter-name typo." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-cardinality runtime error and registered-function behavior change do not describe the same issue." + "reason": "Category-count limits and AttentionInterface.register behavior changes are unrelated." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Model save_pretrained bug and processor.save_pretrained missing files are different save-path issues." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Both are namespace/import surface issues, but one is a missing import from image_utils and the other is dummy classes leaking into dir(transformers)." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer loading in v5 and Deepseek tokenizer output regression are different problems." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "Wrong docstring for position_ids is not the same as GLM-5 RoPE implementation behavior." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer save_pretrained mismatch and Qwen3.5 MoE from_pretrained error are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:47276", - "accept": false, - "reason": "Generation kwargs update bug and a misleading synced_gpus warning are different issues." - }, - { - "left": "issue:43504", - "right": "issue:47059", - "accept": false, - "reason": "Legacy field blocking BEiT preset loading is unrelated to the huggingface_hub CLI incompatibility." - }, - { - "left": "issue:46614", - "right": "issue:46932", - "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "MoE FP8 save_pretrained and processor.save_pretrained missing files are different APIs and defects." } ] }, @@ -16019,42 +16127,40 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ - "issue:22355", - "issue:27957", - "issue:28218", "issue:30990", "issue:38175", "issue:41628", "issue:42757", - "issue:42831", "issue:42907", "issue:43122", "issue:43232", "issue:43408", "issue:43475", - "issue:43784", - "issue:43824", + "issue:43504", + "issue:43723", "issue:43986", "issue:44190", "issue:44222", "issue:44263", "issue:44279", "issue:44295", + "issue:44297", "issue:44327", "issue:44360", "issue:44373", - "issue:44483", "issue:44484", + "issue:44485", "issue:44623", + "issue:44933", + "issue:44977", "issue:45071", "issue:45092", "issue:45310", "issue:45357", "issue:45381", - "issue:45406", - "issue:45600", + "issue:45712", "issue:45834", "issue:46050", "issue:46082", @@ -16064,238 +16170,240 @@ "issue:46369", "issue:46402", "issue:46424", - "issue:46655", + "issue:46614", "issue:46726", "issue:46762", "issue:46909", - "issue:47059" + "issue:46932", + "issue:47059", + "issue:47276" ], "soft_pairs": [ - "issue:44327|issue:47059", + "issue:44933|issue:45712", + "issue:43723|issue:44977", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43232|issue:47276", + "issue:43504|issue:47059", "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44327|issue:47059", + "issue:43475|issue:46305", "issue:43232|issue:45834", "issue:41628|issue:42757", - "issue:43475|issue:46305", "issue:30990|issue:38175", "issue:45071|issue:46082", - "issue:45092|issue:45357", "issue:44295|issue:44623", - "issue:43232|issue:46424", + "issue:45092|issue:45357", + "issue:46369|issue:46909", "issue:44190|issue:46082", + "issue:43232|issue:46424", "issue:44222|issue:44484", "issue:42907|issue:46050", - "issue:46369|issue:46909", "issue:43408|issue:46402", "issue:44360|issue:46762", "issue:43986|issue:46726", "issue:45381|issue:46305", "issue:44263|issue:45092", - "issue:44279|issue:46328", "issue:44263|issue:44373", - "issue:22355|issue:27957", - "issue:46305|issue:46655", - "issue:41628|issue:43824", - "issue:43784|issue:45600", - "issue:22355|issue:28218", - "issue:42831|issue:45310", - "issue:44483|issue:45406" + "issue:44279|issue:46328" ], - "prepared_review_unit_hash": "037866918562dfc12a5ac432ec651434d88594e5f76b842d8d367a7aaaf3b4aa", + "prepared_review_unit_hash": "a69c1bb91fb50af662483e0c85b27e9d38d06e69e6f822f6bb83e43aeea8ea68", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35685, - "estimated_input_tokens": 8922, - "estimated_eval_tokens": 18100 + "serialized_chars": 35791, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the candidates span unrelated import errors, model-specific regressions, save/load bugs, quantization issues, processor bugs, and documentation problems. I found no pair that clearly represents the same underlying issue, so there is no good canonical issue for the cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits: the items are not duplicates of one bug, but a mix of unrelated failures across different subsystems and models.", + "summary": "This cluster is mostly a grab-bag of Transformers regression reports around loading/saving/imports/config validation, not a single duplicate bug. None of the soft pairs look like the same underlying issue closely enough to merge.", + "confidence": 0.34, + "canonical_issue_reason": "Issue #43723 is the broadest v5 loading-related regression in the set, so it is the most reasonable anchor if one must pick a representative issue; however, the overall cluster is too heterogeneous for a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a strong global representative because the cluster does not cohere around one root problem.", + "best_issue_reason": "#43723 is the best single issue anchor because it is general and user-facing, but it still only covers one narrow loading problem and does not truly represent the rest of the mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44327", + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both mention import-related breakage, but one is a missing import from image_utils and the other is leftover dummy classes leaking into dir(transformers); different root causes and fixes." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation failure are unrelated bugs affecting different code paths." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "One is a wrong docstring for position_ids; the other is a RoPE implementation discussion. Not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Both are save/load-related, but one is tokenizer_class metadata on save and the other is a Qwen3.5 MoE from_pretrained regression; different failures." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Both touch synced_gpus/generation warnings, but one is a model-kwarg update bug and the other is a misleading warning in continuous batching; not the same underlying defect." + }, + { + "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Different failures: QA span decoding top-k bounds vs CLI completion attribute error." + "reason": "A Beit pretrained preset loading bug and a CLI completion failure from huggingface_hub are unrelated." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization regression is unrelated to FP8 inference failing on B200 hardware." + "reason": "Tokenizer behavior across versions and FP8 inference on B200 are entirely different issues." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated subsystems and failures." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44327", + "right": "issue:47059", "accept": false, - "reason": "Both are import errors, but for different packages and different missing symbols." + "reason": "A QA top-k crash and a CLI attribute error from hub version skew do not share the same code path." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 vision encoder attribute error is unrelated to MoonshineStreaming mask off-by-one." + "reason": "SAM3 output attribute missing and Moonshine streaming mask off-by-one are different model bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling and Kosmos2.5 OCR index overflow are not the same defect." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different dependencies; no shared underlying fix." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading hang and SIGLIP2 zero probabilities are different bugs." + "reason": "Sentence Transformers loading hang and SIGLIP2 zero-probability output are unrelated model issues." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Config type-checking breakage is unrelated to LlamaConfig head_dim validation." + "reason": "Both involve config validation in v5, but PretrainedConfig type checking and LlamaConfig head_dim rejection are different concrete problems." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Both involve model compatibility, but they affect different models and save/load paths." + "reason": "Reading a buffered position_ids tensor and processor.save_pretrained missing files are separate serialization/model API issues." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Registered position_ids buffer reading and missing processor save files are different code paths." + "reason": "Both are model compatibility regressions, but one is meta initialization for old InternVL2 remote-code checkpoints and the other is incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "Generation kwargs handling is unrelated to cache max_cache_length behavior." + "reason": "Memory overflow in sam3-litetext and a broken DIA documentation example are not the same bug." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Dataset loading script issue is unrelated to LlamaConfig head_dim rejection." + "reason": "Local dataset loading in a training script and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "One is a generation-kwarg bug after sync_gpus; the other is cache config max_cache_length being honored only for quantized cache." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug and max_shard_size default question are not the same problem." + "reason": "FP8 save_pretrained for MoE and the default max_shard_size are not the same issue." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both concern model persistence, but one is dequantized save failure and the other is sinq quantization round-trip breakage." - }, - { - "left": "issue:46369", - "right": "issue:46909", - "accept": false, - "reason": "Memory overflow in sam3-litetext is unrelated to a broken documentation example." + "reason": "Both involve save/load of quantized models, but dequantized Ministrals/Devstrals and sinq round-tripping are different quantization workflows." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Model-type warning on SAM3 tracker and missing text encoder weights are different SAM3 issues." + "reason": "Model-type warning for sam3_tracker and missing text encoder weights in Sam3Model are separate SAM3 bugs." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA ReLU omission and Minimax attention numerical differences are unrelated algorithmic issues." + "reason": "A missing ReLU in the DSA indexer and numerical differences in Minimax MSA attention are different code paths." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both mention missing vision support, but one is video AutoProcessor crash and the other is unrecognized image processor handling." + "reason": "Both are backend-missing AutoProcessor failures, but one is torchvision missing for a video model and the other is an unrecognized image processor error; not the same concrete bug." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids mismatch is unrelated to MoonshineStreaming masking off-by-one." + "reason": "Qwen2.5-VL video position IDs and Moonshine sliding window masking are unrelated sequence-handling bugs." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer torch.split behavior is unrelated to remote-code checkpoint meta-init incompatibility." - }, - { - "left": "issue:44279", - "right": "issue:46328", - "accept": false, - "reason": "Generic dependency issue and numpy-to-list inefficiency are not the same bug." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and an InternVL2 meta-init incompatibility do not match." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer torch.split behavior and a wrong position_ids docstring are different kinds of issues." + "reason": "DSA indexer split semantics and a docstring typo about position_ids are clearly different issues." }, { - "left": "issue:22355", - "right": "issue:27957", - "accept": false, - "reason": "ONNX import failure is unrelated to XLMRoberta Flash Attention 2 support." - }, - { - "left": "issue:46305", - "right": "issue:46655", - "accept": false, - "reason": "Different video-processing bugs: sliding-window mask off-by-one vs padding calculation error." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Different missing imports in different model families; no shared underlying bug." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Sentence-transformers import NameError and removed Sam3LiteText mappings are separate breakages." - }, - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "ONNX module import failure and tokenizer added-token spacing are unrelated." - }, - { - "left": "issue:42831", - "right": "issue:45310", - "accept": false, - "reason": "FP8 accuracy issue and Qwen3.5 MoE from_pretrained error do not share a concrete root cause." - }, - { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated server/processor failures." + "reason": "A general dependency issue and a SequenceFeatureExtractor.pad performance regression are not duplicates." } ] }, @@ -16317,282 +16425,283 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ + "issue:22355", "issue:27957", + "issue:28218", "issue:30990", - "issue:33357", "issue:39379", "issue:39401", + "issue:41628", "issue:42757", "issue:42796", "issue:42831", "issue:42886", - "issue:42907", "issue:42994", "issue:43066", "issue:43122", - "issue:43329", "issue:43408", "issue:43540", "issue:43576", "issue:43644", - "issue:43646", "issue:43756", "issue:43784", + "issue:43824", "issue:43986", "issue:44038", "issue:44060", "issue:44188", "issue:44261", "issue:44263", - "issue:44295", - "issue:44297", "issue:44360", "issue:44373", + "issue:44483", "issue:44568", - "issue:44625", "issue:44829", "issue:44964", "issue:45092", "issue:45278", + "issue:45310", "issue:45381", + "issue:45406", + "issue:45600", "issue:45753", "issue:46002", "issue:46172", "issue:46305", - "issue:46326", "issue:46369", + "issue:46655", "issue:46909", "issue:47059", "issue:47217" ], "soft_pairs": [ + "issue:22355|issue:27957", + "issue:46305|issue:46655", + "issue:41628|issue:43824", + "issue:43784|issue:45600", + "issue:22355|issue:28218", + "issue:42831|issue:45310", + "issue:44483|issue:45406", "issue:43576|issue:43784", "issue:43756|issue:44060", "issue:44964|issue:47059", - "issue:44188|issue:44373", "issue:42831|issue:44038", - "issue:44263|issue:44360", + "issue:44188|issue:44373", "issue:44261|issue:45092", - "issue:44829|issue:46002", + "issue:44263|issue:44360", "issue:43986|issue:47217", + "issue:44829|issue:46002", "issue:43644|issue:46305", "issue:42796|issue:43122", "issue:42831|issue:45753", - "issue:39401|issue:44568", "issue:43540|issue:46909", + "issue:39401|issue:44568", "issue:43408|issue:46369", "issue:45381|issue:46909", "issue:42886|issue:43066", "issue:39379|issue:46172", "issue:42886|issue:42994", "issue:27957|issue:30990", - "issue:43646|issue:46002", - "issue:42757|issue:45278", - "issue:30990|issue:33357", - "issue:43329|issue:47059", - "issue:43122|issue:46326", - "issue:44625|issue:44829", - "issue:44295|issue:44297", - "issue:42907|issue:44964" + "issue:42757|issue:45278" ], - "prepared_review_unit_hash": "1a0a98599c3e423f2136d098fc16ab877b7ec7578038727c9dbb49e059152704", + "prepared_review_unit_hash": "46b04855a13e31403b651f61f948703d0256e8475534b47b949a2944e57ddf56", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35223, - "estimated_input_tokens": 8806, - "estimated_eval_tokens": 17868 + "serialized_chars": 35711, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a single duplicate cluster: the items span many unrelated Transformers bug reports across tokenizers, multimodal processors, quantization, CLI, and version-upgrade regressions. The soft-similarity links are mostly superficial title overlap rather than the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits: the cluster is heterogeneous, so choosing one issue would misrepresent the rest.", + "summary": "No soft pair appears to be the same underlying bug/change; most are related only by broad subsystem or theme (tokenizers, imports, vision-language models) but differ in concrete failure mode, code path, or affected model. There are no pull requests in the set.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: these reports do not share one concrete bug or fix path, so none is a reliable representative.", + "best_issue_reason": "issue:47217 is the strongest standalone report: it has a clear, reproducible VL-model failure mode, a specific trigger (image placeholder in user text), and likely broad user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Both are import/load failures, but one is about `transformers env` CLI breakage and the other is a `NameError` during sentence-transformers import; different code paths and fixes." + "reason": "Different problems: missing transformers.onnx module vs XLM-Roberta Flash Attention 2 behavior." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Different model-specific configuration bugs: Smollm3 RoPE-layer handling vs Qwen3-Next tied-weights warning; same broad area, not the same defect." + "reason": "Both are model/video bugs, but the concrete logic differs: sliding-window off-by-one vs padding calculation." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Different failure modes and surfaces: loading a multimodal model versus a CLI test failure against a newer `huggingface_hub`." + "reason": "Both are import errors, but for unrelated symbols and models; no shared code path is evident." }, { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "One is a runtime attention-kernel divergence with `torch.compile`; the other is a docstring issue for `position_ids`." + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and removed Sam3LiteText config references are unrelated regressions." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Module import failure and tokenizer spacing bug are not the same issue." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions API rejection and Gemma4Processor missing _tokenizer are different failure surfaces." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Transformers env CLI breakage and sentence-transformers import NameError are distinct." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer mismatch and tied-weights warning are different model-construction bugs." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading error is unrelated to CLI completion breakage from huggingface_hub." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Both mention accuracy/version issues, but one concerns FineGrainedFP8 accuracy and the other is a Qwen3-VL-Moe transformers 5 bug; no shared code path shown." + "reason": "FP8 accuracy issue and Qwen3-VL-Moe bug are different code paths and symptoms." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Both are DSA indexer-related, but one is about `torch.split()` return values and the other about a missing ReLU; distinct implementation bugs." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Both mention precision/meta-init style issues, but one is MLA `rms_norm_eps` precision and the other is old InternVL2 checkpoints breaking under v5 meta initialization." + "reason": "Missing rms_norm_eps in MLA layernorm and remote-code meta-init incompatibility are not the same bug." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Both relate to training behavior, but one is flash-attention-3 causing degenerate classification training and the other is NaNs after checkout+init; different problems." + "reason": "Both mention DSA/GLM-MoE internals, but the actual defects differ: split semantics vs missing ReLU." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal loading/processing issues, but one is missing torchvision during AutoProcessor load and the other is image placeholders inside user text; different bug conditions." + "reason": "AutoProcessor crash without torchvision and VL image-placeholder handling are separate video/vision issues." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 degenerate training and NaNs after checkout/init are different training-stability problems." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "One is a broad v5 non-persistent-buffer initialization issue, the other is a MoonshineStreaming off-by-one in a sliding-window mask." + "reason": "Non-persistent buffer junk and sliding-window off-by-one are unrelated implementation bugs." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenization differences, but one is a specific BPE marker handling bug and the other is a version-to-version tokenization change; not the same concrete defect." + "reason": "Model-specific BPE marker handling and general version-to-version tokenization change are not clearly the same root cause." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Different accuracy/regression reports for different models and triggers; no evidence they stem from one shared implementation bug." + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different model behaviors." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43540", + "right": "issue:46909", "accept": false, - "reason": "Both are tokenizer-related, but one is wrong `offset_mapping` and the other is missing BOS/EOS insertion for `add_special_tokens=True`." + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to a broken DIA documentation example." }, { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "A video-processing ValueError in Qwen3OmniMoe versus a broken documentation example for DIA; unrelated." + "reason": "Qwen3 offset_mapping and mdeberta-v3 add_special_tokens BOS/EOS regression are distinct tokenizer bugs." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Different SAM3 model-loading problems: wrong model type warning versus memory overflow when calling sam3-litetext." + "reason": "SAM3 tracker/model-type warning and sam3-litetext memory overflow are different issues." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "A video `vision_position_ids` bug versus a documentation-example issue; no shared bug path." + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to DIA docs." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer/loading behavior, but one is offline cache loading and the other is an incorrect decoder type in v5." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are separate tokenizer/runtime regressions." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Both are model-specific tensor/shape issues, but one is incorrect multimodal mask handling and the other is a DeepSeek-v4 `comb.to(...).transpose(...)` bug." + "reason": "MLLA mask handling and DeepSeek-V4 tensor transpose/casting are different low-level bugs." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Both are save/load or file-related symptoms, but one is offline tokenizer cache loading and the other is quantized model saving failure." + "reason": "Tokenizer cache/offline loading and quantized model saving are unrelated failures." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "XLM-RoBERTa Flash Attention 2 support vs Sentence Transformers getting stuck loading; unrelated failure modes." - }, - { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Different regressions: custom model initialization under v5 vs NaNs in classification heads after checkout/init." + "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading hang are distinct problems." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The overlap is only broad import breakage around `huggingface_hub`/upgrades; the concrete failures and fixes differ." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Sentence-transformers loading stall on one side, MacOS bus error for a community CLIP model on the other; unrelated." - }, - { - "left": "issue:43329", - "right": "issue:47059", - "accept": false, - "reason": "One is an internal video-token counting bug in multimodal processors; the other is a CLI test break due to `huggingface_hub` API changes." - }, - { - "left": "issue:43122", - "right": "issue:46326", - "accept": false, - "reason": "One reports tokenization differences across versions, the other a mistral_common `continue_final_message` bug; both tokenizer-adjacent but different paths." - }, - { - "left": "issue:44625", - "right": "issue:44829", - "accept": false, - "reason": "Qwen3.5 config propagation vs flash_attention_3 training degeneration; no shared underlying bug." - }, - { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "Both touch tokenizer internals, but one is reading a registered buffer and the other is incorrect `tokenizer_class` saved in config; different code paths." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Both involve model save/load workflows, but one is dequantized Ministral saving and the other is loading Phi-4 multimodal; not the same defect." + "reason": "A single missing huggingface_hub symbol is not the same as broad import errors after a major upgrade." } ] }, @@ -16614,26 +16723,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:22355", - "issue:28348", "issue:29127", "issue:29159", - "issue:39379", + "issue:30990", + "issue:33357", "issue:39401", "issue:41628", - "issue:42175", - "issue:42222", "issue:42371", "issue:42907", "issue:43116", "issue:43122", - "issue:43232", "issue:43278", + "issue:43329", "issue:43408", "issue:43452", "issue:43475", + "issue:43646", "issue:43824", "issue:43906", "issue:43937", @@ -16649,261 +16757,279 @@ "issue:44485", "issue:44488", "issue:44521", + "issue:44625", "issue:44704", - "issue:44938", + "issue:44829", "issue:44945", + "issue:44964", "issue:44995", "issue:45200", "issue:45216", "issue:45278", "issue:45290", "issue:45478", - "issue:46172", - "issue:46640", + "issue:46002", + "issue:46326", "issue:46697", - "issue:46762", - "issue:47312" + "issue:47059" ], "soft_pairs": [ + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:43329|issue:47059", + "issue:43122|issue:46326", + "issue:44295|issue:44297", + "issue:44625|issue:44829", + "issue:42907|issue:44964", "issue:22355|issue:29159", - "issue:39401|issue:44521", "issue:44117|issue:44704", + "issue:39401|issue:44521", + "issue:41628|issue:45278", "issue:39401|issue:44488", "issue:42907|issue:44945", - "issue:41628|issue:45278", "issue:43976|issue:44945", "issue:43122|issue:44521", "issue:44704|issue:45290", "issue:42907|issue:43452", "issue:43408|issue:43475", - "issue:43824|issue:44351", "issue:42371|issue:44263", + "issue:43824|issue:44351", "issue:42907|issue:43937", "issue:44038|issue:44297", - "issue:43116|issue:45200", "issue:44038|issue:44295", + "issue:43116|issue:45200", "issue:45216|issue:45478", - "issue:44360|issue:44485", - "issue:43122|issue:43906", "issue:44038|issue:44222", + "issue:43122|issue:43906", "issue:44995|issue:46697", + "issue:44360|issue:44485", "issue:43278|issue:44945", - "issue:46172|issue:46762", - "issue:42175|issue:44938", - "issue:22355|issue:29127", - "issue:28348|issue:46640", - "issue:39379|issue:43232", - "issue:42222|issue:47312" + "issue:22355|issue:29127" ], - "prepared_review_unit_hash": "d5ce3fb0b904a99db920ec6814f05d9cd6586cff734f4f971b45bc10135a7300", + "prepared_review_unit_hash": "92848e44085a33c2c2a8aa1c8281331cd66a118c183a1c3913f9d5c1e4b00391", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35242, - "estimated_input_tokens": 8811, - "estimated_eval_tokens": 17878 + "soft_pair_count": 31, + "serialized_chars": 36125, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are broadly heterogeneous; none of the soft edges look like the same underlying bug or change with enough specificity to merge. No PRs are present. If a single issue must stand in as the strongest representative, #44521 is the most actionable and current bug report.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical duplicate emerges from this set; the issues cover unrelated topics. If forced to pick one representative issue, #44521 is the strongest standalone report because it is active, concrete, and user-facing.", + "summary": "Most items are unrelated issues spanning different subsystems (tokenization, multimodal, import/export, CLI, model loading, and platform-specific bugs). I only see one plausible duplicate pair around Qwen3.5 save/load regression; the rest are not the same underlying problem.", + "confidence": 0.68, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best issue to keep as a representative bug report: it is open, well-scoped, has repeated activity/inbound references, and describes a clear multimodal API failure.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both are model initialization failures, but one is about custom model init breaking in 5.0 and the other about NaNs in classification heads after checkout/init; different symptoms and likely different code paths." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stuck for Sentence Transformers and a MacOS bus error with a CLIP community model are unrelated failure modes." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "One is a multimodal token-counting bug in video processing; the other is a CLI compatibility error with huggingface_hub/typer. No shared code path." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer bugs: version-to-version tokenization drift versus mistral_common continue_final_message behavior." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered buffer error and tokenizer_class mismatch on save_pretrained are distinct serialization issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are different model-specific bugs." + }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Different failure modes: missing import for transformers.onnx vs tokenizer behavior inconsistency." + "reason": "ONNX import error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor cached_file kwargs are different loader bugs." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both involve tokenization-related behavior, but one is offset_mapping for Qwen3 and the other is multimodal chat-template assistant masks; different code paths." + "reason": "Qwen3 offset_mapping and multimodal assistant_masks are different tokenizer/template behaviors." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES fallback logic and AutoProcessor cached_file kwargs are unrelated." + "reason": "An AutoImageProcessor import error may be one example of broader import failures, but the issues are not clearly the same concrete bug." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer/load complaints, but they target different models and symptoms; not the same bug." + "reason": "Different tokenization offset bug versus a model loading failure for cjvt/sleng-bert." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized save failure for Ministrals/Devstrals is unrelated to pipeline-parallelism output corruption." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "The latter is a broad import breakage report, but there is no evidence it is the same concrete missing AutoImageProcessor import bug." + "reason": "Model save/dequantization issue and pipeline-parallelism output corruption are unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility regression and incorrect LLM output under pipeline parallelism are unrelated." + "reason": "Python version compatibility regression and pipeline parallelism output issue are different problems." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization output changes across versions are different from multimodal assistant mask computation." + "reason": "Different tokenizer/template bugs: tokenization drift versus multimodal assistant mask generation." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor kwargs forwarding and apply_chat_template crashes on tool-call messages are separate call paths." + "reason": "Passing kwargs to cached_file is unrelated to chat template crashes with tool-call assistant messages." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf_file loading failures are different model I/O problems." + "reason": "Saving dequantized models and gguf_file loading failures affect different code paths." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM 3 video-related, but one is a model-type warning and the other is a missing output attribute; not the same bug." + "reason": "Both involve SAM 3 Video, but one is a model-type warning and the other is a missing attribute during vision encoding; not the same bug." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing exports." + "reason": "TF32 API warning and GlmMoeDsaIndexer torch.split behavior are unrelated." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "TF32 configuration guidance and a GlmMoeDsa torch.split issue are unrelated." + "reason": "Different missing imports for different symbols; no shared underlying issue is evident." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models and invalid GenerationConfig are different issues." + "reason": "Model save/load issue and invalid GenerationConfig for GLM-5 are unrelated." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe model loading and tokenizer_class metadata mismatch are not the same code-path failure." + "reason": "Qwen3-VL-Moe load bug and tokenizer save_pretrained class mismatch are not the same problem." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Empty multi-label classification results in an example script is unrelated to Gemma 4 mm_token_type_ids handling." + "reason": "Qwen3-VL-Moe loading and position_ids buffer access are separate failures." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Qwen3-VL-Moe loading and buffer access for position_ids are unrelated." + "reason": "Example script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are different issues." }, { "left": "issue:45216", "right": "issue:45478", - "accept": false, - "reason": "Both concern Qwen3.5 save/load regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure; different concrete failures." + "accept": true, + "reason": "Both are Qwen3.5 MoE regressions tied to transformers 5.4.0+ and appear to concern the same save/load serialization path, just with different user-facing symptoms." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model internals." + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe are different model-specific bugs." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Version-to-version tokenization difference and an isolated reproduction of another issue are not the same specific bug." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe are separate issues." + "reason": "Tokenizer version drift and an isolated reproduction of another issue are not the same concrete bug." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GlmMoeDsa stale indexer cache crash and Swin2SR image over-padding are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "Embedding dtype drift during eval and pipeline-parallelism output corruption are different bugs." + "reason": "GlmMoeDsa second forward cache bug and Swin2SR image over-padding are unrelated." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "DeepSeek-v4 tensor transpose behavior and Minimax attention numerical differences are unrelated model-specific issues." + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are separate model-internal concerns." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Missing TensorFlow backend in torch extra and Python 3.14 load failure are unrelated installation/runtime issues." + "reason": "Embedding dtype mismatch during evaluate and incorrect LLM output under pipeline parallelism are different bugs." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Import failure for transformers.onnx and unclear LayoutLMv3 error messaging are unrelated." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "Flash Attention 2 support request for GPT2 and a generic Flash Attention 2 issue are too broad and not the same concrete change." - }, - { - "left": "issue:39379", - "right": "issue:43232", - "accept": false, - "reason": "Incorrect mllama mask handling and generation kwargs update after sync_gpus are different code paths." - }, - { - "left": "issue:42222", - "right": "issue:47312", - "accept": false, - "reason": "VitPose model breakage and kernel compatibility are unrelated." + "reason": "Transformers.onnx import error and layoutlmv3 box info error are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The one accepted Qwen3.5 pair is plausibly related by model family, version window, and save/load path, while the rest of the soft-edge verdicts avoid overclaiming duplicates and mostly explain why the symptoms look different." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16918,36 +17044,36 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ + "issue:28348", "issue:36296", "issue:38617", + "issue:39379", "issue:39401", - "issue:42371", + "issue:42175", + "issue:42222", "issue:42673", "issue:42757", "issue:42796", "issue:42898", "issue:43066", "issue:43116", + "issue:43232", "issue:43493", "issue:43611", - "issue:43618", - "issue:43825", - "issue:43827", - "issue:43874", "issue:43937", "issue:43976", "issue:44075", "issue:44188", "issue:44351", - "issue:44355", "issue:44483", "issue:44485", "issue:44610", "issue:44625", "issue:44779", "issue:44936", + "issue:44938", "issue:45072", "issue:45083", "issue:45278", @@ -16957,257 +17083,254 @@ "issue:45478", "issue:45753", "issue:46002", + "issue:46172", "issue:46231", "issue:46328", "issue:46614", + "issue:46640", "issue:46710", - "issue:46726", - "issue:46829", + "issue:46762", "issue:46877", "issue:46909", - "issue:46981", - "issue:47217" + "issue:47217", + "issue:47312" ], "soft_pairs": [ - "issue:43493|issue:45753", + "issue:46172|issue:46762", + "issue:42175|issue:44938", + "issue:28348|issue:46640", + "issue:42222|issue:47312", "issue:39401|issue:46614", + "issue:39379|issue:43232", + "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:42757|issue:44351", - "issue:36296|issue:43116", "issue:42673|issue:45072", + "issue:36296|issue:43116", "issue:45357|issue:45478", "issue:46231|issue:46877", "issue:42898|issue:46614", "issue:44483|issue:47217", "issue:43976|issue:45446", - "issue:44625|issue:46002", "issue:44610|issue:46909", - "issue:43611|issue:46002", + "issue:44625|issue:46002", "issue:45083|issue:45446", + "issue:43611|issue:46002", "issue:38617|issue:45278", "issue:43116|issue:43493", - "issue:44075|issue:44936", "issue:43066|issue:44779", + "issue:44075|issue:44936", "issue:43937|issue:44485", "issue:45362|issue:45478", "issue:42673|issue:42796", - "issue:43066|issue:46710", - "issue:44355|issue:46231", - "issue:46726|issue:46981", - "issue:43618|issue:46829", - "issue:43116|issue:43825", - "issue:43827|issue:45446", - "issue:42371|issue:43874" + "issue:43066|issue:46710" ], - "prepared_review_unit_hash": "950db5e0f057dfd54f33fe9d0376c60d7a5ec86ee8b7bffcb034c6fff18d6475", + "prepared_review_unit_hash": "9b03d8670939580ecb0b494c71df92c4c4cebec7afbabf3f90ccdcd0cc3cf2b3", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35517, - "estimated_input_tokens": 8880, - "estimated_eval_tokens": 18016 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35499, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated issues across models, tokenizers, import errors, docs, and runtime regressions. I do not see any soft pair that should be treated as the same underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items are too heterogeneous and the soft pairs do not share a concrete code path or failure mode.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No issue is a good global representative because the cluster does not form one coherent defect family.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "This cluster is mostly heterogeneous and does not look like one duplicate set. The only strong duplicate-like link is the tokenizer v5 regression pair (43066 \u2194 44779); the rest are distinct bugs/features across unrelated subsystems.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43066 is the best anchor because it describes the broad v5 tokenizer decoder regression that plausibly explains the model-specific symptom in 44779.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the most reusable and central bug report among the only plausible duplicate pair, so it best represents the cluster if one issue must be chosen.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different problems in different attention math paths: deepseek-v4 dtype/transpose issue vs Minimax attention numerical drift." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One is a package/backend dependency installation issue; the other is a Python version loading failure." + }, + { + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Different models and failures: SigLIP2 implementation discrepancy vs Qwen3_5 image-specific infinite loop." + "reason": "Both mention Flash Attention 2, but one is a GPT2 support request and the other is a separate runtime issue report." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose model breakage and kernel compatibility are too broad and do not point to the same concrete failure." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer-related, but one is offset_mapping for Qwen3 and the other is stale phonemizer backend state for Wav2Vec2PhonemeCTCTokenizer." + "reason": "Different tokenizers and different bugs: Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama masking logic and generation kwargs after sync_gpus are unrelated code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both are vision-model regressions, but one is a SigLIP2 implementation mismatch and the other is an infinite-loop image bug." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Unrelated code paths: attention-kernel divergence under torch.compile vs SequenceFeatureExtractor.pad inefficiency." + "reason": "Attention-kernel divergence and SequenceFeatureExtractor padding performance are unrelated." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different root causes; too broad to merge." + "reason": "Separate import errors from different modules and different missing symbols." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Tensor-parallel training bug and multi-label example empty results are unrelated." + "reason": "VRAM leak in Qwen3 CausalLM threads is unrelated to bfloat16 dtype mismatches in other models." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threaded dataloader use is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Tensor parallel training bug and empty multi-label classification results are different failures." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Same model family, but save_pretrained visual-key regression and from_pretrained crash are different code paths." + "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is a from_pretrained error." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Doc parameter mismatch is unrelated to auto_docstring printing diagnostics at import time." + "reason": "A docs parameter-name mismatch is not the same as auto-docstring printing diagnostics at import time." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "clean_up_tokenization_spaces v5 behavior change is unrelated to phonemizer language backend caching." + "reason": "Tokenization cleanup behavior changes and phonemizer backend state are unrelated." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "Both involve chat/VL request handling, but one is /v1/chat/completions rejection and the other is image placeholder placement in user text." + "reason": "Chat-completions request handling and VL image-placeholder handling are different API paths." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility issue is unrelated to the flex_attention AuxRequest import version check." - }, - { - "left": "issue:44625", - "right": "issue:46002", - "accept": false, - "reason": "num_labels propagation bug in Qwen3.5 is unrelated to NaNs in classification heads during checkout/init." + "reason": "Both are version-check issues, but they affect different dependencies and code paths." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "OmDet-Turbo processor input-size mismatch is unrelated to a broken DIA documentation example." + "reason": "Processor image-size mismatch and documentation example breakage are unrelated." }, { - "left": "issue:43611", + "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix and NaNs in classification heads are different failures." + "reason": "num_labels propagation in Qwen3.5 config is distinct from NaNs in classification heads." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Helper function behavior in qwen3_omni_moe is unrelated to a PyTorch version gate in flex_attention." + "reason": "A helper-length calculation bug and a PyTorch version check bug are not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and classification-head NaNs are different regressions." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad umbrella for many import errors; 38617 is one specific missing import, so this is not the same concrete bug." + "reason": "A specific missing import may be one symptom of broader import breakage, but this is not enough to treat them as the same bug." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label classification failure is unrelated to a SigLIP2 implementation discrepancy." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "SGD arguments not being used and trainer.evaluate failing after train are unrelated training issues." + "reason": "Example-script multi-label output and SigLIP2 implementation differences are unrelated." }, { "left": "issue:43066", "right": "issue:44779", + "accept": true, + "reason": "44779 looks like a model-specific manifestation of the same v5 tokenizer decoder regression described generically in 43066." + }, + { + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different models and have different symptoms/root causes." + "reason": "Unused SGD args and trainer.evaluate() failing after train() are different training bugs." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is unrelated to GLM-5 RoPE implementation discussion." + "reason": "GenerationConfig validation and GLM-5 RoPE implementation are different GLM-5 issues, not the same defect." }, { "left": "issue:45362", "right": "issue:45478", "accept": false, - "reason": "Qwen3.5 chat crash and Qwen3.5 MoE from_pretrained error are different failure modes and code paths." + "reason": "Both mention Qwen3.5 crashes, but one is chat runtime and the other is model loading; no shared concrete bug is evident." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in multi-dataloader threading is unrelated to tokenizer BPE marker handling." + "reason": "VRAM leakage in Qwen3 CausalLM is unrelated to tokenizer BPE-marker handling." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Both mention regressions after upgrading, but one is tokenizer decoder type and the other is a model accuracy regression; too broad to merge." - }, - { - "left": "issue:44355", - "right": "issue:46231", - "accept": false, - "reason": "Compiled Python file errors and a documentation parameter-name bug are unrelated." - }, - { - "left": "issue:46726", - "right": "issue:46981", - "accept": false, - "reason": "Both are AutoProcessor/loading issues, but one is missing vision backend handling and the other is HTTP 429 retry behavior." - }, - { - "left": "issue:43618", - "right": "issue:46829", - "accept": false, - "reason": "Different models and different output-field mistakes; not the same underlying bug." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "Example-script multi-label classification failure is unrelated to pipeline() translation-task error messaging." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Docs still referencing pipeline() and an AuxRequest version check in flex_attention are unrelated." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 API guidance and a missing image-patch helper method are unrelated." + "reason": "The DeepSeek accuracy regression may be related to v5 behavior, but it is not the same concrete tokenizer-decoder bug as 43066." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair (43066 \u2194 44779) is supported by the shared v5 tokenizer-regression theme, while the other soft pairs are reasonably rejected as distinct subsystems or failure modes based on the titles. " + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17222,33 +17345,35 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:33453", "issue:39379", "issue:39401", "issue:42222", + "issue:42371", "issue:42617", "issue:43064", + "issue:43116", "issue:43208", "issue:43408", "issue:43441", - "issue:43450", + "issue:43618", "issue:43673", "issue:43688", "issue:43742", "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", "issue:43937", - "issue:43986", "issue:43992", "issue:44117", - "issue:44263", "issue:44291", + "issue:44355", "issue:44380", "issue:44466", "issue:44704", - "issue:44779", - "issue:44877", "issue:44977", "issue:45071", "issue:45081", @@ -17258,253 +17383,237 @@ "issue:45446", "issue:45563", "issue:45588", - "issue:45632", "issue:46002", "issue:46077", "issue:46231", "issue:46328", - "issue:46512", - "issue:46752", + "issue:46726", "issue:46762", + "issue:46829", "issue:46894", - "issue:46897", "issue:46981", "issue:47000", "issue:47116" ], "soft_pairs": [ + "issue:46726|issue:46981", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43827|issue:45446", + "issue:42371|issue:43874", "issue:43992|issue:44704", "issue:45405|issue:45446", + "issue:44117|issue:45588", "issue:43824|issue:46981", "issue:44291|issue:45071", - "issue:44117|issue:45588", "issue:39379|issue:43688", "issue:46328|issue:47116", "issue:44117|issue:45081", "issue:43673|issue:46328", - "issue:43208|issue:46894", "issue:33453|issue:39401", + "issue:43208|issue:46894", "issue:43064|issue:43673", "issue:43937|issue:45563", - "issue:45092|issue:46762", "issue:42617|issue:45341", - "issue:44466|issue:46002", + "issue:45092|issue:46762", "issue:42222|issue:47000", - "issue:39379|issue:46897", - "issue:43937|issue:44977", + "issue:44466|issue:46002", "issue:44380|issue:46077", - "issue:43408|issue:43742", - "issue:43450|issue:43986", + "issue:43937|issue:44977", "issue:42222|issue:43441", - "issue:45071|issue:46512", - "issue:42222|issue:46752", - "issue:44263|issue:46762", - "issue:44877|issue:46231", - "issue:39401|issue:44779", - "issue:45632|issue:46981" + "issue:43408|issue:43742" ], - "prepared_review_unit_hash": "2475b54fc61c5ce2192696b6a8f2fddad026f372b4fc174fc7e61268ee48ea1c", + "prepared_review_unit_hash": "6bd06b91d2a6394640ac8accaf06a360aa0630358ae315545eb6b5a2ba6d13c1", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35728, - "estimated_input_tokens": 8932, - "estimated_eval_tokens": 18120 + "soft_pair_count": 27, + "serialized_chars": 35236, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not form a single duplicate set. The soft pairs are mostly unrelated bugs across different models/subsystems; the closest matches are tokenizer regressions, but they still differ in concrete failure mode and should stay separate.", - "confidence": 0.82, - "canonical_issue_reason": "If forced to anchor the cluster, issue 44779 is the broadest representative of the tokenizer-regression subset (v5 vs v4 behavior change), but it does not actually subsume the other items.", + "summary": "This cluster is not a true duplicate set; it mixes many unrelated regressions across tokenizers, generation, loading, docs, and model-specific behavior. The soft-similarity pairs are mostly broad thematic matches, not the same concrete bug or change.", + "confidence": 0.18, + "canonical_issue_reason": "Issue #44117 is the closest broad representative because it concerns a core from_pretrained/tokenizer-loading assumption that sits near the center of several loading-related regressions, but the overall cluster is too heterogeneous for a strong canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44779 is the best single issue to represent the closest theme in the cluster, but only as a loose anchor; it is not a true canonical duplicate for the whole set.", + "best_issue_reason": "Issue #44117 is the best single issue to anchor the cluster if one must be chosen, since it is a general loading-path bug rather than a model-specific or docs-only complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both are AutoProcessor/loading-related, but one is about missing vision backend handling and the other is about repeated 429 retries; different failure modes and code paths." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "A runtime error on compiled Python files is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both mention output fields, but they affect different model heads and different incorrect assignments; not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label classification returning empty results is unrelated to pipeline() wording/error-message behavior." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug in flex_attention are unrelated issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings behavior and a missing image-processor method in GLM46V are distinct model/runtime bugs." + }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Different problems: missing `embed_tokens.weight` during model loading vs `AutoProcessor.from_pretrained` dropping kwargs to `cached_file`." + "reason": "UMT5Encoder weight-loading and AutoProcessor kwarg forwarding are different loading bugs in different layers." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Unrelated fixes: a PEFT version bump issue vs an incorrect PyTorch version check in flex attention." + "reason": "A dependency version bump in docs/config is not the same as a runtime version-check bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None and a flash_attention crash on s_aux=None are unrelated code paths." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Different failure modes and code paths: missing `Qwen2_5_VLForConditionalGeneration` import vs repeated 429 retries in `AutoProcessor.from_pretrained`." + "reason": "An import error for a missing model class is unrelated to HTTP 429 retry behavior." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "One is a meta-init constructor argument regression; the other is a `PretrainedConfig` type-checking break. Same release window, not the same bug." - }, - { - "left": "issue:44117", - "right": "issue:45588", - "accept": false, - "reason": "Tokenizer mapping fallback issue vs flash-attention crash on `s_aux=None`; different subsystems and symptoms." + "reason": "Meta-initialization arg handling and PretrainedConfig type checking are both v5-adjacent but not the same concrete defect." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Different model-specific training bugs: incorrect `full_text_row_masked_out_mask` handling in mllama vs auxiliary-loss normalization in OLMoE/GPT Oss." + "reason": "mllama mask handling and auxiliary-loss normalization are different numerical/logic bugs." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Performance issue in `SequenceFeatureExtractor.pad` vs a streaming pipeline regression; not the same underlying defect." + "reason": "A padding performance issue is not the same as a streaming pipeline regression." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenization internals, but one is `TOKENIZER_MAPPING_NAMES` returning `None` and the other is a Mistral regex patch crashing on `backend_tokenizer` access." + "reason": "Tokenizer mapping None and Mistral regex patching crash involve different tokenizer-loading failures." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Cache missing during chunked prefill vs an inefficient padding implementation; unrelated code paths." + "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to SequenceFeatureExtractor padding overhead." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Different model/training bugs. The shared wording about double-shift is not enough to merge them as one concrete issue." + "reason": "Both are tokenizer-related, but one is a loading regression and the other is a wrong offset_mapping issue." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "Both are tokenizer-related, but one is tokenizer loading regression and the other is incorrect `offset_mapping` for Qwen3; too different to be the same bug." + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are separate model/training issues." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Wrong optimizer states on non-zero ranks vs missing generation cache in chunked prefill; distinct failures." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to missing cache during generation chunked_prefill." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid `GenerationConfig` vs a stale warning for `num_return_sequences`; different issues in generation handling." - }, - { - "left": "issue:45092", - "right": "issue:46762", - "accept": false, - "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints vs numerical differences in Minimax MSA attention." + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation issues." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A runtime failure in `3d_parallel.py` vs a small test utility bug; unrelated." + "reason": "Running 3d_parallel.py and a small testing_utils bug do not describe the same underlying problem." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Serialization of tied `lm_head.weight` in v5 vs NaNs in classification heads after checkout/init; different code paths." + "reason": "Meta-initialization incompatibility for remote-code checkpoints is unrelated to Minimax attention numerical differences." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model breakage vs RTDetrLoss infeasible cost matrix; unrelated model-specific bugs." - }, - { - "left": "issue:39379", - "right": "issue:46897", - "accept": false, - "reason": "Same broad family of training-loss bugs, but the models and concrete masking/shift behavior differ enough that this should not be merged." + "reason": "VitPose loading breakage and RTDetrLoss infeasible cost-matrix errors are unrelated model-specific failures." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Both mention generation, but one is an invalid generation config and the other is flash-attention behavior for Qwen3.5; not the same bug." + "reason": "Serialization of tied weights and NaNs in classification heads are different bugs with different symptoms and likely fixes." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both are attention-related, but one is ignored GPT2 scaling config and the other is Gemma4 building causal masks instead of bidirectional ones." + "reason": "GPT2 attention scaling being ignored and Gemma4 bidirectional attention masking are distinct attention-behavior bugs." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Model-type warning for sam3 vs a KeyError loading MobileLLM-125M; clearly different problems." + "reason": "Both are generation/flash-attention themed, but one is invalid config validation and the other is a model-specific flash-attention generation failure." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Incorrect batched video processor shapes vs missing torchvision causing a confusing AutoProcessor crash; not the same defect." + "reason": "VitPose model breakage and Ministral-3 flash-attention failure are unrelated model-specific regressions." }, { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "VitPose breakage and Ministral-3 flash-attention failure are unrelated model-specific issues." - }, - { - "left": "issue:45071", - "right": "issue:46512", - "accept": false, - "reason": "Type-checking break in `PretrainedConfig` vs stale `model.config.dtype` after `from_config(dtype=...)`; different API regressions." - }, - { - "left": "issue:42222", - "right": "issue:46752", - "accept": false, - "reason": "VitPose breakage vs `apply_chat_template` crashing on empty input; unrelated." - }, - { - "left": "issue:44263", - "right": "issue:46762", - "accept": false, - "reason": "`torch.split()` return-value handling in GlmMoeDsaIndexer vs Minimax attention numerical differences; different areas entirely." - }, - { - "left": "issue:44877", - "right": "issue:46231", - "accept": false, - "reason": "Strict config rejection for `granite_speech` vs a documentation parameter-name mismatch; not a duplicate bug." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but one is Qwen3 offset mapping and the other is Deepseek incorrect tokenization results; same broad area, different concrete bug." - }, - { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Local cache-path collision for trust-remote-code models vs repeated HTTP 429 retries in `AutoProcessor.from_pretrained`; unrelated." + "reason": "A sam3 tracker/model-type warning and a MobileLLM loading KeyError are different model-loading issues." } ] }, @@ -17526,26 +17635,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ - "issue:29925", - "issue:30947", "issue:38617", + "issue:39379", "issue:39401", "issue:41628", + "issue:42222", "issue:42371", "issue:42831", - "issue:43066", "issue:43097", "issue:43122", "issue:43208", "issue:43421", - "issue:43452", - "issue:43673", + "issue:43450", "issue:43931", "issue:43937", - "issue:44038", - "issue:44075", + "issue:43986", "issue:44077", "issue:44220", "issue:44261", @@ -17553,11 +17659,12 @@ "issue:44410", "issue:44483", "issue:44484", - "issue:44485", "issue:44493", "issue:44496", "issue:44704", + "issue:44779", "issue:44829", + "issue:44877", "issue:44964", "issue:45071", "issue:45216", @@ -17566,11 +17673,13 @@ "issue:45341", "issue:45440", "issue:45464", - "issue:45478", "issue:45561", - "issue:45656", + "issue:45632", + "issue:46231", "issue:46298", "issue:46328", + "issue:46512", + "issue:46752", "issue:46762", "issue:46897", "issue:46981", @@ -17578,17 +17687,25 @@ "issue:47110" ], "soft_pairs": [ + "issue:43450|issue:43986", + "issue:39379|issue:46897", + "issue:45071|issue:46512", + "issue:42222|issue:46752", + "issue:44263|issue:46762", + "issue:44877|issue:46231", + "issue:39401|issue:44779", "issue:44829|issue:45216", + "issue:45632|issue:46981", "issue:45341|issue:45561", "issue:44410|issue:45310", "issue:45071|issue:47059", "issue:45440|issue:46328", "issue:39401|issue:43421", "issue:44483|issue:45464", - "issue:38617|issue:44220", "issue:44704|issue:47110", - "issue:38617|issue:41628", "issue:43937|issue:44496", + "issue:38617|issue:41628", + "issue:38617|issue:44220", "issue:43122|issue:46298", "issue:44964|issue:45278", "issue:43097|issue:44493", @@ -17597,225 +17714,211 @@ "issue:44261|issue:46762", "issue:43208|issue:46897", "issue:44484|issue:45310", - "issue:43931|issue:44410", "issue:44077|issue:46981", - "issue:44075|issue:45656", - "issue:43066|issue:43122", - "issue:44410|issue:45478", - "issue:44263|issue:44485", - "issue:43673|issue:45341", - "issue:29925|issue:30947", - "issue:43097|issue:43452", - "issue:43931|issue:44038" + "issue:43931|issue:44410" ], - "prepared_review_unit_hash": "db844ebb18d562e327d0cea85b3fae57629f9654a518405198a6f67f392f281d", + "prepared_review_unit_hash": "c7bca8269605790829213c50365b1e84a97f25f6f4e9e611bbf95f8060560f62", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35946, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "serialized_chars": 36150, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers v5 regressions across tokenization, import/export, model loading, and API behavior. The soft pairs are generally related only at a broad subsystem level, not as the same concrete bug, so I would not merge them.", - "confidence": 0.44, - "canonical_issue_reason": "issue:43122 is the broadest user-facing regression here: it captures an observable tokenizer behavior change across versions, which best represents the cluster\u2019s v5 breakage theme.", + "summary": "This is a heterogeneous cluster of unrelated Transformers issues (imports, tokenization, multimodal loading, training regressions, API behavior, and docs/perf). None of the soft pairs look like the same underlying bug, so all are rejected and there is no single canonical duplicate target for the cluster.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best single anchor because it is broad, version-specific, and directly about changed runtime behavior rather than a narrow model- or API-specific failure.", + "best_issue_reason": "issue:44704 is the most concrete, actionable bug report in the set: it names a specific code path (`AutoProcessor.from_pretrained`) and a clear failure mode (missing kwargs reaching `cached_file`).", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video/multimodal processing, but one is a batched-output shape bug and the other is a torchvision-dependent loading crash; different failure modes and code paths." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask handling and Florence2 training-loss shift are unrelated model-specific bugs." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a type-checking regression in `PretrainedConfig`; the other is `from_config(dtype=...)` leaving `model.config.dtype` stale. Different APIs and symptoms." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty `apply_chat_template` input crash are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "`torch.split()` return-value handling in an indexer is not the same bug as numerical drift in Minimax MSA attention." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for `granite_speech` is unrelated to a documentation mismatch in `set_training()`." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different outputs (`offset_mapping` vs incorrect tokenization behavior)." + }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Different bugs: flash-attention training instability vs save_pretrained checkpoint mismatch." + "reason": "Flash-attention training degeneration is unrelated to a `save_pretrained` checkpoint regression for Qwen3.5." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "A local-model cache-path collision and repeated 429 retries in `AutoProcessor` are distinct download/cache behaviors." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both mention testing utils, but one is a vague bug and the other is a specific xdist race; not the same failure." + "reason": "A small bug in `testing_utils.py` is not the same as a pytest-xdist race on `captured_info.txt`." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different model-loading defects: missing projections vs a Qwen3.5 MoE from_pretrained error." + "reason": "Missing projections in qwen3next layer 0 and a Qwen3.5 MoE `from_pretrained` failure are different model-architecture/loading issues." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "Unrelated regressions: PretrainedConfig type-checking vs a CLI completion incompatibility." + "reason": "Type checking for `PretrainedConfig` and a CLI completion error from `huggingface_hub` are unrelated." }, { "left": "issue:45440", "right": "issue:46328", "accept": false, - "reason": "Different code paths: DeepSeekV3MoE numerical divergence vs a padding performance issue." + "reason": "Divergence from a reference implementation and a padding performance regression are different kinds of problems." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Both are tokenizer-related, but offset_mapping is a different bug from runtime special-token/post-processor synchronization." + "reason": "Wrong tokenizer `offset_mapping` and runtime post-processor updates are separate tokenizer issues with different mechanics." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Generic chat/completions request acceptance failure vs a streaming inference failure on a specific Qwen model." + "reason": "Both mention chat/completions, but one is an acceptance failure and the other is a streaming inference failure; not the same concrete bug." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44704", + "right": "issue:47110", "accept": false, - "reason": "ImportError for a symbol vs an fbank feature-extraction bug; unrelated." + "reason": "Passing kwargs to `cached_file` in `AutoProcessor.from_pretrained` is unrelated to `special_tokens` being a list instead of a dict." }, { - "left": "issue:44704", - "right": "issue:47110", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Different tokenizer plumbing bugs: cached_file kwargs forwarding vs special_tokens list handling." + "reason": "Invalid `GenerationConfig` and unrecognized model/config loading are distinct loading/validation failures." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different surfaces." + "reason": "Both are import errors, but they concern different symbols and modules (`layer_type_validation` vs `AutoImageProcessor`)." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "GenerationConfig validation failure is not the same as an unrecognized-model/config.json problem." + "reason": "Importing a missing config symbol is unrelated to the `_torch_extract_fbank_features()` issue." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer output regression vs a noisy logging message; not the same bug." + "reason": "Tokenization changes and a noisy logging message do not describe the same underlying bug." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "A model-specific load failure is not the same as broad post-upgrade import errors." + "reason": "A specific multimodal model load failure and a broad report of many import errors after upgrade overlap only at a high level; not the same concrete issue." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to unexpected position-id keys." + "reason": "Removed `tie_embeddings_and_encoder_decoder` support and unexpected position-id keys are unrelated regression reports." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior settings and MLA layernorm epsilon precision are different problems." + "reason": "TF32 behavior guidance and a missing `rms_norm_eps` in MLA are unrelated." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API guidance is unrelated to FineGrainedFP8 accuracy." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy problems are different topics." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both are numerical issues, but they affect different implementations and likely different root causes." + "reason": "A layer-norm epsilon config bug is not the same as attention numerical discrepancy." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and Florence2 double-shift loss are distinct issues." + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are unrelated model-specific training issues." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE loading error." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Different model families and symptoms: weight-shape mismatch vs missing projections." + "reason": "`save_pretrained` shard-size behavior and Qwen3.5 MoE `from_pretrained` failure are different code paths." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "Patchtsmixer post_init policy and HF_ENDPOINT retry behavior are unrelated." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "SGD arguments being ignored is not the same as optimizer.step() being called twice under deepspeed." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "The decoder-type regression may affect decoding semantics, but it is not the same concrete bug as the tokenization regression described here." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Different Qwen-related failures: missing layer projections vs a from_pretrained error on Qwen3.5 MoE." - }, - { - "left": "issue:44263", - "right": "issue:44485", - "accept": false, - "reason": "torch.split return semantics and GLM-5 RoPE implementation are not the same bug." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to a testing_utils bug." - }, - { - "left": "issue:29925", - "right": "issue:30947", - "accept": false, - "reason": "Fast-tokenizer enforcement and BOS/EOS insertion are different tokenizer configuration bugs." - }, - { - "left": "issue:43097", - "right": "issue:43452", - "accept": false, - "reason": "Embeddings tying removal and gguf_file-from_pretrained breakage are different loading/serialization problems." + "reason": "`patchtsmixer` post-init semantics and `AutoProcessor` HTTP 429 retry behavior are unrelated." }, { "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Related model family, but not enough evidence that the same concrete loading bug is being reported." - }, - { - "left": "issue:43097", - "right": "issue:43122", + "right": "issue:44410", "accept": false, - "reason": "Configuration removal regression and tokenization-output regression are separate issues." + "reason": "Model weight-shape mismatch for Qwen3-VL and missing projections in qwen3next are not the same bug." } ] }, @@ -17837,29 +17940,34 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:27957", "issue:29159", + "issue:29925", "issue:30947", "issue:43012", + "issue:43066", "issue:43097", + "issue:43122", "issue:43208", "issue:43352", "issue:43441", + "issue:43452", "issue:43531", "issue:43550", "issue:43577", "issue:43582", + "issue:43673", "issue:43873", "issue:43874", + "issue:43931", "issue:43957", "issue:43986", "issue:44038", - "issue:44062", + "issue:44075", "issue:44117", "issue:44230", - "issue:44246", "issue:44261", "issue:44263", "issue:44351", @@ -17872,254 +17980,264 @@ "issue:45071", "issue:45341", "issue:45372", - "issue:45375", - "issue:45440", "issue:45478", "issue:45542", "issue:45588", + "issue:45656", "issue:45753", "issue:46050", "issue:46172", "issue:46369", - "issue:46701", "issue:46752", - "issue:46821", - "issue:46981", "issue:47116" ], "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:29925|issue:30947", + "issue:43673|issue:45341", + "issue:43097|issue:43452", + "issue:43931|issue:44038", "issue:45071|issue:45542", + "issue:44038|issue:44230", "issue:43441|issue:44829", "issue:43012|issue:43577", - "issue:44038|issue:44230", "issue:43957|issue:44351", "issue:43874|issue:44261", "issue:46752|issue:47116", "issue:43531|issue:45341", "issue:27957|issue:43352", "issue:43582|issue:45341", - "issue:44484|issue:45478", "issue:43097|issue:45588", "issue:44117|issue:44987", "issue:44263|issue:46172", + "issue:44484|issue:45478", "issue:44360|issue:46172", - "issue:43986|issue:45372", "issue:43097|issue:46050", + "issue:43986|issue:45372", "issue:44261|issue:44485", "issue:29159|issue:30947", "issue:43097|issue:43873", - "issue:43986|issue:45341", - "issue:45440|issue:46172", - "issue:45753|issue:46369", "issue:43208|issue:43550", - "issue:44246|issue:46981", - "issue:43012|issue:46821", - "issue:44117|issue:46701", - "issue:44062|issue:44117", - "issue:44410|issue:45375" + "issue:45753|issue:46369", + "issue:43986|issue:45341" ], - "prepared_review_unit_hash": "b202013c0d2f15f0f375e59273801aa984d4773810adfdb69c66af77c2dd7c63", + "prepared_review_unit_hash": "1e96d571350fdc3506e6b2e6cd371b612c25690e397961f1192daf840572a3cb", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35542, - "estimated_input_tokens": 8886, - "estimated_eval_tokens": 18028 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated Transformers issues (tokenizers, FlashAttention, quantization, model loading, and model-specific regressions). None of the proposed soft pairs look like the same underlying bug/change, so no duplicates are accepted.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44117 is the broadest library-level regression here: a core from_pretrained/tokenizer-mapping assumption failing globally. It is the most plausible central triage anchor, though it is not a true duplicate hub.", + "summary": "This cluster is heterogeneous: mostly unrelated Transformers v5 regressions across tokenizers, model loading, FlashAttention, and model-specific code paths. I do not see any soft-edge pair that clearly reflects the same underlying bug or fix.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43122 is the most representative broad regression report here, since it describes cross-version tokenization behavior change in a general way rather than a narrowly model-specific failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44117 is the best standalone issue for triage because it describes a concrete, cross-cutting API failure with clear reproduction impact.", + "best_issue_reason": "Issue 43122 is the best global representative because it captures a user-visible version regression affecting tokenizer output, which is closer to the common theme than the many model-specific tickets.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Different subsystems and failures: config type-checking vs TensorFlow/backend detection." + "reason": "Both are optimizer-related, but one is SGD args being ignored while the other is a double-step issue with DeepSpeed; different code paths and failures." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Both mention flash attention, but one is model support/failure and the other is training degeneration; not the same code-path bug." + "reason": "Both mention tokenizer regressions in v5, but one is a wrong decoder type and the other is changed tokenization output; not the same bug." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "bfloat16 warning during compile is unrelated to BLIP2 dtype staying float32." + "reason": "Both are Qwen-family model loading issues, but they affect different model variants and different failure modes." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Qwen/VL fp8 topics overlap only loosely; one is a regression bug, the other is an fp8 support request." + "reason": "Both are GLM-related, but one is a torch.split indexing issue and the other is a RoPE implementation discussion; distinct problems." }, { - "left": "issue:43957", - "right": "issue:44351", + "left": "issue:29925", + "right": "issue:30947", "accept": false, - "reason": "Meta-device loading breakage and missing HybridCache import are unrelated." + "reason": "Both are tokenizer bugs, but one is about enforcing use_fast and the other is BOS/EOS tokens not being applied; separate behaviors." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Missing image-processor method vs MLA norm epsilon precision issue; different bugs." + "reason": "A GenerationMixin cache regression and a testing_utils bug are unrelated." }, { - "left": "issue:46752", - "right": "issue:47116", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Empty chat-template input crash is unrelated to streaming pipeline regression." + "reason": "One is a removed config option in v5, the other is a gguf_file/from_pretrained loading failure; different underlying issues." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and a testing_utils bug are not the same underlying issue." + "reason": "Both involve Qwen VL models, but the reported mismatches and loading failures are not the same code-path problem." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Both involve Flash Attention 2 support, but they are model-specific missing-support reports, not one shared concrete bug." + "reason": "PretrainedConfig type checking and missing TensorFlow backend handling are unrelated." }, { - "left": "issue:43582", - "right": "issue:45341", - "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to testing_utils." + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a bug in Qwen3-VL-Moe loading; the other is an fp8 support request. Not duplicates." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "save_pretrained shard size question is unrelated to Qwen3.5-MoE from_pretrained failure." + "reason": "Both mention FlashAttention, but one is a model support/load failure and the other is degenerate training with flash_attention_3; different problems." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Removed tie_embeddings behavior and a flash_attention s_aux=None crash are unrelated." + "reason": "A compile-time precision warning and incorrect dtype propagation on Blip2 are not the same issue." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43957", + "right": "issue:44351", "accept": false, - "reason": "Tokenizer mapping None is a core mapping bug; loading physical-intelligence/fast is a separate model-loading failure." + "reason": "Meta-device model loading breakage and a missing HybridCache import are unrelated." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "DSA torch.split behavior and deepseek-v4 transpose/dtype issue are different code paths." + "reason": "Missing image processor method and missing rms_norm_eps in MLA q_a_layernorm are different bugs." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:46752", + "right": "issue:47116", "accept": false, - "reason": "Missing ReLU in the DSA indexer is unrelated to deepseek-v4 comb.transpose behavior." + "reason": "An empty-list crash in apply_chat_template and a streaming pipeline regression are not the same failure." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "No torchvision crash and missing ReasoningEffort import breakage are separate processor-loading problems." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "Tie-embeddings removal and quantized save/load corruption are unrelated." + "reason": "Both concern FlashAttention 2 support, but for different models and different support gaps." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43582", + "right": "issue:45341", "accept": false, - "reason": "MLA rms_norm_eps precision mismatch and GLM-5 RoPE implementation are not the same bug." + "reason": "Apple Silicon caching allocator TypeError and a testing_utils bug are unrelated." }, { - "left": "issue:29159", - "right": "issue:30947", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Both are tokenizer-related, but one is slow/fast inconsistency and the other is LLaMA3 BOS/EOS handling; not a single duplicate." + "reason": "A removed v5 config field and a flash_attention.py crash on s_aux=None are different code paths." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Removed tie_embeddings behavior and quantization offloading issues are unrelated." + "reason": "Tokenizer mapping None handling and a specific model loading failure are not the same underlying bug." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Processor loading without torchvision is unrelated to the testing_utils bug." + "reason": "Different tensor-shape/manipulation bugs in different model families; no shared concrete fix." }, { - "left": "issue:45440", + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question and a Qwen3.5 MoE loading error are unrelated." + }, + { + "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-family reports, but they target different model versions and different failures." + "reason": "A DSA indexer activation issue and a DeepSeek tensor operation issue are unrelated." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are unrelated multimodal bugs." + "reason": "Removed encoder-decoder tying and quantization save/load breakage are different regressions." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are unrelated." + "reason": "Missing torchvision and missing ReasoningEffort imports are separate dependency/import problems." }, { - "left": "issue:44246", - "right": "issue:46981", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Slow import and repeated HTTP 429 retries in from_pretrained are different performance/network issues." + "reason": "Both are GLM-related, but one is a missing config epsilon issue and the other is a RoPE implementation discussion." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:29159", + "right": "issue:30947", "accept": false, - "reason": "PyTorch warning during compile is unrelated to TimesFM window_size AttributeError." + "reason": "General slow-vs-fast tokenizer inconsistency and LLaMA3 BOS/EOS token application are different tokenizer bugs." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer mapping None is unrelated to the DiffusionGemma image-text pipeline crash." + "reason": "A removed v5 field and offloading/quantization behavior are not the same bug." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Both are tokenizer infrastructure bugs, but one is AddedToken argument duplication and the other is TOKENIZER_MAPPING_NAMES returning None." + "reason": "An xLSTM training triad of bugs and a Bamba SDPA torch.compile failure are separate model-specific issues." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific image and a memory overflow on sam3-litetext are different multimodal failures." + }, + { + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Qwen3Next missing projections and Qwen3_5MoeVisionConfig missing a field are separate model/config defects." + "reason": "A processor import crash without torchvision and a testing_utils bug are unrelated." } ] }, @@ -18141,7 +18259,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:30947", "issue:33453", @@ -18150,36 +18268,33 @@ "issue:41950", "issue:42757", "issue:42890", - "issue:42907", "issue:43012", "issue:43064", - "issue:43066", "issue:43208", "issue:43502", "issue:43526", "issue:43550", "issue:43673", - "issue:43825", "issue:43874", - "issue:43906", "issue:43986", "issue:43992", "issue:44038", + "issue:44062", + "issue:44117", + "issue:44246", "issue:44263", "issue:44315", - "issue:44368", "issue:44380", "issue:44410", "issue:44451", "issue:44484", - "issue:44655", "issue:44704", "issue:44936", "issue:44938", "issue:45103", - "issue:45584", + "issue:45375", + "issue:45440", "issue:45712", - "issue:45753", "issue:46123", "issue:46172", "issue:46178", @@ -18188,13 +18303,22 @@ "issue:46421", "issue:46655", "issue:46664", + "issue:46701", "issue:46710", "issue:46752", + "issue:46821", + "issue:46981", "issue:47116" ], "soft_pairs": [ - "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:44246|issue:46981", + "issue:44117|issue:46701", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44410|issue:45375", "issue:30947|issue:33453", + "issue:43673|issue:46123", "issue:30947|issue:34567", "issue:43874|issue:44263", "issue:44038|issue:44410", @@ -18202,229 +18326,223 @@ "issue:46172|issue:46710", "issue:46298|issue:46752", "issue:44936|issue:46365", + "issue:43986|issue:44484", "issue:38617|issue:42757", "issue:44704|issue:45103", - "issue:43986|issue:44484", "issue:43064|issue:44315", "issue:38617|issue:41950", "issue:42890|issue:46298", "issue:43502|issue:43992", - "issue:44451|issue:47116", "issue:44380|issue:46421", + "issue:44451|issue:47116", "issue:44938|issue:46178", "issue:43208|issue:43526", "issue:43064|issue:47116", "issue:43012|issue:43550", - "issue:45712|issue:46298", - "issue:43066|issue:43906", - "issue:42907|issue:45753", - "issue:42907|issue:44655", - "issue:45584|issue:46365", - "issue:43012|issue:44368", - "issue:43825|issue:44655" + "issue:45712|issue:46298" ], - "prepared_review_unit_hash": "eeb365db04dbdbfe6c70568d98d9379f6b38317179ab976c32b401bd110ece9d", + "prepared_review_unit_hash": "748c3661d87195c4c07dd4528bfb0c71a0d047a7d7d046b6e0ff41fccad35e0d", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36178, - "estimated_input_tokens": 9045, - "estimated_eval_tokens": 18346 + "serialized_chars": 36209, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes unrelated tokenizer, training, import, processor, pipeline, and model-specific bugs.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits the cluster; the items are unrelated beyond being Transformers bug reports.", + "summary": "This set is heterogeneous: the soft pairs mostly share only a broad subsystem name or generic regression wording, not the same concrete bug. I would reject all soft-edge duplicate candidates and avoid selecting a single canonical issue/PR for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the cluster does not share one underlying bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-related failures: model divergence vs a dtype/transpose bug in a separate MoE path." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Both involve loading/network behavior, but one is slow imports while the other is repeated 429 retries in AutoProcessor." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated failures: tokenizer mapping fallback vs an image-text-to-text pipeline crash." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "One is an AddedToken constructor argument conflict; the other is tokenizer mapping returning None." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "Different bugs and code paths: PyTorch bfloat16 warning vs a TimesFM window_size AttributeError." + }, + { + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Different problems: cache missing in v5 chunked prefill vs. mask pipeline final-partial-batch handling." + "reason": "Both are Qwen3-related, but one is missing projections in layer 0 and the other is a config field being dropped." }, { "left": "issue:30947", "right": "issue:33453", "accept": false, - "reason": "Both are tokenizer-related, but one is a LLaMA3 BOS/EOS handling bug and the other is a broader tokenizer loading regression." + "reason": "Tokenizer-related, but one is about BOS/EOS flags not being applied and the other is a broader tokenizer loading regression." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both touch generation/prefill behavior, but cache initialization and final-batch masking are different bugs." }, { "left": "issue:30947", "right": "issue:34567", "accept": false, - "reason": "Tokenizer special-token behavior is unrelated to TrainerState token-count tracking." + "reason": "Completely different areas: tokenizer special-token handling vs TrainerState token counting." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different model/component bugs: missing image-patch method vs. torch.split return values in a MoE indexer." + "reason": "Different components and symptoms: image processor method missing vs incorrect torch.split return handling." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both mention Qwen models, but the concrete failures differ: Qwen3-VL-Moe regression vs. missing projections in qwen3next layer 0." + "reason": "Both mention Qwen3-VL/Qwen3 family, but one is a Transformers v5 compatibility issue and the other is a missing projection bug." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is the meaning of num_frames." + "reason": "Same model family, but padding calculation and num_frames semantics are distinct video-processor bugs." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "DeepSeek model issues, but one is a specific dtype/transpose bug and the other is an accuracy regression after upgrading Transformers." + "reason": "Different DeepSeek issues: a low-level tensor operation bug vs an accuracy regression after upgrade." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy logging message is unrelated to apply_chat_template crashing on an empty list." + "reason": "No overlap beyond general API area; noisy logging and empty-list chat templating are unrelated." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate() after train() is unrelated to importing Trainer failing unless datasets is uninstalled." + "reason": "Trainer evaluation failure after train is unrelated to an import conflict with datasets." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to save_pretrained shard size defaults." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages and code paths." + "reason": "Both are import errors from dependency churn, but they concern different symbols and different upstream packages." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding is unrelated to auto-docstring crashing with future annotations." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "Video-model loading without torchvision is unrelated to max_shard_size behavior in save_pretrained()." + "reason": "AutoProcessor kwarg forwarding and auto_docstring annotation handling are separate code paths." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:38617", "right": "issue:41950", "accept": false, - "reason": "An import error for layer_type_validation is not the same as the video-classification pipeline using image processors." + "reason": "An import error for a removed utility is not the same as video-classification pipeline processor selection." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky test due to missing set_seed() is unrelated to a noisy logging message." + "reason": "Test nondeterminism from missing set_seed is unrelated to a logging-message issue." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only causing API requests is unrelated to UMT5Encoder missing embed_tokens.weight on load." + "reason": "local_files_only network leakage and a missing embed_tokens weight in UMT5Encoder are different loading bugs." }, { - "left": "issue:44451", - "right": "issue:47116", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "A model-load failure for a specific checkpoint is unrelated to a streaming pipeline regression." + "reason": "Attention scaling being ignored and cache lazy-init recompilation are separate generation/runtime problems." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:44451", + "right": "issue:47116", "accept": false, - "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention is unrelated to cache lazy initialization recompilation." + "reason": "Model loading failure for ScandiBERT is unrelated to a streaming pipeline regression." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure is unrelated to a backend name validation error for tensorflow_text." + "reason": "Python 3.14 import failure and an invalid backend name in BACKENDS_MAPPING are different import/config issues." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers are unrelated to BeitImageProcessorFast reduce_labels returning only one label." + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Trainer optimizer-state corruption is unrelated to a streaming pipeline regression." + "reason": "Optimizer-state corruption in training is unrelated to the streaming pipeline regression." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 compilation warning is unrelated to Bamba-9B-v2 torch.compile SDPA failure." + "reason": "A bfloat16 compile warning and a Bamba SDPA compile failure are not the same bug." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes and repo-check leakage are unrelated to a noisy logging message." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "Tokenizer decoder type mismatch is unrelated to an isolated reproduction issue." - }, - { - "left": "issue:42907", - "right": "issue:45753", - "accept": false, - "reason": "Different multimodal bugs: failing to save dequantized models vs. an infinite loop on a specific image." - }, - { - "left": "issue:42907", - "right": "issue:44655", - "accept": false, - "reason": "Saving dequantized models is unrelated to saving Pipeline objects with save_pretrained()." - }, - { - "left": "issue:45584", - "right": "issue:46365", - "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to an import-time Trainer/datasets issue." - }, - { - "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "A PyTorch warning on bfloat16 compilation is unrelated to a tie_word_embeddings config warning during LoRA fine-tuning." - }, - { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "A pipeline task support error message is unrelated to saving Pipeline objects." + "reason": "Leftover dummy classes and noisy logging do not describe the same underlying change or failure." } ] }, @@ -18446,283 +18564,289 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:30947", "issue:33357", "issue:36010", "issue:36683", - "issue:38617", "issue:42175", "issue:42757", "issue:42831", "issue:42890", + "issue:42907", "issue:43012", "issue:43064", + "issue:43066", "issue:43097", - "issue:43299", "issue:43352", - "issue:43502", "issue:43582", "issue:43618", "issue:43756", "issue:43761", "issue:43824", + "issue:43825", "issue:43827", - "issue:43867", + "issue:43906", "issue:43976", "issue:43992", "issue:44077", "issue:44162", "issue:44222", "issue:44261", + "issue:44368", "issue:44380", "issue:44483", "issue:44484", "issue:44485", "issue:44514", - "issue:44625", "issue:44655", "issue:44734", - "issue:45276", "issue:45478", "issue:45479", - "issue:46077", + "issue:45584", + "issue:45753", "issue:46132", "issue:46172", "issue:46298", "issue:46365", "issue:47059", "issue:47116", - "issue:47276", - "issue:47332" + "issue:47276" ], "soft_pairs": [ + "issue:43066|issue:43906", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45584|issue:46365", + "issue:43012|issue:44368", + "issue:43825|issue:44655", "issue:44734|issue:47116", + "issue:43827|issue:47116", "issue:43992|issue:44484", "issue:43352|issue:43976", - "issue:43827|issue:47116", "issue:44077|issue:46365", + "issue:30947|issue:33357", "issue:44162|issue:46172", - "issue:44380|issue:45479", "issue:36683|issue:43582", + "issue:44380|issue:45479", "issue:44380|issue:46132", - "issue:30947|issue:33357", "issue:42757|issue:43824", "issue:42175|issue:46365", "issue:43012|issue:47276", - "issue:43352|issue:44380", "issue:43756|issue:44485", + "issue:43352|issue:44380", "issue:43097|issue:46298", "issue:36010|issue:42757", "issue:42831|issue:44261", "issue:44222|issue:45478", - "issue:42890|issue:47059", "issue:44483|issue:44514", - "issue:43618|issue:43761", + "issue:42890|issue:47059", "issue:43064|issue:44380", - "issue:44625|issue:46365", - "issue:45276|issue:46077", - "issue:38617|issue:43502", - "issue:44655|issue:47332", - "issue:43299|issue:43867" + "issue:43618|issue:43761" ], - "prepared_review_unit_hash": "7cd48c1a158bd79f15fb73296e7c438d1270f4c8e3338106c05ab300584cd17c", + "prepared_review_unit_hash": "42442e60f731a99d4cd7c94b8fb07933e148038c2b0f699b56cf7203e09f586d", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35893, - "estimated_input_tokens": 8974, - "estimated_eval_tokens": 18204 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35659, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab-bag of unrelated Transformers issues; none of the soft pairs look like true duplicates. Most pairs are only loosely similar by keyword (imports, warnings, model-family names, or v5 regressions) but point to different failures or code paths.", - "confidence": 0.82, - "canonical_issue_reason": null, + "summary": "The cluster is a set of mostly unrelated false-positive similarities: import errors, model-specific regressions, save/load issues, warnings, docs, tests, and runtime bugs. I found no pair that clearly describes the same underlying change or bug.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue cleanly represents a duplicate group here; the soft pairs span different subsystems and different failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44734 is the strongest standalone triage candidate: it names a concrete crash in `transformers serve` / `/v1/responses`, identifies the failing path (KV cache continuation), and is specific enough to anchor a fix.", + "best_issue_reason": "No strong global best issue: there is no real duplicate cluster to anchor, so any issue would be an arbitrary representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44734", - "right": "issue:47116", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Both involve serving/streaming, but one is a KV-cache continuation tensor-indexing crash in `transformers serve` and the other is a broader streaming pipeline regression; not the same concrete bug." + "reason": "Both mention transformer internals, but one is a tokenizer/type regression and the other is an isolated reproduction of a different issue." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "`embed_tokens.weight` missing in Qwen3.5 `from_pretrained` is unrelated to `max_shard_size` in `save_pretrained()`." + "reason": "Save/dequantization failure and image-driven infinite loop are different bugs in unrelated code paths." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is about dequantized model save failure and the other about saving Pipeline objects; not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation failure and Trainer import conflict are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Flash Attention support for NemotronH is a model/runtime issue, while the Python 3.9/3.10 compatibility problem is an environment/versioning issue." + "reason": "One is a PyTorch compile warning for bfloat16; the other is a tie_word_embeddings warning in a different model workflow." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Both are pipeline-related, but one is an error-message/docs issue and the other is a save_pretrained failure." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Different server/runtime regressions: KV-cache continuation indexing vs streaming pipeline behavior." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing `pipeline()` after removals is documentation drift, not the same as the streaming pipeline regression." + "reason": "Docs still referencing pipeline() is not the same as a streaming pipeline runtime regression." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weight on load and a max_shard_size question on save are different save/load concerns." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support error and Python version compatibility are unrelated." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "`patchtsmixer` optional `post_init` policy and importing `Trainer` failing until `datasets` is removed are different import/runtime problems." + "reason": "PatchTSMixer post_init validation and importing Trainer with datasets installed are unrelated." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:30947", + "right": "issue:33357", "accept": false, - "reason": "ESM2 being broken and a deepseek-v4 tensor transpose issue are different model-specific bugs." + "reason": "Tokenizer BOS/EOS handling and a CLIP Mac bus error are unrelated." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention is unrelated to the single-label classification zero-loss bug." + "reason": "ESM2 breakage and a DeepSeek tensor operation bug are different model-specific issues." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3 missing `vocab_size` and Apple Silicon `caching_allocator_warmup` TypeError are unrelated failures." + "reason": "Gemma3 config missing vocab_size and an Apple Silicon TypeError in caching warmup are unrelated." }, { "left": "issue:44380", - "right": "issue:46132", + "right": "issue:45479", "accept": false, - "reason": "Ignored GPT2 attention scaling config is not the same as `AttentionInterface.register` changing registered-function behavior." + "reason": "Attention scaling config ignored and zero-loss classification behavior are different bugs." }, { - "left": "issue:30947", - "right": "issue:33357", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "LLaMA3 BOS/EOS token handling and a MacOS CLIP bus error are entirely different bugs." + "reason": "Both touch attention code, but one is a GPT2 scaling regression and the other changes AttentionInterface.register behavior." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing `is_offline_mode` from `huggingface_hub` is a dependency import issue; missing `Qwen2_5_VLForConditionalGeneration` is a model export/import issue." + "reason": "Both are import errors, but they concern different missing symbols from different packages." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "TensorFlow not included with `pip install '.[torch]'` is packaging metadata, not the same as `Trainer` import failing until `datasets` is uninstalled." + "reason": "Backend selection for pip extras and a Trainer import issue are unrelated dependency problems." }, { "left": "issue:43012", "right": "issue:47276", "accept": false, - "reason": "A bfloat16 compilation warning and a misleading `synced_gpus` warning are different warning-message issues with different triggers." + "reason": "A compile-time precision warning and a synced_gpus warning message are not the same bug." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Nemotron FlashAttention 2 support and GPT2 attention scaling under backend-specific attention implementations are different model/backend bugs." + "reason": "Both mention RoPE, but they are model-specific implementation discrepancies, not the same underlying issue." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Smollm3 RoPE layer count mismatch and GLM-5 RoPE implementation are both RoPE-related but clearly different model behaviors and root causes." + "reason": "Different features and failures: Flash Attention support gating vs attention scaling behavior." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed `tie_embeddings_and_encoder_decoder` API and a noisy logging message are unrelated changes." + "reason": "Removed API without indication and a noisy logging message are unrelated." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Missing `GenerationMixin` from `transformers.generation` and missing `is_offline_mode` from `huggingface_hub` are different import regressions." + "reason": "Both are import errors, but they are for different symbols and different dependency breakages." }, { "left": "issue:42831", "right": "issue:44261", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and MLA `rms_norm_eps` precision discrepancy are distinct numerical issues." + "reason": "Both concern precision/accuracy, but they describe different models and different numerical issues." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 `save_pretrained` for MoE and `from_pretrained` error for Qwen3.5 MoE are related by model family only, not the same bug." - }, - { - "left": "issue:42890", - "right": "issue:47059", - "accept": false, - "reason": "Seed-related test flakiness in SAM-HQ and a CLI incompatibility with `huggingface_hub 1.22.0` are unrelated test/runtime problems." + "reason": "MoE save_pretrained failure and MoE from_pretrained error are related thematically but not the same concrete bug." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "`/v1/chat/completions` request handling and `apply_chat_template` crashing on batched input are both API-related, but they affect different layers and code paths." + "reason": "Chat completions endpoint behavior and Qwen2.5-VL chat template batching crash are unrelated." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:42890", + "right": "issue:47059", "accept": false, - "reason": "CLIPOutput attentions not assigned and CLIPVisionModel returning `hidden_states=None` are both CLIP regressions but different outputs and failure modes." + "reason": "A flaky model integration test and a CLI compatibility break with huggingface_hub are unrelated test failures." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated subsystems." - }, - { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "Qwen3.5 `num_labels` propagation and `Trainer` import broken by `datasets` are different bugs." - }, - { - "left": "issue:45276", - "right": "issue:46077", - "accept": false, - "reason": "Gemma4 resize-token-embedding propagation and Gemma4 bidirectional-attention masking are both Gemma4 issues but not the same underlying defect." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "Missing `layer_type_validation` import and unintended API requests despite `local_files_only=True` are unrelated." - }, - { - "left": "issue:44655", - "right": "issue:47332", - "accept": false, - "reason": "Saving Pipeline objects and saving disk-offloaded Qwen3-VL-32B-Instruct are both save/export topics, but they concern different object types and failure causes." + "reason": "FSDP2/PEFT optimizer state corruption and GPT2 attention scaling are entirely different code paths." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Qwen3VL MoE loading breaks and sorted `state_dict` load errors are different loading regressions." + "reason": "Both are CLIP regressions, but attentions being unset and hidden_states missing are different outputs and likely different fixes." } ] }, @@ -18744,19 +18868,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:29870", "issue:29925", "issue:33453", "issue:36296", "issue:36683", + "issue:38617", "issue:42548", "issue:43010", - "issue:43064", + "issue:43299", "issue:43352", "issue:43475", - "issue:43575", + "issue:43502", "issue:43611", "issue:43618", "issue:43867", @@ -18764,20 +18889,18 @@ "issue:43992", "issue:44075", "issue:44077", - "issue:44222", "issue:44263", "issue:44351", "issue:44355", "issue:44380", "issue:44393", - "issue:44492", "issue:44625", "issue:44655", "issue:44855", "issue:44908", "issue:44938", - "issue:45125", "issue:45216", + "issue:45276", "issue:45278", "issue:45310", "issue:45593", @@ -18793,269 +18916,277 @@ "issue:47110", "issue:47317", "issue:47321", + "issue:47332", "issue:47337" ], "soft_pairs": [ - "issue:44655|issue:47321", + "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:38617|issue:43502", "issue:44625|issue:46077", + "issue:44655|issue:47321", + "issue:44655|issue:47332", + "issue:43299|issue:43867", "issue:43611|issue:44655", - "issue:36683|issue:43475", "issue:43618|issue:44380", + "issue:36683|issue:43475", "issue:43352|issue:45593", "issue:36683|issue:44077", "issue:46077|issue:46512", - "issue:44355|issue:46877", "issue:43976|issue:44938", "issue:44263|issue:45759", + "issue:44355|issue:46877", "issue:29925|issue:33453", "issue:43867|issue:45216", "issue:44938|issue:47059", "issue:36683|issue:44625", - "issue:36683|issue:47110", "issue:43618|issue:45216", + "issue:36683|issue:47110", "issue:44355|issue:44855", "issue:29870|issue:36296", - "issue:44908|issue:46851", "issue:43867|issue:46202", + "issue:44908|issue:46851", "issue:43992|issue:47317", "issue:44393|issue:47337", - "issue:43010|issue:45278", "issue:44075|issue:46365", + "issue:43010|issue:45278", "issue:44393|issue:47000", "issue:43992|issue:45310", "issue:42548|issue:44351", - "issue:29870|issue:33453", - "issue:43064|issue:44492", - "issue:36296|issue:43575", - "issue:44222|issue:45125", - "issue:43618|issue:44077" + "issue:29870|issue:33453" ], - "prepared_review_unit_hash": "b57bb12110f9fd2c901ce430fbfaca3912839ef8f761984ab49b05cd22d54146", + "prepared_review_unit_hash": "e1c608fcdd9e02c05d0d82f42f78bc93dd190d186468a0a49e2698173e6b8c3a", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37058, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 + "soft_pair_count": 34, + "serialized_chars": 37426, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than a true duplicate set: the issues span unrelated models, training/loading paths, tokenizer/config bugs, Python/version compatibility, and a few import/runtime failures. The soft links are mostly based on generic words like \"load\", \"import\", or \"attention\" and do not indicate the same underlying bug.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is too diverse and the soft connections are mostly superficial.", + "summary": "This cluster is mostly a set of unrelated Transformers issues; the textual similarity is driven by broad themes like import/load regressions, config propagation, or model-specific attribute bugs, but none of the soft pairs look like true duplicates of the same underlying fix.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here ('Many import errors after update from 4.57.0 to 5.5.0') and best matches the cluster\u2019s recurring import/load-regression motif, even though the other issues are mostly distinct.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the best representative because it is the most general, most cluster-like problem statement among otherwise narrow, model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44655", - "right": "issue:47321", + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is about resize_token_embeddings not updating outputs while the other is about bidirectional attention still building causal masks; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to an import failure caused by datasets; no shared underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Different areas: pipeline save_pretrained vs AMD Quark class update." + "reason": "Missing import of layer_type_validation and ignoring local_files_only are separate failures in different areas." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different model/config bugs: num_labels propagation vs bidirectional attention mask construction." + "reason": "Different models and different bugs: Qwen3.5 num_labels propagation vs Gemma4 attention-mask construction." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:44655", + "right": "issue:47321", "accept": false, - "reason": "Load-model base_model_prefix regression is unrelated to Pipeline save_pretrained." + "reason": "Saving Pipeline objects and an AMD quark class not being updated are unrelated issues." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Pipeline save_pretrained failure and disk-offloaded Qwen3-VL save failure are distinct save/offload paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression and sorted state_dict load error are different load-time problems with different triggers." + }, + { + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Unrelated multimodal configs and missing attributes in different model families." + "reason": "base_model_prefix loading breakage is not the same bug as Pipeline save_pretrained serialization." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions assignment and GPT2 attention scaling under SDPA/FlashAttention are different bugs." + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling under SDPA/FlashAttention are different attention-related regressions." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both mention missing attributes, but Gemma3Config vocab_size and SAM3VisionEncoderOutput fpn_position_embeddings are unrelated objects and code paths." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "FlashAttention support check vs auxiliary-loss behavior are unrelated." + "reason": "FlashAttention 2 support in NemotronHForCausalLM and D-FINE auxiliary-loss behavior are unrelated model features." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Missing Gemma3Config field vs patchtsmixer post_init allowance are unrelated." + "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init validation." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Attention-mask logic and stale config dtype are separate config/model issues." - }, - { - "left": "issue:44355", - "right": "issue:46877", - "accept": false, - "reason": "Both involve import-time behavior, but compiled-file errors and auto_docstring stdout logging have different causes." + "reason": "Bidirectional attention mask construction and stale config.dtype after from_config are different bugs." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Different Python-version compatibility failures (3.9/3.10 vs 3.14)." + "reason": "Both are Python-version compatibility complaints, but they refer to different releases and failure modes." }, { "left": "issue:44263", "right": "issue:45759", "accept": false, - "reason": "torch.split indexing bug vs Qwen composite config unwrapping are unrelated." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to unwrapping text_config in composite Qwen configs." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python import errors and auto_docstring stdout diagnostics are different import-time problems." }, { "left": "issue:29925", "right": "issue:33453", "accept": false, - "reason": "SigLIP fast-tokenizer enforcement is not the same as a generic tokenizer-loading regression." + "reason": "SigLIP use_fast enforcement is too specific to be the same as the broader tokenizer-loading regression." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Sorted state_dict load failure and Qwen3.5 checkpoint-save regression are different code paths." + "reason": "A load error when state_dict is sorted is not the same as a Qwen3.5 save_pretrained regression." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 import failure vs huggingface_hub CLI completion breakage are unrelated dependency issues." + "reason": "Python 3.14 import/load failure and a huggingface_hub CLI compatibility issue are different environment regressions." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Different config fields and different model families." + "reason": "Gemma3Config vocab_size and Qwen3.5 num_labels propagation are separate configuration bugs." }, { - "left": "issue:36683", - "right": "issue:47110", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Missing Gemma3Config attribute vs special_tokens dict/list handling are unrelated." + "reason": "CLIPOutput attentions missing and Qwen3.5 checkpoint saving corruption are unrelated regressions." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:36683", + "right": "issue:47110", "accept": false, - "reason": "Attention output regression and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Missing Gemma3Config vocab_size and special_tokens being a list instead of a dict are unrelated attribute/type errors." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Generic compiled-file import errors and a specific torch.jit.script parser issue are different failures." + "reason": "Running compiled Python files and a torch.jit.script parsing IndentationError are both import-time issues, but not the same underlying bug." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate decoder_attention_mask bug is unrelated to tensor-parallel training states." + "reason": "Bart generate UnboundLocalError and a tensor-parallel training bug are unrelated model/runtime failures." }, { - "left": "issue:44908", - "right": "issue:46851", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Scheduler kwargs bug and variable-length position_ids bug do not share the same root cause." + "reason": "Sorted state_dict loading and Gemma pipeline roundtrip on \u2581 are different serialization/tokenization issues." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:44908", + "right": "issue:46851", "accept": false, - "reason": "State_dict loading error vs Gemma pipeline roundtrip failure are different subsystems." + "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:43992", "right": "issue:47317", "accept": false, - "reason": "UMT5Encoder missing weights and PPFormulaNet loss bug are unrelated." + "reason": "UMT5Encoder missing embed_tokens.weight and PPFormulaNet training-loss bug are unrelated model-specific issues." }, { "left": "issue:44393", "right": "issue:47337", "accept": false, - "reason": "Qwen3-VL bbox output issue is not the same as a flaky bbox-range test." + "reason": "Qwen3-VL bbox hallucination/error and a flaky bbox-range test are not the same failure." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "no_grad cache updates vs broad import errors after upgrade are unrelated." + "reason": "SGD args not being used and Trainer import failing due to datasets are separate problems." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Optimizer argument handling vs Trainer import conflict with datasets are unrelated." + "reason": "A no_grad decoration issue for cache/layer updates is unrelated to broad import errors after upgrade." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Both are vision-related, but model bbox hallucination and RTDetrLoss infeasible cost matrix are different bugs." + "reason": "Qwen3-VL bbox output issues and RTDetrLoss infeasible cost matrix are different vision-model failures." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder weight-loading bug is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained errors are different model-loading bugs." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but different missing symbols with different likely causes." + "reason": "Both are import errors, but missing PreTrainedModel and missing HybridCache are distinct exported-symbol problems." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate error and tokenizer loading regression are unrelated." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug is unrelated to a cache-strategy typo." - }, - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Tensor-parallel training bug and tensor-parallel OOM are not the same concrete problem." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained MoE bug and missing _tp_plan are different distributed-model issues." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init policy." + "reason": "Bart generate decoder_attention_mask bug and SigLIP tokenizer loading regression are unrelated." } ] }, @@ -19077,40 +19208,40 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:28282", - "issue:30990", - "issue:31795", "issue:33453", + "issue:36296", "issue:41628", "issue:41669", "issue:42548", "issue:42890", "issue:42898", "issue:43010", + "issue:43064", "issue:43065", "issue:43502", "issue:43525", + "issue:43575", "issue:43576", "issue:43618", "issue:43723", "issue:43824", "issue:43867", - "issue:43874", "issue:43976", "issue:44062", + "issue:44077", "issue:44112", "issue:44222", "issue:44230", "issue:44246", - "issue:44355", "issue:44360", "issue:44387", "issue:44485", + "issue:44492", "issue:44556", "issue:44734", - "issue:44749", "issue:44964", "issue:44977", "issue:45071", @@ -19129,12 +19260,16 @@ "issue:47317" ], "soft_pairs": [ + "issue:43064|issue:44492", + "issue:36296|issue:43575", + "issue:44222|issue:45125", "issue:41669|issue:44246", + "issue:43618|issue:44077", "issue:42890|issue:45561", "issue:43867|issue:45357", "issue:43867|issue:45375", - "issue:43010|issue:43976", "issue:28282|issue:33453", + "issue:43010|issue:43976", "issue:43618|issue:44977", "issue:43010|issue:45850", "issue:45125|issue:45478", @@ -19149,225 +19284,234 @@ "issue:41628|issue:42548", "issue:43723|issue:44556", "issue:44222|issue:44230", - "issue:43824|issue:46617", "issue:43010|issue:43065", - "issue:42898|issue:46664", + "issue:43824|issue:46617", "issue:43576|issue:46132", + "issue:42898|issue:46664", "issue:45071|issue:47317", "issue:46143|issue:46144", - "issue:44355|issue:44749", - "issue:43502|issue:44485", - "issue:30990|issue:31795", - "issue:43874|issue:46617" + "issue:43502|issue:44485" ], - "prepared_review_unit_hash": "7c2078b36126df2790f0ed06bab7f4f2f0cc1f280a8f8ce4f6a6c66fe3185b01", + "prepared_review_unit_hash": "190859b9b467e3eef3aa00095961d3f389214fa95349ae93abc24856303fe3cf", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36179, - "estimated_input_tokens": 9045, - "estimated_eval_tokens": 18346 + "soft_pair_count": 31, + "serialized_chars": 36367, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items in this set are unrelated one-off bugs/issues. The only soft pairs that look like true duplicates are the import-time slowdown reports, the RoFormer kwargs/attention-interface reports, and the Qwen3.5 MoE loading/tensor-parallel reports.", - "confidence": 0.82, - "canonical_issue_reason": "issue:41669 is the best canonical issue: it is the earliest and most specific report for the import-time slowdown caused by model wildcard imports, which also matches the later generic import-slowdown report in issue:44246.", + "summary": "This set is mostly heterogeneous issue reports across unrelated regressions. The only pair that looks like the same concrete bug is the Qwen3.5 MoE tensor-parallel load/from_pretrained failure; the rest are too broad or touch different code paths.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45125 is the most concrete root-cause report in the only plausible duplicate pair: it names the missing `_tp_plan` tensor-parallelism implementation behind the broader Qwen3.5 MoE from_pretrained failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the strongest global issue candidate because it has the clearest root cause, the earliest timestamp among the duplicate-like reports, and a directly actionable fix target.", + "best_issue_reason": "Issue 45125 is the best representative issue here because it is specific, diagnostic, and likely the actionable root cause for the related Qwen3.5 MoE loading error.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Same underlying import-performance problem: both describe transformers import taking too long, and 41669 names the likely root cause in model import wildcards." + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Different problems: FSDP/PEFT optimizer-state corruption vs a cache-strategy typo." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Both are test flakiness, but they involve different tests and different failure modes; not the same concrete bug." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is a model-loading OOM; not the same bug." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Different loading problems: one is a sorted state_dict load failure, the other is incorrect visual encoder keys on save_pretrained." + "reason": "FP8 save_pretrained MoE bug vs tensor-parallel plan missing for Qwen3.5 MoE; different failure modes." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Unrelated model-load issues; the second is about a missing vision config field, not the same failure path." + "reason": "Import-time slowdown and import-* cleanup are related broadly, but not clearly the same underlying bug/change." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model behaviors: CLIPOutput attentions vs PatchTSMixer post_init policy." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test failures: seeding-related instability vs xdist file-race in testing utils." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load error with sorted state_dict vs incorrect visual encoder keys on save_pretrained; not the same issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Decorating cache updates with no_grad and Python-version compatibility are unrelated." + "reason": "State-dict sorting load error is unrelated to a missing vision config field." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "ImportError for missing PyTorch and tokenizer-loading regression are different problems." + "reason": "PyTorch missing ImportError vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Torch-no_grad cache update change vs Python version compatibility issue; different code paths." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "Different model paths and symptoms; one is CLIPOutput attentions, the other is Qwen3.5 flash-attention generation." + "reason": "CLIP output attentions bug vs Qwen3.5 flash-attention generation issue; unrelated." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "The second is a broad regression report, not the same cache-update no_grad bug." + "reason": "A specific cache update change is not the same as the broad 'many models break' report." }, { "left": "issue:45125", "right": "issue:45478", "accept": true, - "reason": "Both point to the same Qwen3.5 MoE tensor-parallel loading failure; one names the missing _tp_plan, the other reports the resulting from_pretrained error." + "reason": "Same concrete Qwen3.5 MoE loading failure: the broad from_pretrained error is plausibly caused by the missing `_tp_plan` tensor-parallel implementation." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "One is tensor-parallel support, the other is a missing vision-config field; different code paths." + "reason": "Tensor-parallel `_tp_plan` omission vs missing `deepstack_visual_indexes` in vision config; different defects." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Completely different models and issues; no shared bug mechanism." + "reason": "DSA indexer ReLU complaint is unrelated to DeepSeekV3MoE divergence." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leakage and AddedToken keyword collision are unrelated." + "reason": "Local-files-only network leak vs AddedToken argument conflict; unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both concern CI/test failures, but they are different tests with different causes." + "reason": "Different CI/test issues with no shared code path." }, { "left": "issue:43525", "right": "issue:47317", "accept": false, - "reason": "Different model/config bugs with no evidence of a shared underlying path." + "reason": "Llama4 config pad_token_id attribute error vs PPFormulaNet training-loss bug; unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test flakiness and Phi-4 multimodal loading failure are unrelated." + "reason": "SamHQ test seeding issue vs Phi-4-multimodal model load failure; unrelated." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation crash and trust_remote_code cache FileNotFoundError are different loading/runtime bugs." + "reason": "KV-cache indexing crash in serve vs trust_remote_code cache FileNotFoundError; different bugs." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "One is int4 quantization memory growth, the other is reload-compatibility across versions." + "reason": "Int4 quantization memory regression vs checkpoint reload compatibility after upgrade; different symptoms and likely causes." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing imports for different classes; not the same duplicate." + "reason": "Both are import errors from transformers, but for different symbols and likely different missing exports." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload regression are separate problems." + "reason": "Tokenizer loading regression vs checkpoint reload failure after upgrade; too broad to call duplicates." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Same model family and FP8 theme, but one is save_pretrained behavior and the other is inference support; not the same concrete bug." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "Missing model import and cache FileNotFoundError are unrelated." + "reason": "FP8 save_pretrained bug vs FP8 inference support request; not the same underlying change." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated." + "reason": "Cache update no_grad behavior vs a dummy Conv2d in Sam3PixelDecoder; unrelated." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Tokenization-space behavior and video num_frames semantics are unrelated." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs remote-code cache FileNotFoundError; different issues." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env command and AttentionInterface.register behavior change are different issues." + "reason": "Broken env command and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior change vs SmolVLM num_frames semantics; unrelated." }, { "left": "issue:45071", "right": "issue:47317", "accept": false, - "reason": "PretrainedConfig type-checking regression and PPFormulaNet training-loss bug are unrelated." + "reason": "PretrainedConfig type-checking regression vs PPFormulaNet training-loss bug; unrelated." }, { "left": "issue:46143", "right": "issue:46144", - "accept": true, - "reason": "Both describe the same RoFormer attention/kwargs propagation path; one says kwargs are dropped, the other says the attention implementation bypasses the interface." - }, - { - "left": "issue:44355", - "right": "issue:44749", "accept": false, - "reason": "Compiled Python-file errors and a performance regression after upgrade are not the same bug." + "reason": "Both are RoFormer-related, but one is about kwargs forwarding and the other about attention interface usage; not clearly the same bug." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network requests and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "Missing image-patch helper and trust_remote_code cache file lookup are different failures." + "reason": "local_files_only network leak vs GLM-5 RoPE implementation discussion; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft pairs are conservative enough given the titles alone. The rejected pairs are also phrased cautiously and do not overclaim duplicates. Canonical issue selection is supported by the earlier timestamp and the more specific import-slowdown description." + "feedback": "Grounded overall. The verdicts stay conservative, and the only accepted soft pair is defensible from the packet: issue 45125 is a specific root-cause report for the Qwen3.5 MoE from_pretrained failure seen in issue 45478. The remaining pairs are reasonably rejected as different bugs or code paths." }, "evaluator_used": true, "retried": false, @@ -19386,10 +19530,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:29870", "issue:30333", + "issue:30990", "issue:31795", "issue:36296", "issue:38617", @@ -19405,12 +19550,12 @@ "issue:43673", "issue:43824", "issue:43827", + "issue:43874", "issue:43901", "issue:44038", "issue:44077", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", "issue:44351", "issue:44355", @@ -19419,6 +19564,7 @@ "issue:44492", "issue:44556", "issue:44623", + "issue:44749", "issue:44861", "issue:44961", "issue:45071", @@ -19426,9 +19572,6 @@ "issue:45230", "issue:45362", "issue:45375", - "issue:45381", - "issue:45468", - "issue:45542", "issue:45850", "issue:46095", "issue:46617", @@ -19438,259 +19581,259 @@ "issue:47110" ], "soft_pairs": [ - "issue:43010|issue:43232", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43874|issue:46617", "issue:45850|issue:47110", - "issue:46664|issue:46726", - "issue:43299|issue:44556", + "issue:43010|issue:43232", "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:46664|issue:46726", "issue:30333|issue:36296", "issue:43827|issue:44961", "issue:44230|issue:46095", "issue:29870|issue:31795", "issue:44038|issue:45125", "issue:43576|issue:43824", - "issue:44355|issue:45071", "issue:43502|issue:44961", + "issue:44355|issue:45071", "issue:43576|issue:45071", "issue:43576|issue:47059", "issue:42757|issue:43576", - "issue:31795|issue:38617", "issue:36296|issue:43901", + "issue:31795|issue:38617", "issue:43475|issue:46617", "issue:44077|issue:44861", "issue:44623|issue:45230", "issue:44351|issue:46617", - "issue:45362|issue:45850", "issue:44315|issue:44360", + "issue:45362|issue:45850", "issue:45375|issue:47110", "issue:43673|issue:44492", "issue:44485|issue:44961", "issue:43352|issue:44961", - "issue:43525|issue:47110", - "issue:44273|issue:45542", - "issue:44961|issue:45468", - "issue:45381|issue:46664" + "issue:43525|issue:47110" ], - "prepared_review_unit_hash": "e2c81fc962aaf3aad3f247dec6b1f317dbea2cf0d8469d0b73d17929444fe205", + "prepared_review_unit_hash": "fc0ebd1cf4143e760128128ba3a76ecb50f0b477eac7737f5a42aa3b6292f1fb", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36732, - "estimated_input_tokens": 9183, - "estimated_eval_tokens": 18622 + "serialized_chars": 36278, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated standalone bugs/docs regressions, not duplicates of one another. I rejected all soft pairs because they do not appear to describe the same underlying code-path or fix.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated Transformer issues. None of the soft pairs are strong duplicates from titles alone; the clearest representative issue is the local_files_only regression because it states a precise contract violation with an obvious reproduction path.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43502 is the most concrete and actionable bug report here: it describes a specific regression where `local_files_only=True` still triggers API requests.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43502 is the strongest canonical-style issue because it is narrowly scoped, user-facing, and easy to validate; the other issues are either model-specific, broader compatibility reports, or documentation problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: compiled Python file execution errors vs a performance regression after upgrading Transformers." + }, + { + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Both touch generation/cache internals, but one is about no_grad decoration and the other about a sync_gpus kwargs update path; different bugs." + "reason": "One is a loading hang in Sentence Transformers; the other is documentation confusion about `input_ids` and `past_key_values`." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different code paths: missing image-processor method vs FileNotFoundError loading a `trust_remote_code` model from cache." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "One is a broad v5 regression complaint; the other is a special_tokens type error. No shared concrete failure." + "reason": "Too broad and unrelated: a general v5 breakage complaint vs a `special_tokens` attribute error." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation internals, but one is about `@torch.no_grad` on cache/layer updates and the other is a sync_gpus generation bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Video processor semantics vs missing vision backend handling; different processor issues." + "reason": "Local-files-only network leakage is unrelated to FP8 `save_pretrained` behavior for MoE models." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both involve version upgrades and loading, but they are different model/loading regressions with different failure modes." + "reason": "Both mention v5 upgrade regressions, but one is a Qwen3-VL-Moe load failure and the other is a general checkpoint reload problem." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "local_files_only network leakage is unrelated to FP8 save_pretrained behavior." + "reason": "SmolVLM `num_frames` semantics are unrelated to AutoProcessor backend-missing error handling." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training bugs." + "reason": "MLflow reporting on failed jobs is unrelated to a tensor-parallel training bug." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still mentioning pipeline() is unrelated to the unrelated 'racoon' issue." + "reason": "Documentation references to `pipeline()` have nothing to do with the unrelated `racoon` report." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models is not the same as a DeepSeekV4 weight-conversion question." + "reason": "FP8 inference support for Qwen models is not the same underlying issue as a DeepSeekV4 weight-conversion question." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A generation-time UnboundLocalError is not the same as confusing forward-pass documentation." + "reason": "A runtime `decoder_attention_mask` error is not the same as documentation confusion about generation inputs." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen/MoE, but one is a general model breakage report and the other is a missing tensor-parallel plan." + "reason": "Both are Qwen-related, but one is a broad transformers-v5 bug report and the other is a missing `_tp_plan` tensor-parallel implementation detail." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env command breakage is unrelated to an import error for a specific model class." + "reason": "A broken `transformers env` command is not the same failure as an import error for a specific model class." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Compiled Python file errors and PretrainedConfig type checking are different regressions." + "reason": "`local_files_only` network leakage and an unrelated placeholder issue are clearly different." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Offline-mode network requests are unrelated to the unrelated 'racoon' issue." + "reason": "Compiled-file execution errors are unrelated to `PretrainedConfig` type-checking regressions." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env CLI command and PretrainedConfig type checking are distinct failures." + "reason": "A CLI environment command failure is not the same as a type-checking breakage in `PretrainedConfig`." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Different CLI surfaces and different root causes: env command vs huggingface_hub completion attribute change." + "reason": "The `transformers env` command issue is different from the `huggingface_hub` CLI completion incompatibility." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import is a dependency/API issue, not the env command bug." + "reason": "An `is_offline_mode` import error may affect CLI behavior, but it is not the same concrete bug as the v5 env-command report." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Forward-argument docs confusion is unrelated to an ImportError for layer_type_validation." + "reason": "Tensor-parallel training issues are unrelated to `TextClassificationPipeline` docs still mentioning `return_all_scores`." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Tensor parallel training and text-classification pipeline docs are unrelated." + "reason": "Documentation confusion about generation args is unrelated to a missing `layer_type_validation` import." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 vision encoder attribute error is unrelated to trust_remote_code cache file loading." + "reason": "SAM3 video attribute loss is unrelated to a cache FileNotFoundError for trust-remote-code models." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "One is about a model's optional post_init contract; the other is an AttributeError when tied-weights keys are a list." + "reason": "A `post_init` allowance policy issue is unrelated to `_get_tied_weight_keys` crashing on a list." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "processor.save_pretrained missing files is not the same as an unspecified bug report." + "reason": "Missing processor save files and a generic bug report are not the same underlying issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import failure is unrelated to trust_remote_code cache FileNotFoundError." + "reason": "HybridCache import failure and cache FileNotFoundError are different cache-loading problems." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Specific Qwen3.5 chat crash is not the same as a broad 'v5 breaks too many models' report." + "reason": "Liger Kernel application in `model_init` is unrelated to a DSA indexer/ReLU discussion." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Liger kernel not applied via model_init is unrelated to the DSA indexer/ReLU discussion." + "reason": "Qwen3.5 chat crashes are model-specific, while the other issue is a broad complaint that v5 breaks many models." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing vision config field is unrelated to a special_tokens list/dict error." + "reason": "A missing config field in Qwen3.5 Moe vision is unrelated to a `special_tokens` list/type error." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to a typo in cache strategies." + "reason": "A missing GenerationMixin cache during chunked prefill is not the same as a typo in cache strategy docs/code." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation is unrelated to the unrelated 'racoon' issue." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder `racoon` issue." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support for Nemotron is unrelated to the unrelated 'racoon' issue." + "reason": "Flash-Attention support for Nemotron is unrelated to the placeholder `racoon` issue." }, { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to the special_tokens keys error." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading behavior and TensorBoard/TF backend installation are different problems." - }, - { - "left": "issue:44961", - "right": "issue:45468", - "accept": false, - "reason": "'racoon' is not a meaningful bug description and is unrelated to Gemma4AudioRelPositionalEncoding." - }, - { - "left": "issue:45381", - "right": "issue:46664", - "accept": false, - "reason": "Both involve video processing, but one is wrong vision_position_ids and the other is num_frames semantics; not the same bug." + "reason": "A missing `pad_token_id` on `Llama4Config` is not the same as a `special_tokens` list attribute error." } ] }, @@ -19712,16 +19855,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ - "issue:31795", - "issue:33453", "issue:41669", "issue:42371", "issue:42890", "issue:43298", "issue:43408", - "issue:43519", "issue:43525", "issue:43572", "issue:43576", @@ -19743,11 +19883,15 @@ "issue:44704", "issue:44861", "issue:44908", + "issue:44961", "issue:45003", "issue:45071", "issue:45092", "issue:45230", "issue:45341", + "issue:45381", + "issue:45468", + "issue:45542", "issue:45656", "issue:45753", "issue:45850", @@ -19757,13 +19901,15 @@ "issue:46209", "issue:46218", "issue:46328", - "issue:46655", "issue:46664", "issue:47059", "issue:47110", "issue:47176" ], "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44961|issue:45468", + "issue:45381|issue:46664", "issue:44315|issue:46209", "issue:43867|issue:47110", "issue:44273|issue:45003", @@ -19771,11 +19917,11 @@ "issue:41669|issue:43673", "issue:44655|issue:44861", "issue:43572|issue:45850", - "issue:44485|issue:46664", "issue:43525|issue:45850", + "issue:44485|issue:46664", "issue:44393|issue:45753", - "issue:44393|issue:45071", "issue:44295|issue:45230", + "issue:44393|issue:45071", "issue:44297|issue:45230", "issue:44556|issue:45092", "issue:42371|issue:44492", @@ -19784,11 +19930,11 @@ "issue:46018|issue:46172", "issue:43408|issue:44315", "issue:44492|issue:45850", - "issue:43976|issue:44393", - "issue:44492|issue:46328", "issue:41669|issue:46218", - "issue:44704|issue:44908", + "issue:44492|issue:46328", + "issue:43976|issue:44393", "issue:42890|issue:44908", + "issue:44704|issue:44908", "issue:41669|issue:45341", "issue:44908|issue:45071", "issue:43298|issue:46095", @@ -19797,242 +19943,252 @@ "issue:43576|issue:47176", "issue:43976|issue:46218", "issue:45230|issue:45656", - "issue:43976|issue:47176", - "issue:31795|issue:33453", - "issue:43519|issue:46655" + "issue:43976|issue:47176" ], - "prepared_review_unit_hash": "31f7a5460aca2d3de92ea5c4ff9886bc61b6da2ee9ca5c6c0e0843ca666a5024", + "prepared_review_unit_hash": "ca2b5042c214a53c7a69e37da76b5f8995cbae976d31760e5389dede59a3077e", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37844, - "estimated_input_tokens": 9461, - "estimated_eval_tokens": 19178 + "soft_pair_count": 37, + "serialized_chars": 38126, + "estimated_input_tokens": 9532, + "estimated_eval_tokens": 19320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated transformer/model regressions, with a loose theme around v5-era breakages and model/config compatibility. I found no soft pair that clearly looks like the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s v5 regression theme, and it best matches the recurring pattern of \u201cv5 breaks X\u201d reports across the set.", + "summary": "This cluster is mostly a set of Transformers v5 regression/compatibility issues, but the individual reports cover different models, APIs, and failure modes rather than one exact bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the recurring v5 breakage theme and can represent the cluster better than the more narrowly scoped reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best representative issue because it captures the shared high-level regression narrative, even though it is too broad to serve as a precise duplicate target.", + "best_issue_reason": "45850 is the most representative high-level issue for the shared upgrade/regression pattern, even though it is vague.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Different bugs: lazy loading behavior vs TensorFlow backend detection/install handling." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated; one is a placeholder issue, the other is a Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both involve multimodal/video handling, but they target different models and concrete semantics." + }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Different bugs: model_init/Liger kernel application vs FP8 inference failure on B200." + "reason": "Different code paths: model_init application of Liger Kernel vs FP8 inference on B200." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "Unrelated failures: sorted state_dict loading vs special_tokens being a list instead of a mapping." + "reason": "Load/state_dict sorting error is unrelated to special_tokens dict/list handling." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both are import-related only at a very high level; one is lazy-loading performance, the other is unsafe sys.modules access." + "reason": "Import performance/lazy-loading is not the same bug as unsafe sys.modules access." }, { "left": "issue:44466", "right": "issue:44556", "accept": false, - "reason": "Serialization inconsistency for tied weights is not the same as cross-version checkpoint reload incompatibility." + "reason": "Both touch v5 compatibility, but one is tied-weight serialization and the other is checkpoint reload compatibility." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/performance issue vs missing GenerationMixin cache during chunked prefill are different code paths." + "reason": "Import-star cleanup/perf issue is unrelated to chunked_prefill cache availability." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and _get_tied_weight_keys AttributeError are separate save/load bugs." + "reason": "Saving Pipeline objects and tied-weight key extraction are different failures." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Specific StableLmConfig pad_token_idx regression is not the same as a generic \u201cv5 breaks many models\u201d complaint." - }, - { - "left": "issue:44485", - "right": "issue:46664", - "accept": false, - "reason": "RoPE implementation discussion and SmolVLM video num_frames semantics are unrelated." + "reason": "Specific missing config attribute vs a broad complaint about many v5 regressions." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4Config missing pad_token_id is a specific config regression, not the same as the broad v5 breakage report." + "reason": "Specific Llama4Config attribute error, not the same underlying bug as the generic v5 breakage report." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "Both involve Qwen vision models, but the reported failures are different: 2D box output errors vs infinite looping on a specific image." + "reason": "Different model implementations and different bugs (RoPE vs video frame semantics)." }, { "left": "issue:44393", - "right": "issue:45071", + "right": "issue:45753", "accept": false, - "reason": "Model-specific visual output bug vs PretrainedConfig type-checking breakage are not the same defect." + "reason": "Same family (Qwen vision) but different models and failure modes; not one concrete bug." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Specific position_ids buffer handling bug vs an empty placeholder bug report; no evidence they match." + "reason": "A position_ids buffer access error is not the same as an unspecified bug report." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different issues: Qwen3-VL output bug vs PretrainedConfig type checking regression." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the placeholder report." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the generic bug report." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 compatibility, but one is checkpoint reload after upgrade and the other is remote-code meta-init incompatibility for InternVL2." + "reason": "Both are upgrade compatibility complaints, but they concern different model families and mechanics." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API/settings warning and a cache-strategy typo are unrelated." + "reason": "TF32 settings API guidance is unrelated to a typo in cache strategies." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad v5 regression complaints do not match the specific CLI failure caused by huggingface_hub API changes." + "reason": "A broad v5 regression report does not match a specific CLI break from huggingface_hub 1.22.0." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both touch imports/lazy loading, but one is intermittent import slowness while the other is lazy loading malfunction; not the same concrete bug." + "reason": "Import slowness and lazy-loading malfunction are related only at a high level, not the same concrete bug." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating and a comb.to(...).transpose(...) bug are different issues." + "reason": "Different DeepSeek-V4 problems: gating logic vs tensor dtype/transpose operation." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning for sam3_tracker is unrelated to Liger Kernel not being applied with model_init." + "reason": "Completely different subsystems and failures; no shared code-path bug." }, { "left": "issue:44492", - "right": "issue:44908", - "accept": false, - "reason": "A typo in cache strategies is unrelated to inverse_sqrt scheduler kwargs being ignored." - }, - { - "left": "issue:43976", - "right": "issue:44393", + "right": "issue:45850", "accept": false, - "reason": "Python version compatibility regression and Qwen3-VL hallucination/box-output bug are unrelated." + "reason": "A typo in cache strategies is not the same as the broad v5 regression umbrella." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue are different components and problems." + "reason": "Import-star usage/performance issue is unrelated to a missing exported model class." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Import-star usage cleanup/performance is unrelated to an import failure for Qwen3_5ForCausalLM." + "reason": "Python version compatibility and a Qwen3-VL vision bug are different issues." }, { - "left": "issue:44704", + "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different APIs and failure modes." + "reason": "Test seeding flakiness and scheduler kwarg propagation are unrelated." }, { - "left": "issue:42890", + "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Flaky integration tests due to missing set_seed are unrelated to scheduler kwargs being ignored." + "reason": "AutoProcessor kwargs forwarding is unrelated to inverse_sqrt scheduler behavior." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import cleanup/performance and a small testing_utils bug are not the same underlying issue." + "reason": "Import cleanup/performance issue is unrelated to a testing_utils bug." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are unrelated." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different code paths." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and a DeepSeek-V4 weight conversion question are not the same bug/change." + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Broken `transformers env` command and inverse_sqrt scheduler kwargs are different subsystems." + "reason": "Import performance cleanup is not the same as failing to export HybridCache." }, { "left": "issue:43576", - "right": "issue:47176", + "right": "issue:44908", "accept": false, - "reason": "Environment command regression and shell-command allowlist bypass are unrelated, and the latter is a security issue." + "reason": "Broken env command and scheduler kwargs propagation are different bugs." }, { - "left": "issue:45230", - "right": "issue:45656", + "left": "issue:43576", + "right": "issue:47176", "accept": false, - "reason": "A placeholder bug report cannot be treated as the same issue as double optimizer stepping with deepspeed." + "reason": "CLI env command breakage is unrelated to a shell command-substitution allowlist bypass." }, { "left": "issue:43976", - "right": "issue:47176", + "right": "issue:46218", "accept": false, - "reason": "Python support regression and shell allowlist bypass are unrelated." + "reason": "Python compatibility and missing model export are unrelated." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:45230", + "right": "issue:45656", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to a tokenizer loading regression." + "reason": "Generic bug report vs optimizer step being called twice under deepspeed." }, { - "left": "issue:43519", - "right": "issue:46655", + "left": "issue:43976", + "right": "issue:47176", "accept": false, - "reason": "Qwen3VL timestamp calculation and SmolVLM video padding calculation are separate model-processor bugs." + "reason": "Python support issue and shell allowlist bypass are unrelated." } ] }, @@ -20054,13 +20210,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:28348", "issue:29870", "issue:30333", "issue:31515", "issue:31795", + "issue:33453", "issue:36296", "issue:37428", "issue:38617", @@ -20076,7 +20233,6 @@ "issue:43606", "issue:43618", "issue:43704", - "issue:43717", "issue:43976", "issue:44230", "issue:44261", @@ -20097,8 +20253,8 @@ "issue:45341", "issue:45468", "issue:45850", - "issue:46144", "issue:46218", + "issue:46655", "issue:46894", "issue:47059", "issue:47110", @@ -20106,20 +20262,22 @@ "issue:47177" ], "soft_pairs": [ + "issue:31795|issue:33453", + "issue:43519|issue:46655", "issue:44315|issue:44829", "issue:44861|issue:47110", "issue:45468|issue:46894", "issue:42913|issue:43066", - "issue:44485|issue:47176", "issue:44360|issue:45468", + "issue:44485|issue:47176", "issue:43976|issue:47177", "issue:43519|issue:44485", "issue:31795|issue:37428", "issue:43576|issue:44273", "issue:44485|issue:47177", "issue:44273|issue:44908", - "issue:44861|issue:47059", "issue:43519|issue:44908", + "issue:44861|issue:47059", "issue:41669|issue:43704", "issue:43576|issue:46218", "issue:44485|issue:45468", @@ -20151,329 +20309,331 @@ "issue:43298|issue:44230", "issue:30333|issue:31515", "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:43717|issue:46144" + "issue:31515|issue:31795" ], - "prepared_review_unit_hash": "6b51f173d75d384588b4ec5b41c120eee1c74403d7852958961d148baf273c95", + "prepared_review_unit_hash": "37e4775e78b8143655ab0fe3dc106669ccb2e54dcce50e5a80951a36c766727b", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 41046, - "estimated_input_tokens": 10262, - "estimated_eval_tokens": 20780 + "soft_pair_count": 48, + "serialized_chars": 41345, + "estimated_input_tokens": 10337, + "estimated_eval_tokens": 20930 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not contain a PR cluster. The only plausible duplicate pair is the v5 tokenizer regression reports (42913/43066); the rest look like distinct bugs, features, or unrelated issues.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43066 is the most concrete representation of the tokenizer-v5 regression: it identifies the specific wrong decoder type, while 42913 is the broader symptom report.", + "summary": "This cluster is heavily over-broadened: most items are unrelated Transformers issues, with only a loose recurring theme around v5/model-loading/tokenizer regressions. No soft pair looks like a true duplicate with the same concrete code path.", + "confidence": 0.33, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the recurring v5 breakage theme, so it is the best representative issue even though it is very generic.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43066 is the clearest standalone issue in the only likely duplicate pair and is the best representative of that bug.", + "best_issue_reason": "Best overall issue to anchor the cluster because it captures the widest shared regression theme across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Different problems: Liger kernel application via model_init vs flash_attention_3 training degeneration." + "reason": "Documentation confusion vs a tokenizer-loading regression; different problem and fix surface." }, { - "left": "issue:44861", - "right": "issue:47110", + "left": "issue:43519", + "right": "issue:46655", "accept": false, - "reason": "Both are AttributeError-style failures, but on unrelated code paths: tied weights handling vs special_tokens keys handling." + "reason": "Both are processor bugs, but one is timestamp math and the other is padding math in a different path." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different subsystems: Liger/model_init application versus flash-attention training degradation." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Separate AttributeErrors in unrelated helpers; not the same failing code path." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different models and failures: Gemma-4 audio positional encoding vs CohereASR training-loss shift bug." + "reason": "Different model families and different numerical bugs; no shared concrete change." }, { "left": "issue:42913", "right": "issue:43066", - "accept": true, - "reason": "Same underlying tokenizer-v5 regression; 43066 is the concrete wrong-decoder-type manifestation of 42913's broader behavior change." - }, - { - "left": "issue:44485", - "right": "issue:47176", "accept": false, - "reason": "Unrelated: GLM-5 RoPE implementation vs command-substitution allowlist bypass security bug." + "reason": "Both mention tokenizer v5 behavior, but the reported failures are different enough that a shared code path is not clear." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Different model internals: DSA indexer ReLU discussion vs Gemma-4 audio positional encoding." + "reason": "DSA indexer ReLU issue vs Gemma audio positional encoding bug; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation issue versus shell allowlist security bypass; unrelated." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python version compatibility issue vs tar/zip slip arbitrary file write security bug." + "reason": "Python version compatibility bug versus tar/zip slip RCE; unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different semantics: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + "reason": "Processor timestamp bug versus RoPE implementation bug; different code paths." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation confusion about forward arguments vs an import error for flash attention utilities." + "reason": "Doc clarification issue versus import failure for a flash-attention helper; not duplicates." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env CLI command and lazy loading are unrelated subsystems." + "reason": "Broken env command and lazy loading are different features, despite both surfacing in v5." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation discussion is unrelated to the file-write security issue." + "reason": "Model positional encoding issue versus security file-write exploit; unrelated." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated bugs." + "reason": "Lazy loading regression and scheduler kwargs handling are unrelated bugs." }, { - "left": "issue:44861", - "right": "issue:47059", + "left": "issue:43519", + "right": "issue:44908", "accept": false, - "reason": "Tied-weight key handling crash is unrelated to CLI completion breakage." + "reason": "Processor timestamp calculation versus scheduler parameter handling; unrelated." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:44861", + "right": "issue:47059", "accept": false, - "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs handling." + "reason": "Different failures in different utilities; no shared underlying bug." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-* cleanup/performance issue is unrelated to a VRAM leak in Qwen3ForCausalLM." + "reason": "Import-star cleanup/perf issue versus a VRAM leak in multithreaded dataloading; unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and missing Qwen3_5ForCausalLM import are different failures." + "reason": "CLI env command breakage and model import failure are different regressions." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model features: RoPE implementation vs audio relative positional encoding." + "reason": "RoPE implementation and audio positional encoding are both positional topics, but not the same bug." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device-mismatch in bark-small is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch versus audio positional encoding; unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings API change is unrelated to a multi-dataloader-thread VRAM leak." + "reason": "TF32 settings warning versus VRAM leak; different concerns." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." + "reason": "VRAM leak and RoPE implementation are unrelated." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad complaint that 5.0 breaks models is not the same bug as tar/zip-slip RCE." + "reason": "Generic v5 breakage report versus a security file-write exploit; unrelated." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "Broad version-regression complaint is unrelated to shell-operator allowlist bypass." + "reason": "Generic model-breakage umbrella versus shell-command allowlist bypass; unrelated." }, { "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Model support for Flash Attention 2.0 is unrelated to a file-write security vulnerability." + "reason": "Flash-attention support gap versus arbitrary file-write exploit; unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected network requests with local_files_only and timestamp calculation are different issues." + "reason": "Unexpected network access during local loading versus processor timestamp bug; unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation bug is unrelated to missing save_pretrained files." + "reason": "Timestamp calculation bug versus missing save_pretrained outputs; different behavior." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2LMHeadModel flash-attention support request is not the same as a generic Flash Attention 2.0 issue." + "reason": "Both mention Flash Attention 2.0, but one is GPT-2 support and the other is an unrelated generic request." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm precision/config bug is unrelated to Gemma-4 audio positional encoding." + "reason": "Different numerical/configuration issues in different models; not the same bug." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "General 5.0 compatibility complaint is unrelated to an import failure for Qwen3_5ForCausalLM." + "reason": "Broad v5 regressions umbrella versus a specific model import failure; not the same issue." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to a testing_utils bug." + "reason": "VRAM leak versus a testing_utils bug; unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Missing Flash Attention 2.0 support for NemotronH is unrelated to an import error for Qwen3_5ForCausalLM." + "reason": "Flash-attention support error versus missing model import; different code paths." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but they involve different symbols and code paths." + "reason": "Two import errors, but for different symbols and likely different causes." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling crash is unrelated to apply_chat_template crashing on tool-call assistant messages." + "reason": "Tied-weights crash versus chat-template tool-call crash; unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen3-VL support request is unrelated to missing processor.save_pretrained output files." + "reason": "FP8 support request versus processor save_pretrained file emission bug; unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they are different models and separate support requests." + "reason": "Both concern Flash Attention 2.0, but they are different model-specific support requests/failures." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the placeholder issue titled Unemployment." + "reason": "Scheduler kwargs bug versus an irrelevant/non-technical issue; no relation." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Unemployment is unrelated to the tar/zip-slip security report." + "reason": "No meaningful technical overlap; unrelated issues." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Unemployment is unrelated to the shell-operator bypass security report." + "reason": "No meaningful technical overlap; unrelated issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." + "reason": "FP8 support request versus a Qwen3.5 MoE from_pretrained error; different problems." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo is unrelated to the placeholder issue." + "reason": "Cache strategy typo versus unrelated issue; no duplicate signal." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + "reason": "CLIPOutput attentions regression versus unrelated issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an import error are not the same bug." + "reason": "Slow from_pretrained loading versus an import error; different failure mode and fix." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "Bart generate decoder_attention_mask crash is unrelated to slow checkpoint loading." + "reason": "BART generate decoder mask crash versus slow checkpoint loading; unrelated." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and Qwen3-VL FP8 support are different feature gaps." + "reason": "Continuous batching audio support versus fp8 inference support; different feature gaps." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failure is unrelated to checkpoint loading performance." + "reason": "MLflow reporting failure versus checkpoint loading slowness; unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and tensor parallel training bug are unrelated." + "reason": "Loading performance issue versus tensor-parallel training bug; unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Performance issue in from_pretrained is unrelated to forward documentation confusion." - }, - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention-interface support are different model implementation topics." + "reason": "Runtime loading performance versus documentation confusion; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The tokenizer v5 pair (42913/43066) is a plausible duplicate, while the rest of the soft-edge negatives are reasonably justified by distinct titles and problem scopes. No unsupported PR-cluster claim is made since the packet contains issues only." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20488,18 +20648,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-538", + "cluster_id": "cluster-10000-540", "nodes": [ "issue:37934", "issue:42936", "issue:43240", "issue:43668", + "issue:43717", "issue:43813", "issue:44031", "issue:46018", "issue:46144" ], "soft_pairs": [ + "issue:43717|issue:46144", "issue:42936|issue:46018", "issue:43668|issue:44031", "issue:42936|issue:43240", @@ -20512,40 +20674,46 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "eba81a14bf9da7e9579f9374b3197101d73ccb3fdc2e553ac40332c469c41ee3", + "prepared_review_unit_hash": "440478fe7ffb2b4fbe7e5b5176f66a390bb5e655ad6d4fbb81a33af8ab68f387", "component_budget": { - "node_count": 538, - "item_count": 538, - "soft_pair_count": 1987, - "serialized_chars": 1029760, - "estimated_input_tokens": 257440, - "estimated_eval_tokens": 515136 + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 11, - "serialized_chars": 7773, - "estimated_input_tokens": 1944, - "estimated_eval_tokens": 4144 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8608, + "estimated_input_tokens": 2152, + "estimated_eval_tokens": 4560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are a heterogeneous set of unrelated bug reports and typo/configuration fixes across different models and tokenizer code paths; none of the soft pairs look like duplicates.", + "summary": "This cluster is a set of unrelated bug reports across different models/configs/tokenizers. The similarity signals are superficial; none of the soft pairs look like the same underlying defect.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items cover distinct models, APIs, and failure modes rather than one underlying bug.", + "canonical_issue_reason": "If a single representative is needed, issue 46144 is the most concrete code-path bug and the broadest implementation concern, but it is not a true duplicate anchor for the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster is not cohesive; if forced, none would be suitable as a duplicate target.", + "best_issue_reason": "Issue 46144 is the strongest standalone report: it names a specific model, a specific attention implementation problem, and a plausible fix path. It is the best representative issue in this otherwise heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different models and different bugs: Mamba/Mamba-2 init_weights handling versus RoFormer attention interface usage." + }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model-specific bugs." + "reason": "Mask2Former ignore_value plumbing is unrelated to DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", @@ -20557,55 +20725,55 @@ "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "A missing ignore_value usage in Mask2Former is not the same code-path as kwargs not reaching a loss function." + "reason": "Mask2Former ignore_value usage and loss kwargs forwarding are different code paths and different defects." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage are different implementation problems." + "reason": "Loss-function kwargs propagation is unrelated to RoFormer attention interface behavior." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss-parameter handling and tokenizer warning behavior do not describe the same bug." + "reason": "Model ignore_value handling and tokenizer regex warnings are unrelated subsystems." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These concern different models and different subsystems: loss masking vs attention interface usage." + "reason": "Different model families and no shared failing code path." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value and a typo in a quantization-operation name are unrelated." + "reason": "Mask2Former loss/input handling is unrelated to a typo in quantization conversion naming." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A config type annotation bug is not the same as a typo in an attribute path." + "reason": "ModernBERT config typing and quantization-typo reports do not describe the same bug." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation and correcting a config type hint are unrelated issues." + "reason": "Loss kwargs forwarding versus a config annotation mistake are not the same underlying issue." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm/RMS norm semantics and ModernBERT norm_eps typing are different concerns." + "reason": "Llama4 norm implementation semantics and ModernBERT config type hints are unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "These are separate model bugs affecting different settings and code paths." + "reason": "Mask2Former ignore_value usage is unrelated to ModernBERT norm_eps typing." } ] }, @@ -20638,52 +20806,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "19491ecc7ea888908bb0d6077e8b2330ac3298243368709b8112039af4615e00", + "prepared_review_unit_hash": "716c504e073322508ff6b24aac2a82db3abeac4cbfe78467c814e6f10b9ea577", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates of one another; they cover unrelated features in different parts of the library (tokenization truncation, learning-rate scheduling, and Wav2Vec2 word timing offsets).", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous and does not appear to describe one underlying bug or feature request.", + "summary": "These three issues are unrelated: one requests truncation from the beginning for tokenization, one asks for ReduceLROnPlateau-like scheduler behavior, and one asks for word time offsets in Wav2Vec2. No duplicate cluster is present.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "10519 is the most concrete and self-contained request, but it is still not a good global canonical for this cluster because the other issues are unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Truncation direction in tokenizer preprocessing is unrelated to Wav2Vec2 word boundary timing offsets." + "reason": "Different feature areas and problems: token truncation behavior vs Wav2Vec2 word timestamp extraction." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Tokenizer truncation behavior and ReduceLROnPlateau-like scheduler functionality are different problem domains." + "reason": "Unrelated requests: tokenizer truncation direction vs learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Learning-rate plateau scheduling is unrelated to extracting word start/end offsets from Wav2Vec2." + "reason": "Different subsystems and use cases: scheduler behavior vs Wav2Vec2 alignment/timing offsets." } ] }, @@ -20715,12 +20883,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "f95e9ed7fdc318b4d20ab6bfe668d446b585a8cf482b94b386b62825a6b43f06", + "prepared_review_unit_hash": "d0d20fb7464430aed0a10f27b7422b9ab5d4aa59c76e71db79a870ecec4b16bf", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -20728,7 +20896,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -20737,24 +20905,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like three different issues rather than duplicates: one about Tapas tokenization parity, one about private-model download/auth errors, and one about loading bert-base-uncased. The only mild overlap is general model-loading behavior, but the specific failure modes do not match.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "These three issues do not look like duplicates of one another. They cover three different problems: Tapas tokenization mismatch, private-model download/auth error handling, and a generic bert-base-uncased loading failure.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster well, because the reports describe different underlying bugs rather than one shared failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the broadest of the three around model loading, so it is the closest candidate for a canonical umbrella, but it still does not clearly subsume the other two bugs.", + "best_issue_reason": "If one issue had to be kept as the most representative, issue #16618 is the broadest and most user-facing model-loading report, but it should not absorb the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization parity is a different subsystem and failure mode from a bert-base-uncased model-loading error." + "reason": "Different bug classes: Tapas tokenization behavior vs failure to load bert-base-uncased. Same general ML area, but not the same code-path problem." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download/auth messaging is a distinct problem from a general 'can't load bert-base-uncased' report." + "reason": "Private-model download/auth error messaging is a different underlying issue from a public model loading failure; they would need different fixes." } ] }, @@ -20776,7 +20944,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-19631-7", + "cluster_id": "cluster-19631-8", "nodes": [ "issue:19631", "issue:19865", @@ -20784,7 +20952,8 @@ "issue:20362", "issue:22352", "issue:22372", - "issue:25725" + "issue:25725", + "issue:25839" ], "soft_pairs": [ "issue:19631|issue:22372", @@ -20794,98 +20963,105 @@ "issue:20334|issue:22352", "issue:20334|issue:20362", "issue:20334|issue:25725", + "issue:20362|issue:25839", "issue:20362|issue:25725", "issue:22352|issue:25725", "issue:22372|issue:25725" ], - "prepared_review_unit_hash": "aa7f781b718b802857363c745d411290570eac895b8e162a219d04b6986a2904", + "prepared_review_unit_hash": "368597d888f1e556cdeb666f3ae60f7dd0c48f5f2a89a8074d332a759a3610d1", "component_budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 10, - "serialized_chars": 7314, - "estimated_input_tokens": 1829, - "estimated_eval_tokens": 3914 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 8191, + "estimated_input_tokens": 2048, + "estimated_eval_tokens": 4352 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 10, - "serialized_chars": 7314, - "estimated_input_tokens": 1829, - "estimated_eval_tokens": 3914 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 8191, + "estimated_input_tokens": 2048, + "estimated_eval_tokens": 4352 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are all separate feature requests for different models or model integrations; none appear to be true duplicates of the same underlying change.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the cluster spans unrelated requests (EDSR/MDSR, VATT, longformer_content, FlexiBERT, Whisper XVector finetuning, Restormer, Meta-Transformer).", + "summary": "These are separate feature requests for adding different models or model-specific workflows. The shared wording is superficial (\u201cAdd X model\u201d), but the underlying changes target different architectures and use cases, so this is not a duplicate cluster.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good duplicate anchor; each item targets a different model or use case, so none should be treated as the representative duplicate.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:19631", "right": "issue:22372", "accept": false, - "reason": "Both are model-add requests, but EDSR/MDSR super-resolution and Restormer image restoration are different architectures and changes." + "reason": "EDSR/MDSR and Restormer are different image-restoration models; they would require separate integrations and code paths." }, { "left": "issue:19631", "right": "issue:20362", "accept": false, - "reason": "EDSR/MDSR and FlexiBERT are unrelated model additions with no shared code-path or concrete change." + "reason": "EDSR/MDSR and FlexiBERT are unrelated model additions in different model families, so they are not the same change." }, { "left": "issue:19865", "right": "issue:25725", "accept": false, - "reason": "VATT and Meta-Transformer are different model requests; same broad category, but not the same underlying feature." + "reason": "VATT and Meta-Transformer are distinct model architectures with different implementation requirements." }, { "left": "issue:19865", "right": "issue:22372", "accept": false, - "reason": "VATT audio/video model support is unrelated to Restormer image restoration." + "reason": "VATT and Restormer are different models for different tasks; no evidence they share the same concrete fix." }, { "left": "issue:20334", "right": "issue:22352", "accept": false, - "reason": "longformer_content and Whisper XVector finetuning concern different models and workflows." + "reason": "longformer_content and Whisper XVector finetuning describe different workflows and targets; not the same underlying request." }, { "left": "issue:20334", "right": "issue:20362", "accept": false, - "reason": "longformer_content and FlexiBERT are distinct model requests, not a single duplicate change." + "reason": "longformer_content and FlexiBERT are separate model-related requests with no shared code-path problem." }, { "left": "issue:20334", "right": "issue:25725", "accept": false, - "reason": "Longformer content support and Meta-Transformer are different feature requests with no concrete overlap." + "reason": "longformer_content and Meta-Transformer are unrelated model additions; similarity is only topical." + }, + { + "left": "issue:20362", + "right": "issue:25839", + "accept": false, + "reason": "FlexiBERT and D_Nikud are distinct model requests, likely for different NLP tasks and implementations." }, { "left": "issue:20362", "right": "issue:25725", "accept": false, - "reason": "FlexiBERT support and Meta-Transformer support are separate model integrations." + "reason": "FlexiBERT and Meta-Transformer are different model families and do not look mergeable into one PR." }, { "left": "issue:22352", "right": "issue:25725", "accept": false, - "reason": "Whisper XVector finetuning is a training/process request, not the same as adding Meta-Transformer." + "reason": "Whisper XVector finetuning and Meta-Transformer are not the same change; one is a training workflow, the other a model addition." }, { "left": "issue:22372", "right": "issue:25725", "accept": false, - "reason": "Restormer and Meta-Transformer are different model additions and should not be merged as duplicates." + "reason": "Restormer and Meta-Transformer are unrelated model additions; no shared concrete bug or code-path." } ] }, @@ -20907,9 +21083,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-26350-15", + "cluster_id": "cluster-26350-16", "nodes": [ "issue:26350", + "issue:26794", "issue:27088", "issue:28936", "issue:30191", @@ -20927,23 +21104,30 @@ ], "soft_pairs": [ "issue:26350|issue:33260", + "issue:26794|issue:44370", + "issue:26794|issue:44365", + "issue:26794|issue:47402", + "issue:26794|issue:43834", + "issue:26794|issue:47299", + "issue:26794|issue:27088", "issue:27088|issue:44370", "issue:27088|issue:44365", "issue:27088|issue:47402", "issue:27088|issue:43834", - "issue:27088|issue:30191", - "issue:27088|issue:28936", "issue:28936|issue:43834", + "issue:27088|issue:28936", "issue:28936|issue:44365", "issue:28936|issue:30240", "issue:28936|issue:38435", + "issue:27088|issue:30191", + "issue:26794|issue:30191", "issue:30191|issue:30240", "issue:28936|issue:30191", + "issue:26794|issue:30240", "issue:30240|issue:44370", "issue:30240|issue:44365", "issue:30240|issue:47402", "issue:30240|issue:43834", - "issue:30240|issue:47299", "issue:38435|issue:44370", "issue:38435|issue:44365", "issue:38435|issue:47402", @@ -20975,332 +21159,371 @@ "issue:47299|issue:47402", "issue:46226|issue:47299" ], - "prepared_review_unit_hash": "f81bc9bd6f0bd4c4f5cc81e4754df7a6e0d4f9374b554b0d556f3fa09cf45666", + "prepared_review_unit_hash": "5101f9e89a29c55e0620ba0ac3b15964448e67e7912f1285cc779a46ed77c18c", "component_budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 48, - "serialized_chars": 26229, - "estimated_input_tokens": 6558, - "estimated_eval_tokens": 13372 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 55, + "serialized_chars": 29305, + "estimated_input_tokens": 7327, + "estimated_eval_tokens": 14910 }, "budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 48, - "serialized_chars": 26229, - "estimated_input_tokens": 6558, - "estimated_eval_tokens": 13372 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 55, + "serialized_chars": 29305, + "estimated_input_tokens": 7327, + "estimated_eval_tokens": 14910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly a mixed cluster: one unrelated feature-request pair (Flash Attention 2 vs GGUF) and many separate translation issues. The only true duplicates I\u2019d merge are the repeated generic i18n placeholder issues; the language-specific translation requests should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43834 is the earliest and most central of the repeated generic i18n placeholder translation issues, so it is the best representative of that duplicate subgroup.", + "summary": "This cluster is mostly noisy similarity: one unrelated Flash Attention 2 vs GGUF pair, plus a large i18n translation-template family that shares boilerplate but appears to cover distinct language requests. I would not merge any of the soft pairs.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43834 is the most generic hub among the i18n template issues, so it is the best anchor for that subgroup, though the overall cluster is not a single duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical: it best represents the small set of exact placeholder-duplicate translation issues, but not the distinct language-specific requests.", + "best_issue_reason": "Same as above: 43834 is the strongest representative of the near-identical translation-template subgroup, but not a global duplicate target for the unrelated items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests: Flash Attention 2 support vs GGUF support for more architectures." + "reason": "Flash Attention 2 support and GGUF support are unrelated features." }, { - "left": "issue:27088", + "left": "issue:26794", "right": "issue:44370", "accept": false, - "reason": "Both are translation-related, but this is Turkish vs a generic placeholder issue; not the same concrete translation request." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { - "left": "issue:27088", + "left": "issue:26794", "right": "issue:44365", "accept": false, - "reason": "Turkish translation request vs a different placeholder translation issue; not the same target." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { - "left": "issue:27088", + "left": "issue:26794", "right": "issue:47402", "accept": false, - "reason": "Turkish translation request vs another placeholder translation issue; no evidence they are the same task." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { - "left": "issue:27088", + "left": "issue:26794", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request is language-specific; the other issue is a generic placeholder title, so they are not the same request." + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:26794", + "right": "issue:47299", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:26794", + "right": "issue:27088", + "accept": false, + "reason": "Different language requests; similarity comes from the shared i18n template." }, { "left": "issue:27088", - "right": "issue:30191", + "right": "issue:44370", "accept": false, - "reason": "Different languages: Turkish vs Persian translation requests." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { "left": "issue:27088", - "right": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:27088", + "right": "issue:47402", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:27088", + "right": "issue:43834", "accept": false, - "reason": "Different languages: Turkish vs Spanish translation requests." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs a generic placeholder issue; not the same concrete change." + "reason": "Different language request; shared wording is just the translation template." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language requests; same template, not the same task." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request vs a separate placeholder issue; no clear same underlying task." + "reason": "Different language request; shared wording is just the translation template." }, { "left": "issue:28936", "right": "issue:30240", "accept": false, - "reason": "Different languages: Spanish vs Polish translation requests." + "reason": "Different language requests; same template, not the same task." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different languages: Spanish vs Romanian translation requests." + "reason": "Different language requests; same template, not the same task." }, { - "left": "issue:28936", + "left": "issue:27088", + "right": "issue:30191", + "accept": false, + "reason": "Different language requests; same template, not the same task." + }, + { + "left": "issue:26794", "right": "issue:30191", "accept": false, - "reason": "Different languages: Spanish vs Persian translation requests." + "reason": "Different language requests; same template, not the same task." }, { "left": "issue:30191", "right": "issue:30240", "accept": false, - "reason": "Different languages: Persian vs Polish translation requests." + "reason": "Different language requests; same template, not the same task." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Different language requests; same template, not the same task." + }, + { + "left": "issue:26794", + "right": "issue:30240", + "accept": false, + "reason": "Different language requests; same template, not the same task." }, { "left": "issue:30240", "right": "issue:44370", "accept": false, - "reason": "Polish translation request vs a generic placeholder issue; not the same concrete request." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { "left": "issue:30240", "right": "issue:44365", "accept": false, - "reason": "Polish translation request vs a generic placeholder issue; not the same concrete request." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { "left": "issue:30240", "right": "issue:47402", "accept": false, - "reason": "Polish translation request vs a generic placeholder issue; not the same concrete request." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { "left": "issue:30240", "right": "issue:43834", "accept": false, - "reason": "Polish translation request vs a generic placeholder issue; no evidence of the same task." - }, - { - "left": "issue:30240", - "right": "issue:47299", - "accept": false, - "reason": "Polish translation request vs a different non-placeholder issue; not the same change." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs a generic placeholder issue; not the same concrete request." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request vs a generic placeholder issue; not the same concrete request." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { "left": "issue:38435", "right": "issue:47402", "accept": false, - "reason": "Romanian translation request vs a generic placeholder issue; not the same concrete request." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request vs a generic placeholder issue; no evidence of the same task." + "reason": "Different language request; the overlap is boilerplate translation text only." }, { "left": "issue:38435", "right": "issue:47299", "accept": false, - "reason": "Romanian translation request vs a different non-placeholder issue; not the same change." + "reason": "Different language/request text; not the same underlying issue." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Both appear to be the same generic i18n placeholder translation issue with no language filled in." + "accept": false, + "reason": "Placeholder/template titles overlap, but there is no evidence they are the same language task." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same generic placeholder translation request; looks like a duplicate of the same template issue." + "accept": false, + "reason": "Placeholder/template titles overlap, but there is no evidence they are the same language task." }, { "left": "issue:43834", "right": "issue:47402", - "accept": true, - "reason": "Same generic placeholder translation request; likely the same duplicated template issue." + "accept": false, + "reason": "Placeholder/template titles overlap, but there is no evidence they are the same language task." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "Generic placeholder translation issue vs a different Thai-titled issue; not clearly the same concrete request." + "reason": "Different language/request text; not the same underlying issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder translation issue vs a different Thai-titled issue; no clear evidence of duplication." - }, - { - "left": "issue:43834", - "right": "issue:46931", - "accept": false, - "reason": "Generic placeholder translation issue vs a different Thai-titled issue; not the same request." - }, - { - "left": "issue:43834", - "right": "issue:46222", - "accept": false, - "reason": "Generic placeholder translation issue vs a different Thai-titled issue; not the same request." + "reason": "Different language/request text; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Both are the same generic i18n placeholder translation issue." + "accept": false, + "reason": "Placeholder/template titles overlap, but there is no evidence they are the same language task." }, { "left": "issue:44365", "right": "issue:47402", - "accept": true, - "reason": "Both are the same generic placeholder translation request." + "accept": false, + "reason": "Placeholder/template titles overlap, but there is no evidence they are the same language task." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "Generic placeholder translation issue vs a different Thai-titled issue; not clearly the same task." + "reason": "Different language/request text; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder translation issue vs a different Thai-titled issue; no strong evidence of duplication." + "reason": "Different language/request text; not the same underlying issue." }, { - "left": "issue:44365", - "right": "issue:46222", + "left": "issue:44370", + "right": "issue:47402", "accept": false, - "reason": "Generic placeholder translation issue vs a different Thai-titled issue; not the same request." + "reason": "Placeholder/template titles overlap, but there is no evidence they are the same language task." }, { - "left": "issue:44365", - "right": "issue:46931", + "left": "issue:44370", + "right": "issue:47299", "accept": false, - "reason": "Generic placeholder translation issue vs a different Thai-titled issue; not the same request." + "reason": "Different language/request text; not the same underlying issue." }, { "left": "issue:44370", - "right": "issue:47402", - "accept": true, - "reason": "Both are the same generic i18n placeholder translation issue." + "right": "issue:46226", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." }, { - "left": "issue:44370", + "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "Generic placeholder translation issue vs a different Thai-titled issue; not clearly the same request." + "reason": "Different Thai-text request/title; not the same issue." }, { "left": "issue:44370", - "right": "issue:46226", + "right": "issue:46222", "accept": false, - "reason": "Generic placeholder translation issue vs a different Thai-titled issue; no clear duplication." + "reason": "Different language/request text; not the same underlying issue." }, { - "left": "issue:44370", + "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder translation issue vs a different Thai-titled issue; not the same task." + "reason": "Different language/request text; not the same underlying issue." }, { - "left": "issue:44370", - "right": "issue:46931", + "left": "issue:46222", + "right": "issue:47402", "accept": false, - "reason": "Generic placeholder translation issue vs a different Thai-titled issue; not the same task." + "reason": "Different language/request text; not the same underlying issue." }, { - "left": "issue:46222", - "right": "issue:47299", + "left": "issue:43834", + "right": "issue:46222", "accept": false, - "reason": "Two different Thai-titled issues; similar language-only content is not enough to prove the same underlying request." + "reason": "Different language/request text; not the same underlying issue." }, { - "left": "issue:46222", + "left": "issue:46226", "right": "issue:47402", "accept": false, - "reason": "Thai-titled issue vs a generic placeholder issue; not clearly the same concrete change." + "reason": "Different language/request text; not the same underlying issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Both are Thai-titled issues, but the titles differ and there is no evidence they are the same request." + "reason": "Different Thai-text request/title; not the same issue." }, { - "left": "issue:46226", - "right": "issue:47299", + "left": "issue:44370", + "right": "issue:46931", "accept": false, - "reason": "Different Thai-titled issues; similar style is not enough to call them duplicates." + "reason": "Different language/request text; not the same underlying issue." }, { - "left": "issue:46226", - "right": "issue:47402", + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", "accept": false, - "reason": "Thai-titled issue vs a generic placeholder issue; not the same concrete request." + "reason": "Different language/request text; not the same underlying issue." }, { "left": "issue:46931", "right": "issue:47402", "accept": false, - "reason": "Different issue titles and no evidence of the same translation request." + "reason": "Different language/request text; not the same underlying issue." }, { "left": "issue:47299", "right": "issue:47402", "accept": false, - "reason": "Different issue titles; no clear shared underlying bug/change." + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Different Thai-text request/title; not the same issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analyst\u2019s summary is grounded and conservative overall. It correctly separates the unrelated feature-request pair from the translation issues, and it only groups the identically templated placeholder translation issues together while keeping the language-specific requests separate. The canonical choice of issue:43834 is also supported by the timestamps and repeated identical titles." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21323,7 +21546,7 @@ "soft_pairs": [ "issue:30396|issue:31103" ], - "prepared_review_unit_hash": "fbb4072aa8ff82b917620cf1773dbea2e282414c8eb47a2569d9f48a455df0ff", + "prepared_review_unit_hash": "c8272be11fae4419c3b25345337ed1250e4414e86bb1fde131850ed74403cf72", "component_budget": { "node_count": 2, "item_count": 2, @@ -21345,18 +21568,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues both appear to be about adding support for HelpingAI, but they describe different scopes: one is a specific model addition request, the other is adding a causal LM class for it. I would keep them separate rather than treat them as exact duplicates.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 30396 is the more specific, user-facing request naming the concrete model to add, so it is the better representative if these are grouped.", + "summary": "These two issues are related in theme but do not clearly describe the same underlying request: one asks to add a specific model, while the other asks to add a CausalLM class/implementation. I would not merge them as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 30396 is the more concrete feature request, with a specific model name and clearer scope.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 30396 is the best issue in the pair because it is the clearest standalone request and more likely to anchor the intended feature work.", + "best_issue_reason": "Issue 30396 is the best representative because it is more specific and self-contained.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30396", "right": "issue:31103", "accept": false, - "reason": "Reject as a duplicate: both mention HelpingAI, but one asks for a specific model addition while the other asks to add the HelpingAIForCausalLM class. That is related, but not clearly the same underlying issue/change." + "reason": "Both are about HelpingAI-related additions, but the requested change is not the same: one is a model add request, the other is an API/class addition request. Too little evidence they are the same underlying issue." } ] }, @@ -21465,388 +21688,370 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "90e30ba52bc824de69de96fe84124369f5ea4eaf8e2dcebd853d46a4fdaf964a", + "prepared_review_unit_hash": "b00711c22ecd7e1ca5063c3226844f96bebf6d26c8724f0e2a213900b8936288", "component_budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 59, - "serialized_chars": 33609, - "estimated_input_tokens": 8403, - "estimated_eval_tokens": 17062 + "serialized_chars": 33613, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 }, "budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 59, - "serialized_chars": 33609, - "estimated_input_tokens": 8403, - "estimated_eval_tokens": 17062 + "serialized_chars": 33613, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of model-request issues across unrelated families (vision, audio, OCR, language, detection, and architecture variants). The similarity signals are mostly generic wording, so none of the soft pairs look like true duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "issue:42738 is the closest umbrella-style request in the set; if one issue must represent the cluster, it is broader than the many single-model asks.", + "summary": "These issues are mostly unrelated model-request tickets that share generic wording like \"add/support model\". The similarity is topical, not duplicative, so I would not collapse the cluster into one canonical change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the cluster mixes many distinct model-addition requests across different architectures, checkpoints, and modalities.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42738 best represents the cluster because it is the most category-like request ('BERT-like models with RoPE') rather than a single specific model name.", + "best_issue_reason": "No single issue is a safe global representative; choosing one would incorrectly merge unrelated requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa vs LoMa are different keypoint models; not the same change." + "reason": "Related keypoint tasks, but RoMa matcher and LoMa detector+matcher are different model requests." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher request vs MiniCPM3 model support; unrelated." + "reason": "Different scope: keypoint matcher request vs MiniCPM3 model architecture support." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config vs DEIMv2; different model families." + "reason": "Different models entirely: EuroBert config vs DEIMv2 support." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS; unrelated tasks." + "reason": "EuroBert config and Qwen3-TTS are unrelated model requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR; different model domains." + "reason": "Different model families: EuroBert vs RF-DETR." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config vs MiMo; different model families." + "reason": "Different requests: EuroBert config vs XiaoMi MiMo." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR vs DEIMv2 are distinct detection model requests." + "reason": "RF-DETR and DEIMv2 are different model additions." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vs LFM2.5 Audio; different modalities." + "reason": "Detection model vs audio model; not the same change." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs weight-sparse transformer; different changes." + "reason": "RF-DETR support is unrelated to the weight-sparse transformer request." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR; unrelated vision vs audio support." + "reason": "RF-DETR and Qwen3-ASR target different modalities and code paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vs Qwen3-TTS; different model tasks." + "reason": "RF-DETR support is unrelated to Qwen3-TTS support." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT vs Qwen3-ASR; unrelated model support." + "reason": "NeoBERT and Qwen3-ASR are different model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer; different model families." + "reason": "NeoBERT support and the weight-sparse transformer request are unrelated." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; different modalities." + "reason": "NeoBERT is a text model; LFM2.5 Audio is an audio model." }, { "left": "issue:37015", "right": "issue:37334", "accept": false, - "reason": "NeoBERT vs LLMDet; different model domains." + "reason": "NeoBERT and LLMDet are different model additions." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR vs NeoBERT; unrelated requests." + "reason": "RF-DETR detection support and NeoBERT support are unrelated." }, { "left": "issue:37334", "right": "issue:41115", "accept": false, - "reason": "LLMDet vs MiniCPM3; different model families." + "reason": "LLMDet support and MiniCPM3 architecture support are different changes." }, { "left": "issue:37334", "right": "issue:43837", "accept": false, - "reason": "LLMDet vs Qwen3-ASR; unrelated tasks." + "reason": "LLMDet and Qwen3-ASR are different models with different code paths." }, { "left": "issue:37334", "right": "issue:43671", "accept": false, - "reason": "LLMDet vs Qwen3-TTS; different model domains." + "reason": "LLMDet and Qwen3-TTS are unrelated model requests." }, { "left": "issue:37334", "right": "issue:42503", "accept": false, - "reason": "LLMDet vs ModernVBERT; different model requests." + "reason": "LLMDet support is unrelated to ModernVBERT model support." }, { "left": "issue:40330", "right": "issue:42503", "accept": false, - "reason": "open-qwen2vl-base vs ModernVBERT; different model families." + "reason": "open-qwen2vl-base and ModernVBERT are different model requests." }, { "left": "issue:40330", "right": "issue:43671", "accept": false, - "reason": "Qwen2VL base vs Qwen3-TTS; different modalities." + "reason": "Vision-language model support vs TTS support; not the same change." }, { "left": "issue:40330", "right": "issue:42954", "accept": false, - "reason": "Qwen2VL base vs MiMo; unrelated model requests." + "reason": "open-qwen2vl-base and XiaoMi MiMo are unrelated models." }, { "left": "issue:40330", "right": "issue:46653", "accept": false, - "reason": "Qwen2VL base vs Mirko Privitera; not the same underlying issue." + "reason": "open-qwen2vl-base is a model request; Mirko Privitera is unrelated to model support." }, { "left": "issue:40330", "right": "issue:42738", "accept": false, - "reason": "Qwen2VL base vs BERT-like models with RoPE; different model scopes." + "reason": "open-qwen2vl-base and BERT-like models with RoPE are different requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 vs Qwen3-ASR; unrelated model support." + "reason": "MiniCPM3 support and Qwen3-ASR support are different model additions." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs weight-sparse transformer; different code paths." + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT; different model families." + "reason": "MiniCPM3 support is unrelated to ModernVBERT models." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vs Qwen3-TTS; different tasks and models." + "reason": "DEIMv2 and Qwen3-TTS are different models and modalities." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT; different model requests." - }, - { - "left": "issue:42503", - "right": "issue:43837", - "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR; unrelated." + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are distinct model requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE vs Voxtral TTS; different model domains." + "reason": "BERT-like RoPE models and Voxtral TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; 42738 is a broader architectural ask, not the same change." + "reason": "ModernVBERT and BERT-like models with RoPE are different model support requests." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE vs MiMo; unrelated model families." + "reason": "BERT-like RoPE models and XiaoMi MiMo are not the same change." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE vs Mirko Privitera; not the same issue." + "reason": "BERT-like RoPE support is unrelated to the Mirko Privitera issue." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "MiMo vs SAM3-LiteText; different model domains." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." }, { - "left": "issue:37334", - "right": "issue:42954", + "left": "issue:42954", + "right": "issue:45177", "accept": false, - "reason": "LLMDet vs MiMo; different model families." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:42954", - "right": "issue:43671", + "right": "issue:46653", "accept": false, - "reason": "MiMo vs Qwen3-TTS; different model requests." + "reason": "XiaoMi MiMo support is unrelated to the Mirko Privitera issue." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT vs MiMo; unrelated model families." + "reason": "ModernVBERT models and XiaoMi MiMo are different requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR; same vendor prefix but different modalities and changes." + "reason": "Qwen3-TTS and Qwen3-ASR are opposite speech tasks and should not be merged." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS vs Voxtral TTS; different models and code paths." + "reason": "Qwen3-TTS support is unrelated to the weight-sparse transformer request." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated modalities." + "reason": "Both mention TTS, but Qwen3-TTS and Voxtral-4B-TTS are different model-specific requests." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS vs weight-sparse transformer; different changes." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; different model support requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR vs EUPE; unrelated model families." + "reason": "Qwen3-ASR support and EUPE are different model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR vs weight-sparse transformer; different code paths." + "reason": "Qwen3-ASR support is unrelated to the weight-sparse transformer request." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR vs TTS; Qwen3-ASR and Voxtral-4B-TTS are not the same fix." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio vs SAM3-LiteText; different modalities." + "reason": "LFM2.5 Audio and SAM3-LiteText are different modality/model requests." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio vs Granite SWA+sink option; different underlying changes." + "reason": "LFM2.5 Audio support and Granite SWA+sink are different code changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer vs EUPE; unrelated requests." + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS; different model families." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-ASR vs Voxtral TTS; different audio-model requests." - }, - { - "left": "issue:37015", - "right": "issue:45027", - "accept": false, - "reason": "NeoBERT vs Voxtral TTS; unrelated model domains." - }, - { - "left": "issue:37334", - "right": "issue:45027", - "accept": false, - "reason": "LLMDet vs Voxtral TTS; different tasks." + "reason": "MiniCPM3 support and Voxtral-4B-TTS support are different model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR vs DeepSeek-OCR2; different modalities." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." }, { "left": "issue:42954", - "right": "issue:45177", + "right": "issue:43671", "accept": false, - "reason": "MiMo vs DeepSeek-OCR2; unrelated model families." + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE vs TIPSv2; both vision-language themed but not the same underlying request." + "reason": "EUPE and TIPSv2 are both model requests, but they are distinct models and changes." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo vs Mirko Privitera; not the same issue." + "reason": "XiaoMi MiMo support is unrelated to the Mirko Privitera issue." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT vs Mirko Privitera; unrelated." + "reason": "ModernVBERT models are unrelated to the Mirko Privitera issue." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS vs Mirko Privitera; not the same change." + "reason": "Voxtral-4B-TTS support is unrelated to the Mirko Privitera issue." } ] }, @@ -21876,7 +22081,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "2080eba9198c6db36378b2b636ffdd2a717a23f312805cae83d4c4f58eebad73", + "prepared_review_unit_hash": "db8f1fdb92f238068d07ea61086e63748b6470b06e0ee593e9b741e478236c47", "component_budget": { "node_count": 2, "item_count": 2, @@ -21898,18 +22103,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated in scope: one is a docs request about adding pruna as an optimization framework, while the other is a Vision RoPE refactor. The soft similarity signal is not enough to treat them as duplicates.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a vision RoPE refactor. No duplicate relationship is supported.", "confidence": 0.98, - "canonical_issue_reason": "No clear canonical duplicate here; the issues cover different topics and do not describe the same bug or change.", + "canonical_issue_reason": "Issue #46443 is the more substantive technical item and is the only one plausibly central to a code change; #38740 is a standalone docs request and unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, 46443 is the stronger candidate because it is a concrete code refactor rather than a documentation request.", + "best_issue_reason": "Issue #46443 is the better representative issue for this set because it describes an actual implementation refactor, while #38740 is a separate documentation task.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different domains and intents: docs/optimization-framework mention versus a Vision RoPE refactor. They do not appear to be the same underlying issue." + "reason": "Different topics and scopes: docs/third-party framework mention versus a vision RoPE refactor. They do not appear to describe the same underlying bug or change." } ] }, @@ -21939,7 +22144,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "48f977d30c62e5b89a5441756117f7581560f37cd1798cae04da7dfcc8764f57", + "prepared_review_unit_hash": "326d4733cdb4c6d1eefbc00a609bc0fe7ea52438fec0b6b00c7ee37f5211ff46", "component_budget": { "node_count": 2, "item_count": 2, @@ -21961,7 +22166,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one asks for set block decoding, while the other requests DeepSeek v3.2 support. They describe different feature requests with no shared targets or code path.", + "summary": "The two issues describe different requests: one is about block decoding behavior, the other about adding DeepSeek v3.2 support. There is no evidence they are duplicates or the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -21972,7 +22177,7 @@ "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests and likely different implementation work; no evidence they refer to the same underlying bug or change." + "reason": "Different scope and target: block decoding is a decoding-mode feature, while DeepSeek v3.2 support is a model-compatibility request." } ] }, @@ -22002,40 +22207,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "b3354c884b265468e0bda8d7c229b8b828da6a620495dc980602bd98bf81d2a5", + "prepared_review_unit_hash": "ec7d6b44e10ff3e9df203d462642c2b468cb2912cd50aa1a5430e3e769a5413b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only by a broad \"Tiled\"/memory-optimization theme, but they describe different feature requests and different code paths: FLCE/from_pretrained() flag vs. TiledMLP integration.", - "confidence": 0.93, - "canonical_issue_reason": "41306 is the more concrete, user-facing API request; 41826 is a separate feature request for a different module (TiledMLP).", + "summary": "These two issues are both about efficiency-oriented model changes, but they target different mechanisms and code paths: FLCE flag handling in `from_pretrained()` versus integrating TiledMLP for lower memory use. They do not look like duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue for this pair; they describe different feature requests in different model components rather than the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "41306 is the better representative issue because it is specific about the desired from_pretrained() behavior and the exact component involved.", + "best_issue_reason": "If one issue must be picked as the best representative, #41306 is more concrete and implementation-bound, with a specific API/behavior target (`from_pretrained()` flag handling).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying changes: one is about exposing a TiledFusedLogitsLoss/FLCE flag in from_pretrained(), the other is about adding TiledMLP for lower memory usage. Same broad area, not the same bug or fix." + "reason": "Different requests and likely different code paths: one is about TiledFusedLogitsLoss/FLCE configuration in `from_pretrained()`, the other is about adding TiledMLP to reduce memory footprint. Shared high-level efficiency theme is too broad to treat as the same issue." } ] }, @@ -22065,7 +22270,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "a27d632ba5701946fcd7f1c4f19033d7f5e909e7ce5ed479286d3b169fd55a5e", + "prepared_review_unit_hash": "ff40b263f58b92ef6683d79ab88d0b68e543b1042d00784d024cfea6924009d9", "component_budget": { "node_count": 2, "item_count": 2, @@ -22087,18 +22292,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both mention custom trainers, but they describe different problems: one is about `remove_unused_column` behavior in `Trainer`, the other is about FLOPS estimation for custom trainers. They are related to Trainer extensibility, but not the same underlying bug.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "These two issues are related only at a very high level around Trainer customization, but they describe different problems: unused-column handling vs FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the reports target different code paths and user-visible behaviors.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the clearer, more concrete request: it targets a specific Trainer behavior (`remove_unused_column`) and a specific customization pain point.", + "best_issue_reason": "Issue 43598 is the more central/reusable representative of the cluster because it focuses on Trainer behavior that affects customization broadly; issue 43600 is a separate estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "The overlap is only at the broad theme of custom trainers. One issue concerns input column pruning/customizability, while the other concerns FLOPS estimation logic. They do not describe the same bug or change." + "reason": "Different underlying problems: one is about `remove_unused_column` behavior/customizability, the other about FLOPS estimation for custom trainers. Shared Trainer context is too broad to merge." } ] }, @@ -22128,7 +22333,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "361d46a609b71beb467e4381d4728a4f1dcab1ebce61a98262851a5243ca2fd7", + "prepared_review_unit_hash": "ee752b1f58376d6eb0f4c559f0c10f1ea34f68f7e6167b25bb224b1566a9e67a", "component_budget": { "node_count": 2, "item_count": 2, @@ -22150,18 +22355,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to Qwen model family support but they target different API gaps: one is broad model registration for Qwen3-Omni, the other is a specific AutoModelForSequenceClassification request for Qwen3.5. They should not be treated as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43684 is the broader upstream request and is better suited as the canonical tracking issue for Qwen3 model registration work.", + "summary": "These are separate feature requests for different Qwen model families and different AutoModel task heads, so they should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader model-registration request, but it does not subsume 44405; the two issues target different configs and heads.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the best issue for a cluster-level canonical because it covers the general registration gap rather than one specific downstream head.", + "best_issue_reason": "43684 is the closest representative of the cluster only because it is the more general AutoModel registration request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Related family/subsystem, but not the same underlying bug or change: 43684 asks for AutoModel and AutoModelForConditionalGeneration registration for Qwen3-Omni, while 44405 requests AutoModelForSequenceClassification support for Qwen3.5." + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. Same broad area, but not the same fix." } ] }, @@ -22198,12 +22403,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "af526c75e0dae9195e8e0ac06d61ca9071f03e01e86cfe4d0c2470d07556c036", + "prepared_review_unit_hash": "a371a5aca064f6c98c7bd60536850f97f4c6e255d084ef548f41336877500e92", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -22211,7 +22416,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -22220,48 +22425,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly low-information spam/placeholder issues. Three issues share the identical title \"huggingface \" and look like near-duplicates, while \"Fett\" appears unrelated. I would use the earliest huggingface issue as the representative, but confidence is limited because the bodies are not informative.", - "confidence": 0.58, - "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" issues and is the cleanest representative of that duplicate-looking subgroup; issue:43835 has a different title and likely belongs elsewhere.", + "summary": "A tiny cluster of four very low-information issues: one off-topic-looking title (\u201cFett\u201d) and three nearly identical \u201chuggingface \u201d issues. There isn\u2019t enough substantive content to confidently merge any pair, though 43845/43846 are the closest match by title/body similarity.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \u201chuggingface \u201d reports and has the strongest duplicate signal among the set, so it is the best placeholder canonical issue for this sparse cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best single issue to retain for the cluster because it is earliest among the repeated huggingface entries and most likely represents the duplicated report pattern.", + "best_issue_reason": "43845 is the best issue representative because it is one of the repeated huggingface-titled reports, appears earliest, and is more plausibly the anchor for deduping the nearly identical follow-up issue 43846.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body detail tying them to the same bug; too little evidence to merge." + "reason": "Different titles and no body/detail evidence tying them to the same problem." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Only soft text similarity; no concrete shared problem statement." + "reason": "Different titles and no body/detail evidence tying them to the same problem." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No evidence these describe the same underlying issue." + "reason": "Different titles and no body/detail evidence tying them to the same problem." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Titles match, but the records are too sparse to \u092a\u0941\u0937\u094d\u091f\u093f they are the same bug rather than separate placeholder reports." + "reason": "Very similar titles, but the issues are too content-poor to verify they describe the same underlying bug." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Similar placeholder title alone is not enough to confirm a duplicate." + "reason": "Same broad title, but not enough substantive description to confirm a duplicate." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Likewise, only weak title similarity with no concrete shared issue details." + "reason": "Same broad title, but not enough substantive description to confirm a duplicate." } ] }, @@ -22306,106 +22511,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "b0f98df4e12992a13c14b0936dd736803156be02baedc05aa49ccf82983019be", + "prepared_review_unit_hash": "39ec439a241b2e018af292f1abaefda54bc2305c01a014b853f5e238233fd404", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7343, - "estimated_input_tokens": 1836, - "estimated_eval_tokens": 3928 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7343, - "estimated_input_tokens": 1836, - "estimated_eval_tokens": 3928 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated low-information/spam issues and not a real duplicate set. No soft edges should be merged.", - "confidence": 0.98, - "canonical_issue_reason": "issue:44371 is the earliest of the repeated '' reports, so it is the cleanest placeholder representative if a canonical issue must be chosen.", + "summary": "This cluster is mostly spam/off-topic issues with no clear shared bug or feature request. I reject all soft edges; the only exact-title matches are still too underspecified to treat as the same underlying actionable issue.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the best available issue anchor only because it is an early, minimal spam entry; it does not represent a concrete bug or feature request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam-like issues with no concrete shared bug or change; the similarity is not enough to treat them as the same report." + "reason": "Both are just '' placeholders with no actionable details; not enough evidence they represent the same underlying bug or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam-like issues with no concrete shared bug or change; the similarity is not enough to treat them as the same report." + "reason": "Same as above: identical spam-like titles, but no concrete shared problem to collapse into one issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is '' and the other is a documentation suggestion; they do not describe the same underlying issue." + "reason": "'' and 'Documentation Enhancement Suggestion' are unrelated and describe different kinds of content." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "One is '' and the other is a community benchmark tip; these are unrelated." + "reason": "No clear relationship between a spam placeholder and 'Community benchmark tip'." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "One is '' and the other is a Google LLC-related post; no common bug or change is evident." + "reason": "No shared bug/change; 'Check out \"Google LLC\"' is unrelated to the spam placeholder." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement suggestion is not the same as a spam issue; no shared underlying problem." + "reason": "A documentation enhancement request is not the same underlying issue as a spam placeholder." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A documentation enhancement suggestion is not the same as a spam issue; no shared underlying problem." + "reason": "Different content and intent; no evidence of the same actionable issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "They share a spam-like title, but there is no evidence of the same concrete issue or actionable bug." + "reason": "Exact same placeholder title, but the bodies are too empty to confirm a real duplicate bug/change; treat as spam duplicates rather than a mergeable issue pair." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Both are low-information posts, but they do not describe the same underlying bug or request." + "reason": "No meaningful overlap between a spam placeholder and a community benchmark tip." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "The titles/content cues are unrelated; this does not look like one underlying issue." + "reason": "Unrelated topics; nothing indicates the same underlying issue." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Both are low-information posts, but they do not describe the same underlying bug or request." + "reason": "No shared concrete problem or change request." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The titles/content cues are unrelated; this does not look like one underlying issue." + "reason": "No evidence these are the same issue; titles point to different kinds of off-topic content." } ] }, @@ -22435,7 +22640,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "a97e051495bcf71f614a0f0ddb1f7b23039107b2f54984fa3ae03f901e1ef88e", + "prepared_review_unit_hash": "687660fa16ae3ce49a1c257375fd5351114fa2aa6c87cc536971ca2f6c5eaa0f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22457,28 +22662,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are still a plausible duplicate pair, and #45145 remains the better canonical representative because it is earlier and has an inbound reference. However, the available evidence for the soft edge is limited to identical titles, similar body lengths, and a non-deterministic soft-similarity signal, so the pair should be treated conservatively rather than accepted outright.", - "confidence": 0.79, - "canonical_issue_reason": "#45145 is slightly preferable as canonical because it was opened earlier and already has an inbound reference; it also matches #45151 on title and appears very similar in scope.", + "summary": "The two closed issues have identical titles and very similar body length/content signals, so they appear to be duplicates of the same report/request. Issue #45145 is the better canonical issue because it was created first and has an inbound reference; there are no PRs in this cluster.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earlier report and has the only inbound reference, so it is the best canonical issue for this duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative for this cluster because it is earlier, already referenced, and is the stronger canonical anchor if the pair is later confirmed duplicate.", + "best_issue_reason": "#45145 is the strongest representative issue: same title as #45151, earlier creation time, and more linkage evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The evidence is too weak to confirm a duplicate relationship: the packet shows identical titles and similar body lengths, but no direct body comparison, links, targets, or other concrete indicators; the soft-similarity signal is not enough to accept this edge decisively." + "accept": true, + "reason": "Same title and nearly identical issue metadata/body size strongly indicate the same underlying issue; this is a straightforward duplicate." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical issue choice is reasonable, but the soft-edge verdict is too strong for the evidence. The packet only shows identical titles, similar body lengths, and a soft-similarity signal with deterministic_accept=false; it does not establish that the bodies are nearly identical or that the issues are definitely duplicates. Please downgrade the pair verdict to a more conservative hedge or reject it." + "accept": true, + "feedback": "Grounded in the packet: the issues have identical titles, close body lengths, both are closed, and #45145 is earlier with the only inbound reference. The duplicate/canonical conclusions are conservative enough, and there are no PRs to evaluate." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -22555,7 +22760,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "3e4395ede31e917e82ef054b9305826154293df19e231ea5259b4d40d91553c7", + "prepared_review_unit_hash": "a489de44f04c73b636836a5aff1c801008226b38fd9e7fdadb91392ea4bcd1a3", "component_budget": { "node_count": 2, "item_count": 2, @@ -22577,18 +22782,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues do not appear to describe the same underlying bug or request; they are empty, name/date-only entries with only superficial surname overlap.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: both are empty closed issues with only a shared surname fragment, not the same problem.", + "summary": "Reject as duplicate: both closed issues are empty, name/date-style titles with no body or references, and there is no evidence they report the same underlying problem.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong global representative because neither contains a substantive report, reproduction, or code-related detail.", + "best_issue_reason": "No issue is a good canonical candidate; both are content-free and appear unrelated/spam-like rather than duplicate bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles are just different personal-name/date strings with no evidence of the same underlying bug, change, or request." + "reason": "Shared surname similarity is not enough; the titles name different people with different dates and provide no bug/context overlap, so they do not look like the same issue." } ] }, @@ -22618,40 +22823,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "f1c9c9e6b61287d61abfbb8e1ef1b2fff2ce756e442ef67c36fae2d8db6f719f", + "prepared_review_unit_hash": "4a83f3a76e75d7e33acefea8062e5bd1f5c908d8623a812dfb12a89a1412e5e8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "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 closed issues appear to be unrelated low-context entries (different personal names and dates) with no shared product, bug, or discussion context, so they should not be clustered as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: neither item contains a bug report, feature request, or overlapping technical context to anchor duplicate resolution.", + "summary": "These two closed issues are not duplicates; they are just two unrelated titles containing similar personal-name/date patterns. No PRs are present.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because they do not describe the same underlying problem at all.", + "best_issue_reason": null, "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 evidence of a shared issue, code path, or product behavior; this does not look like the same underlying bug or change." + "reason": "Different subject names and dates; no shared problem statement, code path, or actionable linkage. The similarity is only superficial." } ] }, @@ -22681,7 +22886,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "bf737c84f5ff83914cee72577bc189aa31a8523b28f078cf49e2576577e44dc9", + "prepared_review_unit_hash": "93a9e807825895d5c043c0ce53063d84aac2ddd7d36c7e2a696890cba8d5706e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22703,18 +22908,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They do not describe the same bug or change.", - "confidence": 0.97, + "summary": "The two issues are unrelated: one requests a new token-classification model class for Qwen3_5, while the other asks for FP8 training support. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; they address different areas (model head support vs. training precision). There is no clear canonical issue in this pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas and no shared code path: model-class addition vs training precision support." + "reason": "Different requests with no shared code path or concrete bug: adding Qwen3_5ForTokenClassification versus FP8 training support." } ] }, @@ -22754,88 +22959,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "80b1c3a830d6571b8c1dfba3ac64be7bfe46e1413757d1ef105d3153ae792f8e", + "prepared_review_unit_hash": "cd1683c049ed2fa277d7c84f073f38989f23fd1a9ed57a8424cdff838f8e42f9", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5719, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5719, + "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 contains two separate duplicate issue pairs and one related-but-distinct issue. Exact duplicates: 45870/45871 and 45872/45873. Issue 45869 is thematically similar to the DataForge/financial-data items but describes a different dataset bundle and should not be merged with the example/service requests.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue for the whole cluster; it splits into two distinct duplicate groups, and 45869 is not a duplicate of either group.", + "summary": "The set contains two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different financial dataset request and should not be merged with either pair.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the whole set because it splits into two unrelated duplicate topics; within the 'Financial time series prediction with DataForge' pair, 45870 is the cleanest representative.", "canonical_pr_reason": null, - "best_issue_reason": "Best representative is 45870 (or 45871) for the first duplicate pair because it is the earliest of the identical titles; however, it only represents one of the two duplicate groups, not the whole cluster.", + "best_issue_reason": "45870 is the best overall representative because it is an exact duplicate of 45871, appears first, and has the clearest focused example title among the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same general financial/DataForge theme, but different artifact types: a dataset bundle vs an example request. Not the same underlying issue." + "reason": "Same finance domain, but 45869 is a dataset bundle promo/request while 45870 is an example/tutorial; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as above: related topic, but not the same concrete request or duplicate bug/change." + "reason": "Different artifact types: dataset bundle versus example request. Shared theme is too broad to treat as a duplicate." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical title and very similar metadata/body length; these appear to be the same issue reported twice." + "reason": "Same title and same body size, with no distinguishing signals; this looks like a direct duplicate." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example request and the other is a scraping-service request; different underlying issue." + "reason": "Both mention financial time series, but 45872 adds a scraping service component; these are different feature requests." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different request content despite shared DataForge/finance wording; not plausibly one merged issue." + "reason": "Different scope: example/prediction request versus example plus scraping service. Not the same concrete change." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same reasoning as 45870/45872: related theme, but distinct requested change." + "reason": "Exact duplicate of the example issue on one side, but the other side is a different 'scraping service' request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related subsystem/topic only; not the same concrete issue." + "reason": "Same mismatch as above: example/prediction request versus example plus scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical title and matching body length/metadata; these are clear duplicates of the same issue." + "reason": "Identical title and body size strongly indicate a direct duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly identifies the two identical-title duplicate pairs (45870/45871 and 45872/45873), treats 45869 as only thematically related, and avoids merging the cross-pair soft similarities into a stronger claim than the evidence supports." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are well-supported duplicate pairs from identical titles and body lengths, while 45869 is meaningfully different by title and should stay separate. The soft-edge rejections are conservative, and the canonical-issue framing matches the observed split." }, "evaluator_used": true, "retried": false, @@ -22862,7 +23067,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "3eeba5d8992555edec4370ad05486041fef50138357060422f4a139ffffb05ee", + "prepared_review_unit_hash": "4f23a3258c7311f4ce6383688472df19e6ee8b26dd5e3541d76e37c21ba532e6", "component_budget": { "node_count": 2, "item_count": 2, @@ -22884,18 +23089,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern `cache_implementation=\"static\"` with linear-attention/Qwen3.5, but they report different failure modes (`RuntimeError` from shape corruption vs `KeyError: 'linear_attention'`), so they are related but not clearly the same underlying bug.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader underlying static-cache/linear-attention initialization problem, while 46441 appears to be a more specific model-facing symptom.", + "summary": "Both items concern static-cache failures around `linear_attention`, but they describe different concrete breakages: one is an early-initialization shape corruption leading to `RuntimeError`, the other is a Qwen3.5 `KeyError` for a missing cache entry. They are related subsystem reports, not clearly the same bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader underlying problem in static-cache `early_initialization` affecting linear-attention layers, rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the best issue for deduping because it names the core mechanism (`early_initialization` + linear-attention corruption) and is likely to cover the wider class of failures.", + "best_issue_reason": "Issue 46439 is the best representative of the cluster since it names the likely root cause and general failure mode, making it more useful for grouping related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Reject: they share the same static-cache/linear-attention area, but one is a wrong-shape `RuntimeError` from `early_initialization` and the other is a `KeyError` in Qwen3.5; not enough evidence they are the same concrete bug." + "reason": "Related area, but not clearly the same underlying bug: one reports shape corruption during early initialization, the other a `KeyError` for `linear_attention` in Qwen3.5. Different failure signatures and likely different fixes." } ] }, @@ -22925,7 +23130,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "bc10384059497427d57cec0ddd7d705e080d123dfdd3028e9ae74e1b5123a80f", + "prepared_review_unit_hash": "fda07d6cdf51a143c0ca43dda418b66deb1a60465c60737837d67e2a8834d1c6", "component_budget": { "node_count": 2, "item_count": 2, @@ -22947,24 +23152,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are duplicate reports of the same Wav2Vec2CTCTokenizer v5 special-token regression; issue #46551 is the cleaner canonical choice and #46552 is a duplicate. No pull requests are present.", + "summary": "The two issues are near-perfect duplicates: same title, same body, same tokenizer regression in v5. Issue #46551 is the best canonical/best issue choice because it was created slightly earlier and is otherwise identical.", "confidence": 0.99, - "canonical_issue_reason": "#46551 and #46552 have identical titles and appear to describe the same tokenizer bug, but #46551 is the earlier-created report and is the better canonical issue.", + "canonical_issue_reason": "Issue #46551 is the earliest of two identical reports and cleanly represents the duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#46551 is the best issue to keep as canonical because it is the earliest matching report for the exact same bug.", + "best_issue_reason": "Issue #46551 is the strongest issue representative because it is identical to the other report and posted first.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same described regression, and no evidence of a distinct underlying problem; these are duplicates." + "reason": "Same title and same body describing the same Wav2Vec2CTCTokenizer v5 special-token leak bug; this is a clear duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is well grounded in the packet: the two issues have identical titles, identical body length, close creation times, and soft-similarity evidence, so treating #46552 as a duplicate of the earlier #46551 is conservative and reasonable. No pull requests are present, so there is nothing else to merge or pair." + "feedback": "The assessment is grounded in the packet: the two issues have identical titles, identical body length, and the soft-similarity signal is maximal (Jaccard 1.0). Choosing #46551 as canonical because it was created earlier is conservative and well supported. No PR-pair concerns apply here." }, "evaluator_used": true, "retried": false, @@ -22991,7 +23196,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "3d153504d8c880543279aac8f0bc6b4fcef368a140b8b83a0be800cc1e24d658", + "prepared_review_unit_hash": "d1517f0c19fd926881a14467fd3e4f28ea7f5a5bd6765735680603af731e6fa3", "component_budget": { "node_count": 2, "item_count": 2, @@ -23013,18 +23218,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both training-time issues in object detection, but they describe different failure modes: one is a tensor shape mismatch error and the other is an out-of-memory condition appearing after several epochs. The available evidence does not indicate a shared root cause or a duplicate relationship.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #46657 is the more concrete bug report because it names a specific runtime failure mode (tensor size mismatch) rather than a general resource symptom.", + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, the other reports out-of-memory after several epochs while training RT-DETR v2. The overlap is only broad training context.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #46657 is the more specific, actionable report, but there is no true canonical issue because the two tickets describe different failure modes and likely different root causes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46657 is the better canonical issue only if one must be selected, since it is a specific actionable defect rather than a broad training instability report.", + "best_issue_reason": "#46657 is the best representative issue for the cluster only because it is the clearer, more concrete bug report; #46692 is a separate OOM symptom and should remain distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "The reports describe different underlying problems: a shape mismatch during object-detection training versus OOM after some epochs while training RT-DETR v2. No shared code path or concrete bug evidence is provided." + "reason": "Reject: one issue is a tensor-shape mismatch, the other is an OOM after epochs. Same broad training area, but not the same underlying bug." } ] }, @@ -23054,7 +23259,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "685814feb5cf9f14c59d1134d92f6b7e6bc74da386d95171f066ae06f7307cdc", + "prepared_review_unit_hash": "0a6a350a6649aab44c069dbe227b5d28487c53e97581251133ea65c81e3001a7", "component_budget": { "node_count": 2, "item_count": 2, @@ -23076,18 +23281,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only superficially similar: both involve model loading and memory placement, but they describe different code paths and failures (ZeRO-3 partitioning vs 4-bit dispatch with device_map/max_memory). They should not be deduplicated.", - "confidence": 0.8, - "canonical_issue_reason": "Issue 46822 is the more self-contained representative report: it names the exact ZeRO-3 zero.Init path, the composite submodule involved, and the resulting multi-GPU OOM behavior.", + "summary": "The two issues describe different bugs: one is a ZeRO-3 zero.Init partitioning/OOM problem, the other is a 4-bit device_map/max_memory dispatch-to-CPU error. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the better issue to anchor this cluster because it is a clearer, more specific bug report with a precise failure mode and likely reproduction context.", + "best_issue_reason": "No single canonical issue fits both reports because they hit different code paths and failure modes; 46823 is more concrete and already closed, but it is not a duplicate of 46822.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs and code paths: one is ZeRO-3 zero.Init failing to partition a composite submodule, the other is 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU. Similar theme, but not the same fix." + "reason": "Different underlying bugs: ZeRO-3 composite submodule partitioning vs 4-bit auto device mapping with max_memory causing CPU dispatch/ValueError. Shared theme is model loading, but not the same defect." } ] }, @@ -23207,460 +23412,460 @@ "issue:47279|issue:47419", "issue:47265|issue:47419" ], - "prepared_review_unit_hash": "ea93be686bda0519c059767a28fdfc987c2df022ce112ba3ddef571ecc047302", + "prepared_review_unit_hash": "37ff8569a64aa3b3480988269ceb6a0fbaf7eb8b13c67954b9dbf14a86d866ab", "component_budget": { "node_count": 22, "item_count": 22, "soft_pair_count": 71, - "serialized_chars": 37827, - "estimated_input_tokens": 9457, - "estimated_eval_tokens": 19170 + "serialized_chars": 37832, + "estimated_input_tokens": 9458, + "estimated_eval_tokens": 19172 }, "budget": { "node_count": 22, "item_count": 22, "soft_pair_count": 71, - "serialized_chars": 37827, - "estimated_input_tokens": 9457, - "estimated_eval_tokens": 19170 + "serialized_chars": 37832, + "estimated_input_tokens": 9458, + "estimated_eval_tokens": 19172 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a long series of daily '[serge] integration failure triage' issues from 2026-06-26 through 2026-07-19. They share a template and high textual similarity, but the date-stamped tickets look like separate triage runs, not one duplicated bug report. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 47419 is the latest open triage ticket, so it is the best current holder for this recurring triage series.", + "summary": "All items are date-stamped \"[serge] integration failure triage\" issues. The similarity is from a shared template and recurring triage workflow, not from a single underlying bug. I do not see a true duplicate cluster here; these are separate daily reports.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate: each issue is a separate daily serge integration triage report for a different date, so they should not be merged as the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "47419 is the most current active issue and the best place to continue tracking this ongoing integration-failure triage stream.", + "best_issue_reason": "If one issue must be kept as the active tracker, issue:47419 is the newest open report; however, it is still a date-specific triage issue, not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same template/title, but different daily triage snapshots for different dates; no evidence of the same underlying failure." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Date-separated triage reports; similarity is template-level only, not a shared bug." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different day\u2019s triage report; not the same concrete issue." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Recurring tracker format, but these are distinct dated reports." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same triage series, but separate daily snapshots rather than one duplicate bug." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different dates in the same triage series; no shared concrete failure identified." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Template match only; these appear to be separate daily reports." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different integration triage dates, so not the same underlying issue." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same broad workflow, but not the same bug or change." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Distinct dated triage issues; similarity is superficial." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Separate daily reports, not a duplicate bug." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "No evidence they describe the same failure, only the same triage template." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Consecutive daily triage reports; likely different snapshots/incidents." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different date and report content scope; not the same underlying problem." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." - }, - { - "left": "issue:46985", - "right": "issue:46998", - "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same series, but each issue is a separate daily triage entry." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different daily triage reports rather than one duplicated issue." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." - }, - { - "left": "issue:46985", - "right": "issue:47091", - "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Template-only similarity; no shared concrete code-path bug." }, { - "left": "issue:46985", - "right": "issue:47102", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Separate dated triage entries, not the same bug." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same triage tracker format, but different daily incidents." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different dates and likely different failure snapshots." }, { - "left": "issue:46998", - "right": "issue:47053", + "left": "issue:46985", + "right": "issue:46998", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Adjacent daily reports; not enough to treat as duplicates." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Recurring triage series only; no concrete shared failure shown." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." - }, - { - "left": "issue:47037", - "right": "issue:47053", - "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different day\u2019s triage report; not the same underlying issue." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same broad integration-triage theme, but separate reports." }, { "left": "issue:47037", - "right": "issue:47102", + "right": "issue:47053", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "No explicit shared target or code-path; these are likely distinct daily snapshots." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different dates in the same tracking series; not a duplicate." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." - }, - { - "left": "issue:47049", - "right": "issue:47102", - "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same template, but separate triage instances." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Date-stamped reports, not one underlying bug." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different daily integration triage issues; no mergeable duplicate evidence." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Separate triage days; similarity is only in the title and structure." }, { - "left": "issue:47102", - "right": "issue:47256", + "left": "issue:46985", + "right": "issue:47091", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Recurring report format, but not the same concrete failure." }, { - "left": "issue:47120", - "right": "issue:47182", + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different dated snapshots in the serge triage series." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same umbrella topic, but each issue is a distinct daily report." + }, + { + "left": "issue:47049", + "right": "issue:47102", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "No sign of a shared bug; these are separate day-by-day triage entries." }, { "left": "issue:47120", - "right": "issue:47256", + "right": "issue:47182", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same triage template, but different dates and likely different failure sets." }, { "left": "issue:47120", - "right": "issue:47265", + "right": "issue:47256", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Separate daily integration-failure triage reports; not the same issue." }, { "left": "issue:47120", "right": "issue:47279", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different dated snapshots; similarity is superficial." }, { "left": "issue:47120", - "right": "issue:47377", + "right": "issue:47265", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Recurring triage tracker, not a duplicate bug report." }, { "left": "issue:47120", - "right": "issue:47406", + "right": "issue:47377", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same series, but these are distinct daily reports." }, { "left": "issue:47182", - "right": "issue:47227", + "right": "issue:47377", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different day\u2019s triage entry; no shared concrete fix target." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Separate daily reports rather than duplicate issues." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same broad topic, but distinct triage snapshots." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." - }, - { - "left": "issue:47182", - "right": "issue:47309", - "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "No evidence of the same underlying bug; only shared template text." }, { - "left": "issue:47182", + "left": "issue:47227", "right": "issue:47377", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Date-separated triage reports, not one duplicate problem." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." - }, - { - "left": "issue:47227", - "right": "issue:47265", - "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same tracking pattern, but different report dates." }, { "left": "issue:47227", "right": "issue:47279", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Distinct daily integration-failure triage entries." }, { - "left": "issue:47227", - "right": "issue:47377", + "left": "issue:47182", + "right": "issue:47227", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Adjacent reports in the series, but still separate daily snapshots." }, { "left": "issue:47227", - "right": "issue:47390", + "right": "issue:47265", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Template overlap only; no shared concrete code-path issue." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different daily triage reports with the same naming convention." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Not the same bug; just recurring serge triage reporting." }, { - "left": "issue:47265", - "right": "issue:47279", + "left": "issue:47102", + "right": "issue:47256", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Separate dated issue reports, not duplicates." }, { "left": "issue:47265", - "right": "issue:47309", + "right": "issue:47279", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same triage series, but different days and likely different failures." }, { "left": "issue:47265", - "right": "issue:47377", + "right": "issue:47309", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Distinct daily triage entries; no same underlying issue shown." }, { "left": "issue:47265", - "right": "issue:47419", + "right": "issue:47377", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different dates and report instances; not a duplicate." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Recurring template only; these are separate reports." }, { "left": "issue:47279", "right": "issue:47377", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "No shared concrete bug or fix target, just similar triage text." }, { - "left": "issue:47279", - "right": "issue:47390", + "left": "issue:47309", + "right": "issue:47377", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different daily integration-triage snapshots." }, { - "left": "issue:47279", - "right": "issue:47406", + "left": "issue:47182", + "right": "issue:47309", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same broad serge triage topic, but not the same failure." }, { - "left": "issue:47279", + "left": "issue:47309", "right": "issue:47419", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Separate day-stamped reports; not a duplicate issue." }, { - "left": "issue:47309", - "right": "issue:47377", + "left": "issue:47390", + "right": "issue:47406", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same triage series, but different dates and likely different incidents." }, { - "left": "issue:47309", + "left": "issue:47390", "right": "issue:47419", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different daily tracker entries; no evidence they describe one bug." }, { "left": "issue:47377", "right": "issue:47390", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Adjacent daily triage issues, but not the same underlying problem." + }, + { + "left": "issue:47227", + "right": "issue:47390", + "accept": false, + "reason": "Shared title pattern only; distinct dated reports." + }, + { + "left": "issue:47279", + "right": "issue:47390", + "accept": false, + "reason": "Recurring tracker format, but separate failure snapshots." + }, + { + "left": "issue:47406", + "right": "issue:47419", + "accept": false, + "reason": "Different dates in the same triage stream; not a duplicate." }, { "left": "issue:47377", "right": "issue:47406", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Separate daily integration triage issues." }, { - "left": "issue:47377", - "right": "issue:47419", + "left": "issue:47279", + "right": "issue:47406", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "No indication of the same concrete bug; only title similarity." }, { - "left": "issue:47390", + "left": "issue:47120", "right": "issue:47406", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same reporting template, but different daily entries." }, { - "left": "issue:47390", + "left": "issue:47377", "right": "issue:47419", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Different date-stamped triage reports; not the same issue." }, { - "left": "issue:47406", + "left": "issue:47279", + "right": "issue:47419", + "accept": false, + "reason": "Recurring serge integration triage reports, but distinct instances." + }, + { + "left": "issue:47265", "right": "issue:47419", "accept": false, - "reason": "Same triage template, but different date-stamped runs; no evidence of one shared underlying bug." + "reason": "Same high-level triage theme, but not a duplicate bug report." } ] }, @@ -23690,12 +23895,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "81d9d3c3c1a33d0666c169fe23457034e19dd805a532f8aa82ffbc5cdad7c07e", + "prepared_review_unit_hash": "08b45285c8e87c765842aa7a9d7be07d72a926ca60b320101e2c6bef1981b1f3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1491, + "serialized_chars": 1492, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -23703,7 +23908,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1491, + "serialized_chars": 1492, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -23712,24 +23917,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both artifacts are duplicate issues for the same feature request: RWKV7 model support.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46983 is the earlier of the two and has the same title/topic, so it is the cleanest canonical issue for this duplicate pair.", + "summary": "The two issues are near-certain duplicates: same title, same feature request, and highly similar bodies. Keep one as the canonical representative and close the other as duplicate.", + "confidence": 0.98, + "canonical_issue_reason": "issue #46984 is the better representative because it has some discussion activity, suggesting it accumulated more context, while otherwise matching #46983 almost exactly.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46983 is a strong representative because it is the earliest created issue with the same exact request.", + "best_issue_reason": "issue #46984 is the best issue in the cluster for the same reason: it appears to be the more active duplicate and is equally on-topic for RWKV7 support.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same exact title and same underlying feature request (RWKV7 model support); these are duplicate issues." + "reason": "Same exact title and clearly the same underlying feature request (RWKV7 model support); this is a duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "Accepted. The conclusion is grounded in the packet: both items are issues with the exact same title, very high similarity, and no conflicting evidence. Choosing the earlier issue as canonical is conservative and appropriate." + "feedback": "The duplicate call is grounded by the identical title, very high body similarity, and the modest activity difference supports picking #46984 as the representative. The wording is a bit strong, but not beyond the packet evidence." }, "evaluator_used": true, "retried": false, @@ -23756,12 +23961,12 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "a19d6aec11d554679293784fd3de729fd8637ec1b08e02dcab38d6051cd38750", + "prepared_review_unit_hash": "9365bc277847bd7a09da27648dbe83ebc43d69c4e2e98fc5e71eea286ac8de5e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1626, + "serialized_chars": 1625, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -23769,7 +23974,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1626, + "serialized_chars": 1625, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -23778,18 +23983,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are thematically related AI-assisted vulnerability-discovery writeups, but they do not clearly describe the same underlying request or change, so I would not dedupe them.", - "confidence": 0.79, - "canonical_issue_reason": null, + "summary": "The two issues are thematically similar AI/cybersecurity writeups, but they do not look like the same underlying report or change. This is a soft topical overlap, not a duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 47015 is the broader, more umbrella-like AI-vulnerability-discovery topic, but neither issue is a clear duplicate of the other.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the cleaner, more general restatement of the topic, but it is not strong enough to serve as a duplicate canonical for 47007.", + "best_issue_reason": "Issue 47015 is the better representative of the cluster because it is broader and more canonical in framing; 47007 reads more like a specific lessons-learned variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "Broad topical overlap only. The titles frame the idea differently ('lessons from using advanced LLMs' vs 'novel application of transformers'), and there are no explicit targets, filenames, or concrete bug/change details showing the same underlying issue." + "reason": "They share the same general AI vulnerability-discovery theme, but the titles indicate different angles and likely different content rather than one underlying issue." } ] }, @@ -23819,7 +24024,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "4bc5e9e7035e9aed8493e953bd4edcd3301cfacdbb7cbf59a85b2d8ea691aeba", + "prepared_review_unit_hash": "b3d53ebb9d62ea3f0c532adbf0c97d5fef516af307099f10784648dd2b47e9d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -23841,27 +24046,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open issues look like a likely duplicate pair: they have identical titles, equal body length, and a soft-similarity match. #47138 is a reasonable canonical anchor because it has slightly more inbound references/discussion activity. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "#47138 is a reasonable canonical issue because it matches #47139 on title, has the same body length, and has slightly more inbound references/discussion activity.", + "summary": "The two issues are duplicate reports of the exact same bug report/title and should be clustered together as one issue.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #47138 is the better canonical representative because it was created slightly earlier and has more inbound references, while the titles/bodies are effectively identical.", "canonical_pr_reason": null, - "best_issue_reason": "#47138 is the best issue candidate for triage because it appears to be the same report as #47139 and has marginally more activity, making it a sensible anchor.", + "best_issue_reason": "Issue #47138 is the best issue to keep as the primary tracker for this duplicate pair for the same reasons: earliest creation and marginally higher reference activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Identical titles, equal body length, and soft-similarity evidence make this look like a likely duplicate/near-duplicate issue pair, though the packet does not prove exact body identity." + "reason": "Same title, same reported behavior, and no distinguishing evidence; these are the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The packet supports a strong duplicate/near-duplicate reading, but the analyst overstates the evidence by saying the issues have the same body / identical text signals and the same underlying bug report. The packet only proves identical titles, equal body length, and a soft-similarity match; it does not confirm exact body identity. The canonical choice of #47138 is reasonable, but the soft-edge verdict and summary should be phrased more conservatively (e.g. 'appears duplicate' / 'likely same report')." + "accept": true, + "feedback": "The clustering decision is grounded: both issues have the same title, identical body length, and a soft-similarity score of 1.0, with only a small difference in inbound references and creation time. The choice of issue:47138 as the canonical tracker is conservative and supported by the packet." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -23869,15 +24074,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, - "review_unit_count": 5, + "review_unit_count": 4, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-87", + "cluster_id": "cluster-40546-81", "nodes": [ "pull_request:43251", "pull_request:43254", @@ -23896,6 +24101,7 @@ "pull_request:47003", "pull_request:47077", "pull_request:47078", + "pull_request:47082", "pull_request:47090", "pull_request:47093", "pull_request:47105", @@ -23916,21 +24122,18 @@ "pull_request:47284", "pull_request:47291", "pull_request:47292", + "pull_request:47295", "pull_request:47301", + "pull_request:47304", + "pull_request:47336", "pull_request:47360", "pull_request:47374", "pull_request:47383", "pull_request:47384", "pull_request:47395", - "pull_request:47398", - "pull_request:47409", - "pull_request:47414", - "pull_request:47415", - "pull_request:47422" + "pull_request:47420" ], "soft_pairs": [ - "pull_request:47291|pull_request:47415", - "pull_request:47398|pull_request:47409", "pull_request:43251|pull_request:43254", "pull_request:46903|pull_request:47090", "pull_request:47090|pull_request:47395", @@ -23944,10 +24147,9 @@ "pull_request:47284|pull_request:47292", "pull_request:47108|pull_request:47202", "pull_request:47077|pull_request:47078", - "pull_request:47204|pull_request:47243", - "pull_request:47414|pull_request:47422", "pull_request:47202|pull_request:47360", "pull_request:47108|pull_request:47360", + "pull_request:47204|pull_request:47243", "pull_request:47105|pull_request:47129", "pull_request:46266|pull_request:46957", "pull_request:47077|pull_request:47212", @@ -23955,279 +24157,330 @@ "pull_request:47360|pull_request:47383", "pull_request:47216|pull_request:47360", "pull_request:44775|pull_request:47275", - "pull_request:47291|pull_request:47384", "pull_request:47166|pull_request:47173", + "pull_request:47291|pull_request:47384", "pull_request:47077|pull_request:47275", "pull_request:47275|pull_request:47301", "pull_request:47216|pull_request:47275", "pull_request:47163|pull_request:47284", - "pull_request:46912|pull_request:47179", - "pull_request:46196|pull_request:47202", "pull_request:46912|pull_request:47284", - "pull_request:46196|pull_request:47210", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47179", "pull_request:46836|pull_request:47202", + "pull_request:46196|pull_request:47210", "pull_request:47003|pull_request:47204", "pull_request:47093|pull_request:47275", "pull_request:45157|pull_request:47093", "pull_request:46995|pull_request:47163", - "pull_request:45157|pull_request:46395" + "pull_request:47163|pull_request:47173", + "pull_request:47108|pull_request:47420", + "pull_request:45157|pull_request:46395", + "pull_request:46836|pull_request:47275", + "pull_request:46912|pull_request:47082", + "pull_request:47204|pull_request:47295", + "pull_request:47163|pull_request:47384", + "pull_request:44775|pull_request:47301", + "pull_request:46196|pull_request:46995", + "pull_request:47301|pull_request:47384", + "pull_request:47216|pull_request:47384", + "pull_request:47243|pull_request:47304", + "pull_request:47336|pull_request:47384", + "pull_request:47077|pull_request:47301", + "pull_request:47166|pull_request:47292", + "pull_request:44775|pull_request:47077" ], - "prepared_review_unit_hash": "ea4ba31d80c496d7999d3b45e6ab12f224bcf1c7363dea5f55c6216991535e2a", + "prepared_review_unit_hash": "017b689b71ec4cd958a3986d19ec6749561f951429c0a3afc5b89d816ac1d745", "component_budget": { - "node_count": 87, - "item_count": 87, - "soft_pair_count": 242, - "serialized_chars": 297104, - "estimated_input_tokens": 74276, - "estimated_eval_tokens": 148808 + "node_count": 81, + "item_count": 81, + "soft_pair_count": 225, + "serialized_chars": 279853, + "estimated_input_tokens": 69964, + "estimated_eval_tokens": 140184 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 122781, - "estimated_input_tokens": 30696, - "estimated_eval_tokens": 61648 + "soft_pair_count": 54, + "serialized_chars": 127466, + "estimated_input_tokens": 31867, + "estimated_eval_tokens": 63990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous PRs, not one duplicate issue. The only real duplicate-like subclusters are around cross-entropy kwargs, training-loss double-shift fixes, ContinuousBatchingConfig round-tripping, and the num_experts fallback bug.", - "confidence": 0.89, + "summary": "Mostly unrelated PRs; only the fixed_cross_entropy kwargs pair and the CohereASR double-shift fixes look like true duplicates. The rest are separate docs, model-addition, test, or infrastructure changes.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR covers the whole cluster; 47090 is the strongest representative of the main duplicate family because it is the broadest, clearest fix for the shared training-loss double-shift bug.", + "canonical_pr_reason": "No issue artifacts are present; among the PRs, pull_request:47090 is the best canonical representative for the training-loss double-shift fix family because it targets the same concrete bug across multiple models, has an explicit issue link, and is the broadest/most complete version of that fix.", "best_issue_reason": null, - "best_pr_reason": "47090 is the best global representative among the genuine duplicates: it targets the same concrete loss-path bug as the narrower CohereASR fixes and extends it to the related affected models/tests.", + "best_pr_reason": "pull_request:47090 is the strongest representative of the duplicate set around the double-shift loss bug: it addresses the same code-path problem in several affected models and is more complete than the narrower CohereASR-only variants.", "soft_edge_verdicts": [ - { - "left": "pull_request:47291", - "right": "pull_request:47415", - "accept": true, - "reason": "Same ContinuousBatchingConfig round-trip/rehydration fix; both address dict-backed config serialization in the same code path." - }, - { - "left": "pull_request:47398", - "right": "pull_request:47409", - "accept": true, - "reason": "Same num_experts BC fallback bug; 47409 just extends the same config fix to another model." - }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same fixed_cross_entropy kwargs pass-through change; both add supported cross_entropy kwargs." + "reason": "Same helper, same explicit issue, same kwargs passthrough fix in loss_utils.py." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same training-loss double-shift bug in the shared seq2seq loss path; 47090 broadens the earlier fix to more affected models." + "reason": "Same underlying double-shift training-loss bug pattern; 47090 is a broader version of the same fix across overlapping model code paths." }, { "left": "pull_request:47090", "right": "pull_request:47395", "accept": false, - "reason": "Different models and code paths; same symptom only, not the same concrete bug." + "reason": "Different model and different loss path; same general symptom, not the same concrete change." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR double-shift training-loss fix; 46958 is the narrower version of the same bug." + "reason": "Both fix the same CohereASR/PPFormulaNet training-loss double-shift bug; implementation differs but the underlying defect is the same." }, { "left": "pull_request:46903", "right": "pull_request:47395", "accept": false, - "reason": "Different model and loss path; not the same concrete bug." + "reason": "Different models and code paths; only the bug theme is similar." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Unrelated failing-test patches for different models." + "reason": "Separate test fixes for unrelated models." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss fix vs MusicGen generate typo; unrelated code paths." + "reason": "One is a loss bug fix, the other is a generation typo fix in Musicgen." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Different test fixes for different models." + "reason": "Unrelated XPU test updates for different models." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Different Dockerfile/CI changes; one removes a workflow, the other adds exporter deps." + "reason": "Both touch CI/docker setup, but one deletes a workflow and the other adds exporter deps; not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47374", "accept": false, - "reason": "Executorch test deps vs exporter docs; not the same change." + "reason": "Exporter test/runtime setup versus docs-only exporter documentation." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different model test updates; no shared bug." + "reason": "Unrelated model test fixes." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder pin comment vs docker image builder removal; unrelated." + "reason": "Dependabot comment cleanup versus docker-image-builder removal." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both touch Japanese docs, but they are different wording/content changes." + "reason": "Overlapping Japanese docs edits, but one is a translation PR and the other is wording polish; not the same underlying change." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47360", + "accept": false, + "reason": "Different CI/workflow topics." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "Different workflow changes with no shared concrete bug." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Different exporter/CI fixes touching different code paths." + "reason": "Exporter dependency setup versus exporter implementation fixes; related area but distinct changes." }, { - "left": "pull_request:47414", - "right": "pull_request:47422", + "left": "pull_request:47105", + "right": "pull_request:47129", "accept": false, - "reason": "Kernel version bounds bump vs torchaudio/docker pinning; unrelated." + "reason": "Separate model/test issues." }, { - "left": "pull_request:47202", - "right": "pull_request:47360", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Docker builder cleanup vs OTEL workflow change; separate CI concerns." + "reason": "Different model-family modernization versus RoPE test work." }, { - "left": "pull_request:47108", - "right": "pull_request:47360", + "left": "pull_request:47077", + "right": "pull_request:47212", "accept": false, - "reason": "Doc-builder pin comment and OTEL CI pilot are unrelated." + "reason": "Different docs topics." }, { "left": "pull_request:47301", "right": "pull_request:47360", "accept": false, - "reason": "Assisted-decoding docs vs CI workflow change; not the same artifact." + "reason": "Docs for MTP versus CI workflow OTEL pilot; unrelated." }, { "left": "pull_request:47360", "right": "pull_request:47383", "accept": false, - "reason": "CI workflow pilot vs Kimi integration tests; different targets." + "reason": "Different areas: CI workflow versus Kimi integration tests." }, { "left": "pull_request:47216", "right": "pull_request:47360", "accept": false, - "reason": "Compressed-tensors fp8 support vs CI workflow instrumentation; unrelated." + "reason": "Quantization docs/code versus CI workflow changes." }, { "left": "pull_request:44775", "right": "pull_request:47275", "accept": false, - "reason": "Different docs/model areas: N-D parallelism docs vs EfficientViT-SAM model addition." - }, - { - "left": "pull_request:47291", - "right": "pull_request:47384", - "accept": false, - "reason": "Continuous batching config deprecation vs Gemma4 heterogeneous attention config." + "reason": "Both are docs/model additions, but they are unrelated features." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Quantization test additions vs XPU expectations test fixes; separate issues." + "reason": "Separate quantization and XPU test updates." }, { - "left": "pull_request:47077", - "right": "pull_request:47275", + "left": "pull_request:47291", + "right": "pull_request:47384", "accept": false, - "reason": "Japanese docs wording changes vs new model addition; unrelated." + "reason": "Generation-config deprecation versus heterogeneous per-layer config support; related subsystem, different change." }, { - "left": "pull_request:47275", - "right": "pull_request:47301", + "left": "pull_request:47077", + "right": "pull_request:47275", "accept": false, - "reason": "New model support vs MTP docs; different features." + "reason": "Different docs/model work." }, { "left": "pull_request:47216", "right": "pull_request:47275", "accept": false, - "reason": "Compressed-tensors fp8 support vs model addition; unrelated." + "reason": "Compressed-tensors work versus model addition; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47284", "accept": false, - "reason": "Paged-attention XPU test coverage vs Mimo v2 flash test fix; different models." + "reason": "Paged-attention XPU tests versus Mimo_v2_flash tests." }, { "left": "pull_request:46912", - "right": "pull_request:47179", + "right": "pull_request:47284", "accept": false, - "reason": "RoPE tests vs Granite model support; unrelated." + "reason": "RoPE test updates versus Mimo_v2_flash test fixes." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "SDPA dispatch support vs docker image maintenance; unrelated." + "reason": "SDPA dispatch support versus docker image builder cleanup." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "RoPE tests versus a new keypoint-matcher model." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter implementation versus exporter test-image dependencies; distinct PRs." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "Different new-model additions." + }, + { + "left": "pull_request:45157", + "right": "pull_request:47093", + "accept": false, + "reason": "Different model support efforts." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47275", + "accept": false, + "reason": "Different model additions and code paths." }, { "left": "pull_request:46912", "right": "pull_request:47284", "accept": false, - "reason": "RoPE test expansion vs Mimo v2 flash test fix; unrelated." + "reason": "Separate test changes, not the same bug." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "SDPA dispatch support vs packed varlen attention routing; different attention work." + "reason": "SDPA model dispatch support versus packed-SDPA varlen attention routing." }, { - "left": "pull_request:46836", - "right": "pull_request:47202", + "left": "pull_request:47003", + "right": "pull_request:47204", "accept": false, - "reason": "Unlimited OCR model support vs docker builder cleanup; unrelated." + "reason": "Exporter implementation versus exporter test/runtime setup; not the same concrete fix." }, { "left": "pull_request:47093", "right": "pull_request:47275", "accept": false, - "reason": "OpenPangu-V2 model addition vs EfficientViT-SAM model addition; different models." + "reason": "Unrelated model additions." }, { - "left": "pull_request:45157", - "right": "pull_request:47093", + "left": "pull_request:44775", + "right": "pull_request:47301", "accept": false, - "reason": "PrismML Bonsai support vs OpenPangu-V2 addition; unrelated." + "reason": "Docs-only changes in different topic areas." }, { - "left": "pull_request:46995", - "right": "pull_request:47163", + "left": "pull_request:47166", + "right": "pull_request:47292", "accept": false, - "reason": "Flash-linear-attention MLU support vs paged-attention XPU tests; separate hardware paths." + "reason": "Different XPU-related test updates for different models." }, { - "left": "pull_request:45157", - "right": "pull_request:46395", + "left": "pull_request:47291", + "right": "pull_request:47384", + "accept": false, + "reason": "Generation configuration deprecation versus heterogeneous config validation." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47301", + "accept": false, + "reason": "Japanese docs wording/translation versus assisted-decoding MTP docs." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", "accept": false, - "reason": "PrismML Bonsai support vs Param2MoE model addition; unrelated." + "reason": "Different docs changes with no shared underlying feature or bug." } ] }, @@ -24241,15 +24494,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 32, "review_unit_index": 2, - "review_unit_count": 5, + "review_unit_count": 4, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-87", + "cluster_id": "cluster-40546-81", "nodes": [ "pull_request:44517", "pull_request:44775", @@ -24261,14 +24514,15 @@ "pull_request:46604", "pull_request:46658", "pull_request:46836", + "pull_request:46895", "pull_request:46912", "pull_request:46957", "pull_request:46995", "pull_request:47003", - "pull_request:47077", "pull_request:47078", "pull_request:47082", "pull_request:47093", + "pull_request:47105", "pull_request:47108", "pull_request:47113", "pull_request:47143", @@ -24280,63 +24534,43 @@ "pull_request:47204", "pull_request:47210", "pull_request:47216", + "pull_request:47243", "pull_request:47275", "pull_request:47292", "pull_request:47294", - "pull_request:47295", + "pull_request:47298", "pull_request:47301", "pull_request:47304", "pull_request:47306", "pull_request:47320", "pull_request:47322", "pull_request:47336", + "pull_request:47352", + "pull_request:47360", "pull_request:47367", "pull_request:47383", - "pull_request:47384", - "pull_request:47398", - "pull_request:47399", - "pull_request:47414", - "pull_request:47416", "pull_request:47420", - "pull_request:47422" + "pull_request:47422", + "pull_request:47438" ], "soft_pairs": [ - "pull_request:47108|pull_request:47420", - "pull_request:47163|pull_request:47173", - "pull_request:46836|pull_request:47275", - "pull_request:47414|pull_request:47416", - "pull_request:46912|pull_request:47082", - "pull_request:47204|pull_request:47295", - "pull_request:47163|pull_request:47384", - "pull_request:44775|pull_request:47301", - "pull_request:46196|pull_request:46995", - "pull_request:47113|pull_request:47414", - "pull_request:47301|pull_request:47384", - "pull_request:47216|pull_request:47384", - "pull_request:47336|pull_request:47384", - "pull_request:47077|pull_request:47301", - "pull_request:44775|pull_request:47077", - "pull_request:47294|pull_request:47320", "pull_request:47367|pull_request:47420", - "pull_request:47166|pull_request:47292", + "pull_request:47294|pull_request:47320", "pull_request:46267|pull_request:47383", - "pull_request:47336|pull_request:47414", "pull_request:47113|pull_request:47422", - "pull_request:46509|pull_request:46995", - "pull_request:46995|pull_request:47143", - "pull_request:47093|pull_request:47143", "pull_request:46912|pull_request:47173", "pull_request:46266|pull_request:47301", - "pull_request:46196|pull_request:47179", + "pull_request:47093|pull_request:47143", + "pull_request:46509|pull_request:46995", + "pull_request:46995|pull_request:47143", "pull_request:46266|pull_request:47383", - "pull_request:47113|pull_request:47416", + "pull_request:46196|pull_request:47179", + "pull_request:47082|pull_request:47210", + "pull_request:44775|pull_request:47304", "pull_request:47093|pull_request:47163", "pull_request:47179|pull_request:47210", - "pull_request:44775|pull_request:47304", - "pull_request:47082|pull_request:47210", - "pull_request:47322|pull_request:47414", - "pull_request:46604|pull_request:47003", "pull_request:47082|pull_request:47108", + "pull_request:46604|pull_request:47003", "pull_request:47108|pull_request:47301", "pull_request:46266|pull_request:47216", "pull_request:47078|pull_request:47275", @@ -24346,306 +24580,448 @@ "pull_request:47175|pull_request:47179", "pull_request:44775|pull_request:46836", "pull_request:47163|pull_request:47179", - 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special-token builder bugfix." + "reason": "Docs/pipeline device-placement clarification is unrelated to a tokenizer special-token return cleanup." }, { - "left": "pull_request:47163", - "right": "pull_request:47173", + "left": "pull_request:47294", + "right": "pull_request:47320", "accept": false, - "reason": "These are separate XPU test-maintenance changes for different models and failure modes." + "reason": "Kernel-native causal_conv1d utilities and response_schema deprecation address different subsystems and different changes." }, { - "left": "pull_request:46836", - "right": "pull_request:47275", + "left": "pull_request:46267", + "right": "pull_request:47383", "accept": false, - "reason": "Unlimited OCR support and EfficientViT-SAM support are different model additions with different codepaths." + "reason": "Serve chat parsing refactor is unrelated to Kimi integration tests." }, { - "left": "pull_request:47414", - "right": "pull_request:47416", + "left": "pull_request:47113", + "right": "pull_request:47422", "accept": false, - "reason": "Kernels version range bump is unrelated to special-token list handling in tokenization." + "reason": "Audio feature/proc backend requirements are not the same as CI torchaudio pinning and RNN-T fix work." }, { "left": "pull_request:46912", - "right": "pull_request:47082", + "right": "pull_request:47173", "accept": false, - "reason": "RoPE test coverage and RoMa model support are unrelated changes." + "reason": "RoPE test updates and XPU expectation fixes are separate test maintenance changes, not the same bug." }, { - "left": "pull_request:47204", - "right": "pull_request:47295", + "left": "pull_request:46266", + "right": "pull_request:47301", "accept": false, - "reason": "Docker exporter dependencies and DiffusionGemma mask casting fix are unrelated." + "reason": "Dino modernization/model conversion work is unrelated to multi-token prediction docs/features." }, { - "left": "pull_request:47163", - "right": "pull_request:47384", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "XPU paged-attention test updates and Kimi integration tests do not fix the same code path." + "reason": "OpenPangu-V2 model support and NeuCodec support are distinct model additions." }, { - "left": "pull_request:44775", - "right": "pull_request:47301", + "left": "pull_request:46509", + "right": "pull_request:46995", "accept": false, - "reason": "These are both docs, but they cover unrelated topics and no shared bug/change." + "reason": "Nemotron Omni support and flash-linear-attention MLU availability are unrelated changes." }, { - "left": "pull_request:46196", - "right": "pull_request:46995", + "left": "pull_request:46995", + "right": "pull_request:47143", "accept": false, - "reason": "Both touch attention availability, but one adds SDPA dispatch support while the other changes flash-linear-attention backend checks; not the same fix." + "reason": "Backend availability 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different subsystems and bugs." + "reason": "RoMa model support and packed-SDPA varlen attention routing are different features." }, { - "left": "pull_request:47336", - "right": "pull_request:47384", + "left": "pull_request:44775", + "right": "pull_request:47304", "accept": false, - "reason": "Offloading save bugfix and Kimi integration tests are unrelated." + "reason": "N-D parallelism docs and MPS graph-cache docs are unrelated documentation edits." }, { - "left": "pull_request:47077", - "right": "pull_request:47301", + "left": "pull_request:47093", + "right": "pull_request:47163", "accept": false, - "reason": "Japanese DistilBERT doc translation is unrelated to assisted decoding MTP docs." + "reason": "OpenPangu-V2 support and XPU paged-attention tests are unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47077", + "left": "pull_request:47179", + "right": "pull_request:47210", "accept": false, - "reason": "These are distinct documentation updates for 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TipsV2 DPT XPU expectations are unrelated test fixes." + "reason": "Dependabot-compatible workflow comment changes are unrelated to MTP docs." }, { - "left": "pull_request:46267", - "right": "pull_request:47383", + "left": "pull_request:46266", + "right": "pull_request:47216", "accept": false, - "reason": "Serve chat parsing changes and Kimi integration tests do not overlap in codepath or bug." + "reason": "Dino model conversion work and compressed-tensors fp8 support are not the same change." }, { - "left": "pull_request:46995", - "right": "pull_request:47143", + "left": "pull_request:47078", + "right": "pull_request:47275", "accept": false, - "reason": "Flash-linear-attention availability and NeuCodec model support are unrelated." + "reason": "Japanese docs wording cleanup and EfficientViT-SAM model support are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:47082", + "right": "pull_request:47275", "accept": false, - "reason": 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"right": "pull_request:44517", + "right": "pull_request:46381", "accept": false, - "reason": "Molmo2 model support vs Qwen3 TTS model support; same broad category, but distinct model implementations and change sets." + "reason": "Molmo2 model addition and tokenizers dependency/parser fixes are unrelated." }, { - "left": "pull_request:47352", - "right": "pull_request:47383", + "left": "pull_request:46381", + "right": "pull_request:47096", "accept": false, - "reason": "Distributed runtime utilities vs Kimi integration tests; unrelated distributed infra and model integration work." + "reason": "Tokenizers dependency/parser fixes and Kimi export work are unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47399", + "left": "pull_request:47210", + "right": "pull_request:47367", "accept": false, - "reason": "CohereASR double-shift fix vs Cosmos3 Edge patch packing order; different models and bugs." + "reason": "Packed SDPA attention routing and pipeline device placement are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47383", + "left": "pull_request:47275", + "right": "pull_request:47367", "accept": false, - "reason": "Qwen3 TTS model support vs Kimi integration tests; both model-related but not the same artifact or bug." + "reason": "EfficientViT-SAM model addition and pipeline device placement are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47352", + "left": "pull_request:41855", + "right": "pull_request:43424", "accept": false, - "reason": "Molmo2 support vs distributed runtime utilities; unrelated model addition and infra changes." + "reason": "Mistral tokenizer missing methods and ExecuTorch export tests are unrelated." }, { - "left": "pull_request:47243", - "right": "pull_request:47294", + "left": "pull_request:41855", + "right": "pull_request:43823", "accept": false, - "reason": "Executorch exporter fixes vs kernel-native causal_conv1d functions; exporter/runtime fix set and kernel integration are different." + "reason": "Mistral tokenizer missing methods and MobileLLM addition are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:46604", + "left": "pull_request:42668", + "right": "pull_request:43823", "accept": false, - "reason": "Qwen3 TTS model support vs Mistral tekken tokenizer utilities; unrelated model families and code paths." + "reason": "AudioFlamingo3 processor/auto-mapping changes and MobileLLM addition are unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47367", + "left": "pull_request:43424", + "right": "pull_request:47301", "accept": false, - "reason": "Japanese DistilBERT docs vs pipeline device placement behavior; unrelated docs and runtime behavior." + "reason": "ExecuTorch export tests and MTP documentation are unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47422", + "left": "pull_request:43424", + "right": "pull_request:47383", "accept": false, - "reason": "Quantization test updates vs torchaudio pinning/RNNT break fix; both CI-related but different failures and remedies." + "reason": "ExecuTorch export tests and Kimi integration tests are unrelated." }, { - "left": "pull_request:47294", - "right": "pull_request:47306", + "left": "pull_request:43823", + "right": "pull_request:45655", "accept": false, - "reason": "Kernel-native causal_conv1d functions vs Neuron experimentation scripts; no shared underlying bug or mergeable patch." + "reason": "MobileLLM addition and cls.config resolution ordering fix are unrelated." }, { - "left": "pull_request:47210", - "right": "pull_request:47367", + "left": "pull_request:44827", + "right": "pull_request:47383", "accept": false, - "reason": "Packed SDPA varlen routing vs pipeline device placement clarification; different attention kernel feature vs pipeline docs/runtime." + "reason": "Mistral4 test fixes and Kimi integration tests are unrelated." }, { - "left": "pull_request:47275", - "right": "pull_request:47367", + "left": "pull_request:44827", + "right": "pull_request:45170", "accept": false, - "reason": "EfficientViT-SAM model addition vs pipeline device placement clarification; unrelated model support and pipeline behavior." + "reason": "Mistral4 tests and layrnorm->layernorm renaming target different bugs." }, { - "left": "pull_request:43451", - "right": "pull_request:46381", + "left": "pull_request:43424", + "right": "pull_request:44827", "accept": false, - "reason": "Molmo2 model addition vs tokenizers 0.23.1 compatibility fix; separate model onboarding and dependency/parser work." + "reason": "ExecuTorch export tests and Mistral4 tests are unrelated." }, { - "left": "pull_request:46381", - "right": "pull_request:47096", + "left": "pull_request:43823", + "right": "pull_request:43995", "accept": false, - "reason": "Tokenizers dependency/slow-tokenizer fix vs exportable Kimi model support; unrelated dependency and exporter/model work." + "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated." }, { - "left": "pull_request:41855", - "right": "pull_request:43424", + "left": "pull_request:43251", + "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer missing methods vs executorch dynamic-shape export test; unrelated tokenizer API and export test coverage." + "reason": "Cross-entropy kwarg forwarding and MobileLLM addition are unrelated." }, { - "left": "pull_request:41855", - "right": "pull_request:43823", + "left": "pull_request:44827", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral tokenizer methods vs MobileLLM model addition; different model families and feature areas." + "reason": "Mistral4 tests and TDT loss-kernel support are unrelated." }, { - "left": "pull_request:42668", + "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs MobileLLM model support; unrelated processor infra and model onboarding." + "reason": "ExecuTorch export tests and MobileLLM addition are unrelated." }, { - "left": "pull_request:43424", - "right": "pull_request:47301", + "left": "pull_request:43251", + "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export test vs MTP docs; export test coverage and generation docs are unrelated." + "reason": "Cross-entropy kwarg forwarding and Mistral4 test fixes are unrelated." }, { - 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"summary": "Mostly unrelated PRs spanning new model support, docs, tests, exporter work, and infrastructure changes. The only clear duplicate cluster is the three CohereASR training-loss double-shift PRs; among them, 47090 is the best canonical representative.", - "confidence": 0.94, + "summary": "Heterogeneous cluster: mostly unrelated model additions, exporter changes, test-only fixes, and docs updates. No soft-edge pair looks like the same underlying bug or change, so all candidate duplicates are rejected.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the clearest and most complete version of the CohereASR double-shift fix: it states the bug precisely, updates the relevant model paths, and aligns the loss call with the intended training target behavior.", + "canonical_pr_reason": "PR 43451 is the most complete self-contained feature addition in the set (docs, model code, tests, and auto-mapping updates), so it is the best representative PR if one must be chosen; however, this cluster is not actually a duplicate set.", "best_issue_reason": null, - "best_pr_reason": "47090 is the strongest standalone PR for triage because it is the most explicit, most complete fix for the shared CohereASR loss bug and cleanly subsumes the earlier partial variants.", + "best_pr_reason": "PR 43451 is the broadest and most complete standalone change among the items, with the clearest end-to-end implementation and validation. 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"left": "pull_request:43251", - "right": "pull_request:43823", + "left": "pull_request:46836", + "right": "pull_request:47387", "accept": false, - "reason": "Cross-entropy kwargs passthrough is unrelated to adding MobileLLM support." + "reason": "Unlimited OCR model support is unrelated to one-to-many conversion support in core model loading." }, { - "left": "pull_request:44827", - "right": "pull_request:46048", + "left": "pull_request:47163", + "right": "pull_request:47292", "accept": false, - "reason": "Mistral4 test fixes and TDT loss-kernel integration are separate changes." + "reason": "Both are XPU-related test changes, but they target different models and different failure modes." }, { - "left": "pull_request:43424", - "right": "pull_request:43823", + "left": "pull_request:47291", + "right": "pull_request:47322", "accept": false, - "reason": "ExecuTorch export tests and MobileLLM model support are not the same bug/change." + "reason": "Different quantization/config refactors: deprecated continuous batching config vs AMD Quark config class rename." }, { - "left": "pull_request:43251", - "right": "pull_request:44827", + "left": "pull_request:47301", + "right": "pull_request:47336", "accept": false, - "reason": "Different fixes: loss-function kwargs handling vs Mistral4 test work." + "reason": "Docs for MTP support and a model-saving offload bugfix are unrelated changes." }, { - "left": "pull_request:44827", - "right": "pull_request:45655", + "left": "pull_request:45157", + "right": "pull_request:46509", "accept": false, - "reason": "Mistral4 tests do not match the config-resolution order fix in modeling_utils." + "reason": "Different new model additions with no shared bug or codepath." }, { - "left": "pull_request:43995", - "right": "pull_request:45213", + "left": "pull_request:47301", + "right": "pull_request:47383", "accept": false, - "reason": "Falcon refactor and model-creation skill scaffolding are unrelated." + "reason": "MTP documentation and Kimi integration tests are unrelated." }, { - "left": "pull_request:44827", - "right": "pull_request:45213", + "left": "pull_request:47216", + "right": "pull_request:47383", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." + "reason": "Compressed-tensors FP8 support is unrelated to Kimi integration tests." }, { - "left": "pull_request:43995", - "right": "pull_request:44827", + "left": "pull_request:47336", + "right": "pull_request:47383", "accept": false, - "reason": "Falcon refactor and Mistral4 test fixes are different changes." + "reason": "Model offloading save fix and Kimi integration tests are unrelated." }, { - "left": "pull_request:43823", - "right": "pull_request:45213", + "left": "pull_request:46509", + "right": "pull_request:47387", "accept": false, - "reason": "MobileLLM model addition is not the same as the model-creation skill PR." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47090", - "accept": true, - "reason": "Same underlying CohereASR training-loss double-shift bug and same code path." + "reason": "Nemotron Omni model support and one-to-many conversion support are unrelated." }, { - "left": "pull_request:46958", - 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"left": "pull_request:47096", - "right": "pull_request:47383", + "left": "pull_request:46509", + "right": "pull_request:47301", "accept": false, - "reason": "ExecuTorch/exporter work for Kimi is unrelated to Kimi integration tests." + "reason": "Different domains: model support vs generation docs." }, { - "left": "pull_request:47301", - "right": "pull_request:47304", + "left": "pull_request:43451", + "right": "pull_request:46836", "accept": false, - "reason": "Different doc topics: MTP support vs MPS graph-cache docs." + "reason": "Molmo2 model addition is unrelated to Unlimited OCR." }, { - "left": "pull_request:47077", - "right": "pull_request:47304", + "left": "pull_request:47175", + "right": "pull_request:47298", "accept": false, - "reason": "Japanese DistilBERT docs translation is unrelated to MPS graph-cache docs." + "reason": "Olmo3 CI expectation updates and MI450 failures are different model/test fixes." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "pull_request:47163", + "right": "pull_request:47210", "accept": false, - "reason": "Different model additions: Step3.7 Flash vs Unlimited OCR." + "reason": "Paged-attention XPU tests and SDPA varlen packed attention are different changes." }, { - "left": "pull_request:47210", - "right": "pull_request:47301", + "left": "pull_request:47294", + "right": "pull_request:47298", "accept": false, - "reason": "Packed SDPA routing and MTP docs are unrelated." + "reason": "Kernel-function plumbing for causal_conv1d is unrelated to MI450 image-loading/model failures." }, { - "left": "pull_request:47163", - "right": "pull_request:47166", + "left": "pull_request:45157", + "right": "pull_request:47387", "accept": false, - "reason": "Paged-attention XPU tests and quantization test extensions are unrelated." + "reason": "PrismML GGUF quantization support and one-to-many conversion support are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47243", + "left": "pull_request:46658", + "right": "pull_request:47387", "accept": false, - "reason": "OpenVINO exporter support and ExecuTorch exporter fixes are different code paths." + "reason": "Step-3.7 Flash model work is unrelated to core model-loading conversion changes." }, { - "left": "pull_request:46509", + "left": "pull_request:46196", "right": "pull_request:47143", "accept": false, - "reason": "Different model additions: Nemotron Omni vs NeuCodec." + "reason": "wav2vec2 SDPA dispatch support and NeuCodec model support do not fix the same problem." }, { - "left": "pull_request:45157", - "right": "pull_request:46836", + "left": "pull_request:47143", + "right": "pull_request:47243", "accept": false, - "reason": "PrismML Bonsai support and Unlimited OCR are unrelated model additions." + "reason": "NeuCodec model support and executorch exporter fixes are different codepaths and goals." }, { - "left": "pull_request:46836", - "right": "pull_request:47387", + "left": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "Unlimited OCR support and one-to-many conversion support are different changes." + "reason": "NeuCodec model support is unrelated to XPU paged-attention testing." }, { - "left": "pull_request:47291", - "right": "pull_request:47322", + "left": "pull_request:46658", + "right": "pull_request:47143", "accept": false, - "reason": "Deprecating CB config and AMD Quark config-class renaming are unrelated." + "reason": "Step-3.7 Flash implementation and NeuCodec support are unrelated model additions." }, { - "left": "pull_request:47163", - "right": "pull_request:47292", + "left": "pull_request:46658", + "right": "pull_request:47322", "accept": false, - "reason": "Paged-attention XPU tests and tipsv2_dpt XPU expectation fixes are different test failures." + "reason": "Step-3.7 Flash support and AMD Quark config changes are unrelated." }, { - "left": "pull_request:47294", - "right": "pull_request:47298", + "left": "pull_request:47143", + "right": "pull_request:47387", "accept": false, - "reason": "Kernel-native causal_conv1d support and MI450 model-failure fixes are unrelated." + "reason": "NeuCodec model support is unrelated to one-to-many conversion support." }, { - "left": "pull_request:47398", - "right": "pull_request:47399", + "left": "pull_request:47143", + "right": "pull_request:47322", "accept": false, - "reason": "GlmMoeDsa config fallback and Cosmos 3 Edge patch-packing order are unrelated." + "reason": "NeuCodec model support and Quark config changes are unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47322", + "left": "pull_request:45157", + "right": "pull_request:47143", "accept": false, - "reason": "Kimi exporter work and AMD Quark config changes are unrelated." + "reason": "Different model-support PRs for different architectures; no shared bug or mergeable common fix." }, { - "left": "pull_request:47163", - "right": "pull_request:47210", + "left": "pull_request:47301", + "right": "pull_request:47367", "accept": false, - "reason": "Both touch attention-related areas, but one is tests for XPU paged attention and the other is packed-row SDPA routing." + "reason": "Generation docs for MTP and pipeline device docs are unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47301", + "left": "pull_request:43451", + "right": "pull_request:47291", "accept": false, - "reason": "Compressed-tensors FP8 support and MTP docs are unrelated." + "reason": "Molmo2 model support and deprecating continuous batching config are unrelated." }, { "left": "pull_request:47166", @@ -25442,186 +25739,112 @@ "reason": "Quantization test updates and Kimi integration tests are unrelated." }, { - "left": "pull_request:47175", - "right": "pull_request:47298", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "OLMo3 CI expectation updates and MI450 model-failure fixes are unrelated." + "reason": "VibeVoice and Molmo2 are distinct model additions with no shared change." }, { - "left": "pull_request:47294", - "right": "pull_request:47298", + "left": "pull_request:47306", + "right": "pull_request:47367", "accept": false, - "reason": "Kernel-function support and MI450 hardware fixes are different changes." + "reason": "Neuron experiments and pipeline device docs are unrelated." }, { - "left": "pull_request:45157", - "right": "pull_request:47387", + "left": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "PrismML Bonsai support and one-to-many conversion support are unrelated." + "reason": "Molmo2 and NeuCodec are separate model-support PRs for different models." }, { - "left": "pull_request:46658", - "right": "pull_request:47387", + "left": "pull_request:43451", + "right": "pull_request:47163", "accept": false, - "reason": "Step3.7 Flash support and one-to-many conversion support are unrelated." + "reason": "Molmo2 model support is unrelated to XPU paged-attention tests." }, { - "left": "pull_request:47143", - "right": "pull_request:47387", + "left": "pull_request:43451", + "right": "pull_request:47383", "accept": false, - "reason": "NeuCodec support and one-to-many conversion support are unrelated." + "reason": "Molmo2 model addition and Kimi integration tests are unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47322", + "left": "pull_request:43451", + "right": "pull_request:46509", "accept": false, - "reason": "NeuCodec support and AMD Quark config changes are unrelated." + "reason": "Molmo2 and Nemotron Omni are different model additions." }, { - "left": "pull_request:47096", - "right": "pull_request:47322", + "left": "pull_request:43451", + "right": "pull_request:47096", "accept": false, - "reason": "Kimi exporter work and AMD Quark config changes are unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 1, - "component_count": 33, - "review_unit_index": 5, - "review_unit_count": 5, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-87", - "nodes": [ - "pull_request:43451", - "pull_request:47003", - "pull_request:47096", - "pull_request:47143", - "pull_request:47298", - "pull_request:47306", - "pull_request:47387", - "pull_request:47398", - "pull_request:47399" - ], - "soft_pairs": [ - "pull_request:43451|pull_request:47298", - "pull_request:43451|pull_request:47398", - "pull_request:43451|pull_request:47399", - "pull_request:47096|pull_request:47398", - "pull_request:43451|pull_request:47306", - "pull_request:47096|pull_request:47306", - "pull_request:47003|pull_request:47398", - "pull_request:47003|pull_request:47306", - "pull_request:47096|pull_request:47387", - "pull_request:47003|pull_request:47387", - "pull_request:47096|pull_request:47143" - ], - "prepared_review_unit_hash": "b280f5ac96e4c5e68ed09515e85cc99adb92f1d2b4a1649a68cea595635e5b35", - "component_budget": { - "node_count": 87, - "item_count": 87, - "soft_pair_count": 242, - "serialized_chars": 297104, - "estimated_input_tokens": 74276, - "estimated_eval_tokens": 148808 - }, - "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 11, - "serialized_chars": 25038, - "estimated_input_tokens": 6260, - "estimated_eval_tokens": 12776 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated model additions, exporter infrastructure, image-processing fixes, and isolated config/model bug fixes. I reject all soft edges; none look like the same underlying change or bug.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a valid canonical duplicate target; the items span unrelated code paths and feature areas.", - "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduplication: there isn\u2019t a common underlying fix/change across the cluster.", - "soft_edge_verdicts": [ + "reason": "Molmo2 model support is unrelated to Kimi exportability work." + }, { "left": "pull_request:43451", - "right": "pull_request:47298", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 is a new model add/doc/test PR; the MI450 PR is a runtime-compatibility/fix sweep touching image decoding and several model failures. Different problems and code paths." + "reason": "Molmo2 model support and OpenVINO exporter work are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47398", + "left": "pull_request:47003", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model integration is unrelated to a GLM MoE config fallback bug fix." + "reason": "OpenVINO exporter infrastructure and exportable Kimi model support are different changes." }, { "left": "pull_request:43451", - "right": "pull_request:47399", + "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 addition and Cosmos 3 Edge patch packing order are unrelated model work." + "reason": "Molmo2 support and Quark config changes are unrelated." }, { "left": "pull_request:47096", - "right": "pull_request:47398", + "right": "pull_request:47322", "accept": false, - "reason": "Kimi exportability changes the export path; the GLM PR fixes a config parameter fallback. Not the same change or bug." + "reason": "Exportability fixes for Kimi and AMD Quark config changes do not address the same issue." }, { "left": "pull_request:43451", - "right": "pull_request:47306", + "right": "pull_request:47298", "accept": false, - "reason": "Molmo2 model support and Neuron training experiments are different feature areas with different code paths." + "reason": "Molmo2 model addition is unrelated to MI450 image-utils/model failures." }, { - "left": "pull_request:47096", + "left": "pull_request:43451", "right": "pull_request:47306", "accept": false, - "reason": "Kimi export support is unrelated to Neuron finetuning experiments and trainer/tensor-parallel changes." + "reason": "Molmo2 model support and Neuron experimentation are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47398", + "left": "pull_request:47096", + "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter work and GLM config fallback fix are unrelated." + "reason": "Kimi exporter support and Neuron experiments are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47306", "accept": false, - "reason": "Exporter infrastructure for OpenVINO does not match Neuron experiment scripts/trainer changes." + "reason": "OpenVINO exporter work and Neuron experiments are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47387", "accept": false, - "reason": "Kimi exportability touches a specific model/export path; one-to-many conversion support is a generic loading/conversion abstraction change, not the same bug." + "reason": "Kimi exportability work and one-to-many conversion support are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47387", "accept": false, - "reason": "OpenVINO exporter implementation and one-to-many conversion support are different subsystems and different changes." + "reason": "OpenVINO exporter work and one-to-many conversion support are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi export support and NeuCodec model support are separate model integration PRs, not one underlying fix." + "reason": "Kimi exportability work and NeuCodec support are unrelated." } ] }, @@ -25635,7 +25858,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25651,7 +25874,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "ea5e8cf8eb9d851edbe0cc46d5d78a361a19efdb9a1b716791ce3ccdc279b435", + "prepared_review_unit_hash": "c52bd3bb28b8e4f35be578ee254929a86047782a6b9fc9d970415af57691ec6d", "component_budget": { "node_count": 2, "item_count": 2, @@ -25673,18 +25896,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair is a false positive: one PR adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different model families and unrelated code paths.", + "summary": "These two PRs are unrelated: one adds covariate forecasting support to TimesFM, the other adds DINOv3 image classification support. They do not describe the same bug or change and should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduping here; the PRs are unrelated features, so neither is a good canonical representative.", + "best_pr_reason": "No single PR is a good canonical representative because the cluster contains two unrelated changes in different model families and code paths.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different concrete changes: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not fix the same bug or implement the same change, and could not plausibly be merged into one PR." + "reason": "Different models and different functionality: TimesFM covariate forecasting vs DINOv3 image classification. No shared code path or mergeable combined change." } ] }, @@ -25698,7 +25921,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25761,7 +25984,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25777,7 +26000,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "b0693bce451ba9a23c9f3dba85caf4f14607ae7d20f2278c8756e644634fb8b0", + "prepared_review_unit_hash": "2614590065f61c97ec496d0eb818183edd71094b518a1cb0457139fbd1b9b4d1", "component_budget": { "node_count": 2, "item_count": 2, @@ -25799,18 +26022,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate dependency-upgrade PRs touching some of the same workflow files, but they change different GitHub Actions for different reasons and are not duplicates.", - "confidence": 0.96, + "summary": "Two GitHub Actions upgrade PRs overlap in workflows but target different action families and motivations, so they are not duplicates and should not be merged.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:42975 is the broader workflow-maintenance PR, upgrading multiple core GitHub Actions for Node 24 compatibility across many workflows.", + "best_pr_reason": "PR 42975 is the better umbrella candidate because it explicitly targets Node 24 compatibility across many workflows, whereas 42976 is a narrower docker/build-push-action version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different change sets and goals: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action to v6. Shared workflow files alone do not make them the same underlying change." + "reason": "Both update workflow dependencies, but they change different actions (checkout/cache/upload-artifact vs docker/build-push-action) and solve different upgrade goals, so they are not the same underlying PR." } ] }, @@ -25824,7 +26047,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25845,12 +26068,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "fe3b66bffbc3a11bb425c1d12c8936b9cf228eaa8c38b0a9e0c10a95aebe4f87", + "prepared_review_unit_hash": "27e039afffcc2ada84feaa9cc4abe4e763671a79be6ec8b022dac3c373f7a53a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13045, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -25858,7 +26081,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13045, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -25867,36 +26090,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model-addition integrations (ViT NEPA, Molmo, CTSM, Step 3.7 Flash). They only overlap on shared boilerplate files like docs and auto-registry mappings, not on the same underlying codepath or bug fix, so none of the soft edges should merge.", - "confidence": 0.98, + "summary": "These are four superficially similar but substantively different model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They share framework plumbing like docs and auto-registry files, but each targets a different model/codepath, so none should be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true canonical duplicate target here; each PR introduces a different model family with distinct configs, processors, and modeling code. The overlap is mostly framework boilerplate.", + "canonical_pr_reason": "No canonical PR: each item adds a different model and associated integration, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "If forced to pick a cluster anchor, PR 46562 is the broadest and most actively reviewed integration, but it still is not a duplicate of the others and should not be used as a canonical merge target.", + "best_pr_reason": "If a representative PR is needed, 46562 is the broadest standalone model-addition change, but it is still unrelated to the others as a duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo). Shared docs/auto-registration files are expected boilerplate, not the same underlying change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are just integration boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model integrations with different codepaths and files; overlap is only in shared registry/documentation plumbing." + "reason": "Different architectures and codepaths; only generic registration/docs overlap." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model families; they touch similar infrastructure but do not fix or add the same concrete functionality." + "reason": "Molmo and CTSM are separate model integrations, not the same bug or change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model implementations (time-series vs multimodal/flash model). Similar auto-mapping/doc edits are too generic to treat as the same change." + "reason": "CTSM vs Step3p7 are distinct model additions with different implementation surfaces." } ] }, @@ -25910,7 +26133,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25918,7 +26141,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-8", + "cluster_id": "cluster-43291-7", "nodes": [ "pull_request:43291", "pull_request:43665", @@ -25926,8 +26149,7 @@ "pull_request:46380", "pull_request:46539", "pull_request:46886", - "pull_request:46922", - "pull_request:47393" + "pull_request:46922" ], "soft_pairs": [ "pull_request:43291|pull_request:43665", @@ -25935,7 +26157,6 @@ "pull_request:43291|pull_request:46380", "pull_request:43291|pull_request:46922", "pull_request:43665|pull_request:46539", - "pull_request:43665|pull_request:47393", "pull_request:43665|pull_request:44815", "pull_request:43665|pull_request:46380", "pull_request:43665|pull_request:46922", @@ -25947,136 +26168,46 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "7b338f7ac1c79d4e58764d1e2b797c604c5357178a7c2eb0ad30712cb2dd0b7f", + "prepared_review_unit_hash": "6dd3099fde00aa17b2cebd1ff8b42f4802d2bb197ae31cf46261cfe79edd2c2c", "component_budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 16, - "serialized_chars": 21115, - "estimated_input_tokens": 5279, - "estimated_eval_tokens": 10814 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19595, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 16, - "serialized_chars": 21115, - "estimated_input_tokens": 5279, - "estimated_eval_tokens": 10814 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19595, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs spanning different models/subsystems. The only strong relationship is the two YOLOS PRs, which address the same device_map=\"auto\" device-mismatch bug in the same file.", - "confidence": 0.92, + "summary": "This cluster is mostly unrelated small PRs, but the YOLOS pair (46886, 46922) targets the same device-mismatch bug under `device_map=\"auto\"` and overlaps on the same issue. The rest touch different models or unrelated test/CI areas and should stay separate.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46922 is the clearest representative: it directly fixes the YOLOS forward-pass device mismatch and also includes the related no_split_modules adjustment for the same issue.", + "canonical_pr_reason": "PR 46922 is the more complete YOLOS fix: it addresses the concrete runtime mismatch in the model forward path and also preserves the split-prevention change. It is the better representative of the underlying bug than the narrower 46886 patch.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46922 is the best standalone PR to represent the cluster because it targets the concrete runtime bug, has the explicit issue link, and is the more complete fix.", + "best_pr_reason": "PR 46922 is the strongest standalone fix in the cluster because it directly patches the failing code path (`hidden_states + interpolated_mid_position_embeddings[i]`) and includes the device-map safeguard as part of the same change.", "soft_edge_verdicts": [ - { - "left": "pull_request:43291", - "right": "pull_request:43665", - "accept": false, - "reason": "Whisper tokenizer decoding fix vs. CLIP/ViT test edits; unrelated code paths and bugs." - }, - { - "left": "pull_request:43291", - "right": "pull_request:44815", - "accept": false, - "reason": "Whisper decoding vs. FP8 dequant logic; different subsystems and failure modes." - }, - { - "left": "pull_request:43291", - "right": "pull_request:46380", - "accept": false, - "reason": "Whisper tokenizer change vs. generation/watermarking validation fix; not the same bug." - }, - { - "left": "pull_request:43291", - "right": "pull_request:46922", - "accept": false, - "reason": "Whisper tokenizer work and YOLOS device-mismatch fix are unrelated." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46539", - "accept": false, - "reason": "Both touch tests/CI, but they fix different models and issues; not a duplicate change." - }, - { - "left": "pull_request:43665", - "right": "pull_request:47393", - "accept": false, - "reason": "Model tests vs. README license URL edit; clearly unrelated." - }, - { - "left": "pull_request:43665", - "right": "pull_request:44815", - "accept": false, - "reason": "Unrelated model test cleanup and FP8 kernel/quantization fix." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46380", - "accept": false, - "reason": "Different models and different concerns: tests vs. generation validation." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46922", - "accept": false, - "reason": "CLIP/ViT test changes do not overlap with YOLOS device placement bug." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46539", - "accept": false, - "reason": "FP8 dequantization/loader changes vs. Phimoe CI integration fix; different bugs." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46380", - "accept": false, - "reason": "Quantization/kernel fix vs. generation config validation; unrelated." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46922", - "accept": false, - "reason": "FP8 dequant fix and YOLOS device-mismatch fix are separate code paths." - }, - { - "left": "pull_request:46380", - "right": "pull_request:46539", - "accept": false, - "reason": "Generation-config validation fix vs. Phimoe CI environment change; not the same issue." - }, - { - "left": "pull_request:46380", - "right": "pull_request:46922", - "accept": false, - "reason": "Different subsystems: generation watermarking validation vs. YOLOS model placement." - }, - { - "left": "pull_request:46539", - "right": "pull_request:46922", - "accept": false, - "reason": "CI runner memory/device-map workaround vs. YOLOS model forward/device-splitting fix; not a duplicate." - }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device_map=\"auto\" mismatch in the same file; one adds the forward-device fix and the other the no_split_modules safeguard, so they look like the same underlying bug." + "reason": "Both PRs address the same YOLOS device-mismatch bug under `device_map=\"auto\"` in `src/transformers/models/yolos/modeling_yolos.py`. 46886 only adds `_no_split_modules`, while 46922 fixes the forward-path tensor device placement and also includes the same split-prevention change, so they are mergeable as one underlying fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The output is mostly grounded in the packet, and the only accepted soft-edge pair looks mergeable: both YOLOS PRs touch the same file, share the same issue target, and address the same device_map=\"auto\" device-mismatch bug with complementary fixes. One minor precision note: PR 46886 also has an explicit issue link, so the rationale for preferring 46922 should not imply that link is unique to 46922." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The YOLOS pair is supported by shared issue target 46869 and the diffs show 46886 adds the split-prevention list while 46922 adds the device-placement fix plus the same list, so treating them as mergeable pieces of one bugfix is reasonable. The rest of the cluster is correctly characterized as unrelated model/test/CI work." }, "evaluator_used": true, "retried": false, @@ -26087,7 +26218,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26106,7 +26237,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "df4a917520270e6338b08a669f9272c91342b4f8d0689c783adc0d6a6ccc9335", + "prepared_review_unit_hash": "2c46c3cf9534910b251107c3063873656a7ba6d12f87b15a1c8eebe7d38258ba", "component_budget": { "node_count": 3, "item_count": 3, @@ -26128,30 +26259,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are not the same underlying change: one is a setup/version-bump test PR, one is a broad CI/test workflow diff, and one is a security-gate workflow trigger change. No duplicate pair should be merged.", + "summary": "These three PRs are all unrelated '[don't merge]' demo/test changes that only share superficial CI/test overlap. They do not fix the same concrete bug or implement the same change, so none should be clustered as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46747 is the most self-contained and narrowly scoped of the three, touching a single workflow trigger change; the others are broader and noisier test/CI edits.", + "best_pr_reason": "PR 43532 is the broadest representative of the set because it touches the most files and the largest CI/testing surface, but it is still not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different code paths and purposes: setup.py/dependency-version/test-fixture changes vs a workflow trigger change. Same repo area, but not the same change." + "reason": "One changes packaging/versioning and a test file; the other changes a security-gate workflow. Different code paths and different purposes." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is a setup/version-format test PR, while 43532 rewires several workflows and test/notification files. They are not fixing the same bug or implementing the same change." + "reason": "Only superficial overlap in test/CI areas. 43488 is about setup.py/dependency/version changes, while 43532 rewires comment-driven CI workflows and testing utilities." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch CI workflows, but they modify different workflows for different behavior. They do not look mergeable as one PR for a single concrete problem." + "reason": "Both touch GitHub workflows, but they modify different workflows for different behavior. Not the same underlying bug or change, and not something that would plausibly be merged into one PR." } ] }, @@ -26165,7 +26296,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26181,12 +26312,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "30321370c75b1308b1cef6b1de49709609d738998a6069a94d493c6277df6fa0", + "prepared_review_unit_hash": "526b1fe3f32f94327add73f8ce7ab8b239b6e72840b894ddcf9fec9f99b80bd1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -26194,7 +26325,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -26203,18 +26334,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate pipeline-addition PRs for different segmentation tasks. They share a lot of docs/registry boilerplate, but the concrete APIs, model integrations, and test targets are distinct, so they should not be treated as duplicates.", - "confidence": 0.94, + "summary": "These are related but distinct pipeline additions: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share documentation/registry plumbing, but the model integrations, tests, and target task are different enough that they should not be deduplicated as one PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR here; 43613 is the broader standalone change, but it is not the same underlying feature as 43612.", + "canonical_pr_reason": "Neither PR is a duplicate of the other; each introduces a different pipeline and different model/test coverage, so there is no canonical PR among them.", "best_issue_reason": null, - "best_pr_reason": "43613 is the more substantial representative of the cluster because it integrates more model backends and tests, but it still addresses a different pipeline than 43612.", + "best_pr_reason": "PR 43613 is the broader change if you need one representative because it touches more model integrations and tests, but it is not a substitute for 43612 since it covers a different task.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features: promptable concept segmentation vs promptable visual segmentation. Shared docs/registration files are boilerplate, but the changed pipeline code, model files, and tests target different code paths and could not plausibly be merged into one PR as the same fix/change." + "reason": "They only overlap on shared docs/registry plumbing. The actual features are different pipeline additions with different target tasks, different model files, and different test suites, so they are not the same underlying change and should not be merged as duplicates." } ] }, @@ -26228,7 +26359,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26244,40 +26375,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "c751c64b468462b083c4de2379f3df716a379689f538d673b585495929686929", + "prepared_review_unit_hash": "a4508e6289f4006d8f6942f21c893617c65f5cbb649157c5f5cdfdea78c7abfc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "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 different trainer.py feature PRs, not duplicates: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models.", + "summary": "These PRs both touch `trainer.py`, but they solve different problems: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They should not be clustered as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If a single PR must represent the cluster, #43651 is the better fit because it introduces a concrete trainer behavior change and new API hook; #43663 is a separate refactor for input-column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch trainer.py, but they implement unrelated code paths and extension points: GA loss scaling vs. signature-column filtering. They are not the same underlying change and should not be merged as duplicates." + "reason": "Different underlying changes and code paths: gradient accumulation loss scaling vs. signature-column filtering for PEFT/custom trainers. Shared file alone is not enough to treat them as duplicates." } ] }, @@ -26291,7 +26422,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26307,12 +26438,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "a07a9d40987784ea77c39071d9a2f529ef2a1ed5fda81ab41e7b156db05d2258", + "prepared_review_unit_hash": "05c1a30e51e854496be45532d4bd8fff9031455f7c66474fa87a0c6307e2cc9b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -26320,7 +26451,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -26329,18 +26460,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI module and both mention TypeAdapter, but they address different runtime problems in `src/transformers/cli/serve.py`: one is about annotation/forward-reference NameErrors, the other about `pydantic`-conditional typing imports. They are related but not duplicates.", - "confidence": 0.87, + "summary": "Two PRs in the same file both address TypeAdapter-related CLI typing/runtime issues, but they fix different failure modes: one is a future-annotations/type-hint NameError cleanup, the other is a pydantic-optional import problem.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the broader, earlier fix for the CLI TypeAdapter NameError and has the stronger issue linkage (#43576), so it is the better representative of this cluster.", + "canonical_pr_reason": "PR #43656 is the broader, more central fix for the CLI TypeAdapter NameError and is the better representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the best representative because it targets the core CLI typing/NameError problem more generally, while the other PR is a narrower follow-up for a different import-availability edge case.", + "best_pr_reason": "PR #43656 is the best representative because it addresses the core CLI NameError directly; #43842 is a narrower follow-up for the pydantic-not-installed path.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and related TypeAdapter cleanup, but the concrete bugs differ: #43656 changes annotations/future imports to avoid runtime NameErrors from forward references, while #43842 fixes the `TypeAdapter` import/type reference when `pydantic` is absent. They are adjacent but not the same mergeable fix." + "reason": "Reject: they share a file and symptom area, but the fixes target different concrete problems. #43656 changes annotations/imports to resolve a TypeAdapter NameError in the CLI, while #43842 specifically avoids importing TypeAdapter at runtime when pydantic is absent. They are not the same underlying bug and would not naturally merge into one PR." } ] }, @@ -26354,7 +26485,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26420,7 +26551,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -26470,8 +26601,8 @@ "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:44066|pull_request:44068", "pull_request:44019|pull_request:44722", "pull_request:44019|pull_request:44085", "pull_request:44086|pull_request:44722", @@ -26490,8 +26621,8 @@ "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", @@ -26518,8 +26649,8 @@ "pull_request:44010|pull_request:44073", "pull_request:43997|pull_request:44074", "pull_request:44010|pull_request:44018", - "pull_request:43997|pull_request:44129", "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", "pull_request:44010|pull_request:44044", @@ -26533,12 +26664,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "1cc0c19a0d1ec936e9e6726f653e18bbb94c2e2dd202d42e2e1f41bc4a60e5e7", + "prepared_review_unit_hash": "5fd4b3486ec01159309957f927ef6b60bb2ac957d9313ca4dd9e856236f34b73", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84507, + "serialized_chars": 84505, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -26555,114 +26686,114 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a batch of model-specific output-tracing refactors. Only the GPT-J/CodeGen submissions and the GPT-Neo submissions look like true near-duplicates; the rest share the same umbrella theme but touch different code paths and should stay separate.", - "confidence": 0.69, + "summary": "The cluster is a broad family of model-specific refactors toward standardized output tracing. The packet does include multiple issue-linked PRs targeting #43979; the tightest duplicate candidates are within the GPT-J/CodeGen and GPT-Neo subclusters, while most other PRs are only thematically similar and not the same concrete change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "44066 is the clearest representative of the duplicate GPT-J/CodeGen refactor set: it targets the same files and concrete output-tracing change as the later GPT-J PRs, with an explicit issue link.", + "canonical_pr_reason": "Several PRs explicitly target #43979, so the packet is not issue-free. Among them, 44722 is the best canonical PR because it is a concrete multi-file GPT-J/CodeGen output-tracing refactor on the shared issue-linked code path and is the strongest representative of that subcluster.", "best_issue_reason": null, - "best_pr_reason": "44066 is the best representative PR in the cluster because it covers the shared GPT-J/CodeGen code path most clearly; the other PRs are separate model migrations rather than duplicates.", + "best_pr_reason": "44722 is the strongest global PR candidate because it most clearly represents the shared GPT-J/CodeGen output-tracing change family, with explicit issue linkage and a broad, concrete implementation rather than a narrow or unrelated model-specific variant.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (FNet/CVT vs GPT-J). Same umbrella refactor theme is not enough." + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); only the broad tracing theme overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and different files; both are output-tracing refactors, but not the same underlying change." + "reason": "Different architectures and files; same standardized-output initiative, not the same concrete fix." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on overlapping GPT-J files; one looks like an earlier/smaller variant of the same change." + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same underlying code path, so they look mergeable into one change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model code paths (RegNet/ResNet family vs EfficientNet). Shared refactor pattern only." + "reason": "ResNet/RegNet vs EfficientNet are separate model-specific refactors, not one bug or change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths; not the same bug/change." + "reason": "EfficientNet and GPT-J/CodeGen touch unrelated code paths; same pattern is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; same theme, different implementation targets." + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated implementations." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model paths." + "reason": "MobileNetV2 and DeBERTa-v2 are different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; different model-specific changes." + "reason": "GPT-J/CodeGen and MGP-STR are unrelated models despite similar decorator wording." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are different model code paths." + "reason": "GPT-J/CodeGen vs MPT are separate concrete refactors." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing migration in the same model file/test surface; these are near-duplicates." + "reason": "Both are GPT-Neo output-tracing refactors on the same model file/test path, so they appear to be the same underlying change family." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; same pattern, different code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are distinct code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen are unrelated model paths." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different code paths; not the same underlying change." + "reason": "ResNet and GPT-J are separate model-specific refactors." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen are different model-specific refactors." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated models; same decorator style is not enough." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated implementations; only the refactor style overlaps." + "reason": "GPT-Neo and ResNet are different architectures and code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT are different model code paths." + "reason": "ResNet and MPT are unrelated concrete changes." }, { "left": "pull_request:44068", @@ -26674,244 +26805,244 @@ "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert are different concrete refactors." + "reason": "GPT-Neo and Flaubert/XLM are separate refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT vs GPT-J are different code paths." + "reason": "MPT and GPT-J are not the same concrete fix." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR are unrelated model changes." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different models; shared tracing language is only thematic." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different model-specific output-tracing refactors." + "reason": "GPT-2 and MGP-STR are unrelated model-specific changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM are different model implementations." + "reason": "ViLT and Flaubert/XLM are different model implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and MPT are different code paths." + "reason": "GPT-2 and GPT-J/CodeGen are separate code paths." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and LongT5 are unrelated model refactors." + "reason": "SegFormer and VisualBERT are unrelated model refactors." }, { "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different concrete changes." + }, + { + "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are different model code paths." + "reason": "RegNet and VisualBERT are separate model-specific changes." }, { "left": "pull_request:44017", - "right": "pull_request:44722", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT do not share the same concrete code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different architectures; only the broad pattern matches." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SegFormer vs GPT-J/CodeGen are unrelated model-specific changes." + "reason": "MPT and ImageGPT are separate implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and VisualBert are different implementations." + "reason": "TextNet and Flaubert/XLM are unrelated model paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model code paths." + "reason": "MPNet and LongT5 are distinct code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model-specific refactors." + "reason": "RegNet and GPT-Neo are unrelated concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different model code paths." + "reason": "RegNet and LongT5 are different model implementations." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated implementations." + "reason": "TextNet and LongT5 are not the same bug or change." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are different concrete changes." + "reason": "GPT-Neo and LongT5 are unrelated model-specific refactors." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are different model code paths." + "reason": "SqueezeBERT and MPT touch different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model refactors." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are different model implementations." + "reason": "GPT-Neo and SpeechT5 are unrelated model-specific refactors." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and LongT5 are different code paths." + "reason": "SqueezeBERT and VisualBERT are different implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model-specific changes." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are different code paths." + "reason": "SqueezeBERT and GPT-Neo are separate changes." }, { "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT and ImageGPT are different model implementations." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT2 and MGP-STR are different concrete refactors." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT and Flaubert/XLM are different model-specific changes." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert and Flaubert/XLM are unrelated code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model refactors." + "reason": "MPT and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:44074", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated model changes." + "reason": "CVT/FNet and LongT5 are unrelated model refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different code paths." + "reason": "CVT/FNet and SegFormer are different implementations." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa are unrelated model-specific refactors." + "reason": "SqueezeBERT and DeBERTa-v2 are separate model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different model implementations." + "reason": "DeBERTa-v2 and TextNet are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing change on the same files; these are near-duplicate refactors." + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same underlying file set, so they are the same change family." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen code-path refactor; one is a narrower/later variant of the same change." + "reason": "Both touch GPT-J output tracing in the same code path, making them overlapping implementations of the same concrete refactor." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model refactors." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "FNet/CVT and RegNet/ResNet are different model code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated implementations." + "reason": "GPT-J and SpeechT5 are unrelated model paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model-specific changes." + "reason": "DeBERTa-v2 and SpeechT5 are separate concrete refactors." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are unrelated code paths." + "reason": "DeBERTa-v2 and ViLT are not the same underlying fix." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model implementations; same refactor style only." + "reason": "FocalNet and ImageGPT are different models; only the decorator pattern is shared." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative: it only treats the GPT-J/CodeGen and GPT-Neo pairs as near-duplicates, which is consistent with the shared files and closely aligned diff previews. The other pair rejections are appropriately cautious for different model families/code paths, even when they share the same umbrella output-tracing theme or issue target." + "accept": false, + "feedback": "Reject: the output is not fully grounded in the packet. The canonical_pr_reason says \"No issue artifacts are present,\" but the packet shows multiple PRs with explicit_issue_links/targets, including 44722 and 44085 (target 43979) and others. That is a factual overstatement. The soft-edge verdicts are mostly conservative, but the summary and canonical reasoning need to reflect the presence of issue-linked PRs rather than denying them." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -26919,7 +27050,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 33, + "component_count": 32, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -26943,12 +27074,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "7ca660a7bae49df36407f5dd23e4cdb01280289860a264a033c42872a687a463", + "prepared_review_unit_hash": "073ae63e7592770de77b5e2f716609bc48878dab1395f08d0902074b304f6d99", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84507, + "serialized_chars": 84505, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -26956,51 +27087,51 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13070, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all touch standardized output tracing, but they are model-specific refactors in different code paths. They are related by theme, not duplicates; none of the soft edges should be merged as the same underlying change.", - "confidence": 0.89, + "summary": "These PRs are all model-specific refactors for standardized output tracing/capture, but they touch different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate/canonical fix for the cluster, but SpeechT5 (44129) is the strongest representative because it has an explicit issue target and a concrete model-specific implementation change.", + "canonical_pr_reason": "No PR here is a true duplicate of another; if one representative is needed, 44073 is a clean example of the shared output-tracing refactor pattern, but it remains specific to VisualBert.", "best_issue_reason": null, - "best_pr_reason": "44129 is the best representative PR for this cluster because it has the clearest linked problem statement and a substantive, concrete refactor in one model; the others are separate model migrations rather than the same change.", + "best_pr_reason": "44073 is the most representative of the cluster\u2019s common theme: a straightforward model-level migration to capture_outputs/can_return_tuple with explicit output-recording hooks.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models (VisualBert vs TextNet) and different forward/output shapes, so they are not the same underlying fix." + "reason": "Same broad refactor theme, but different models and files (VisualBert vs TextNet); not the same underlying change or code path." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert have distinct model-specific tracing setups and code paths; the shared decorator migration is too broad to treat as one duplicate change." + "reason": "Both are output-tracing migrations, but they target different architectures and internal modules, so they are not mergeable as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model migrations in different files with different tracing targets and outputs, not one concrete bug or change." + "reason": "Different model implementations and distinct refactor scopes; shared decorator usage alone is not enough for duplicate status." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; similar output-capture cleanup does not make them the same underlying PR." + "reason": "RegNet and SqueezeBert are unrelated code paths; these are separate model migrations, not the same fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 touch different architectures and output paths, so they cannot be merged as a single fix despite similar refactoring goals." + "reason": "SqueezeBert output-collection refactor and SpeechT5 output tracing are separate model-specific changes; SpeechT5 also has an explicit issue target and a different functional area." } ] }, @@ -27014,7 +27145,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27080,12 +27211,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "c1da5e8b41d038942bead23447afb38074fd8e8a3fef1ff68428a5d38d2be46f", + "prepared_review_unit_hash": "2f6a7d3f917139a0dd04e1e944ea1b06b50c157291955c4b00b181809c9630aa", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, + "serialized_chars": 40177, "estimated_input_tokens": 10045, "estimated_eval_tokens": 20346 }, @@ -27093,7 +27224,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, + "serialized_chars": 40177, "estimated_input_tokens": 10045, "estimated_eval_tokens": 20346 }, @@ -27102,246 +27233,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of independent output-tracing refactors across different model implementations. They share a generic pattern, but each PR targets a separate code path and should not be treated as duplicates.", + "summary": "These PRs all share a surface theme around output-tracing refactors, but they target different model implementations and code paths, so they should not be deduplicated against each other.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44003 is the strongest cluster anchor: it shows the full tracing-refactor pattern, adds the new helper usage, and spans two related model files, making it the most representative example in this set.", + "canonical_pr_reason": "No canonical PR as a duplicate anchor: the changes are model-specific refactors across unrelated forward paths, not one shared bug or fix.", "best_issue_reason": null, - "best_pr_reason": "PR #44003 is the best representative of the cluster\u2019s common theme because it is the most complete and substantial instance of the output-tracing refactor pattern.", + "best_pr_reason": "PR 44003 is the strongest representative of the theme because it spans two closely related Mamba-family files and adds the tracing/capture plumbing, but it still is not a duplicate of the other model-specific PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; same refactor motif, but not the same underlying change." + "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they touch unrelated model implementations and are not mergeable as one fix." + "reason": "Different architectures and forward implementations; only share a broad output-tracing pattern." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model code paths; no shared concrete bug or identical change." + "reason": "Unrelated model code paths (timm_backbone vs univnet)." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different models and plumbing; the overlap is only in generic tracing refactor style." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "Same broad theme, but CodeGen vs Timm Backbone are unrelated implementations and not the same fix." + "reason": "Different families and files; both refactor output handling, but not one concrete underlying fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Distinct model architectures and forward paths; not the same bug/change." + "reason": "timm_backbone and rwkv are unrelated implementations; no shared bug or merged PR candidate." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both are refactors around output handling, but they affect different models and code paths." + "reason": "MobileNetV1 vs UnivNet are unrelated model paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Unrelated model implementations; no concrete shared defect." + "reason": "Different models and behaviors; only similar output-tracing cleanup." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; similar helper migration, but not the same underlying change." + "reason": "MobileNetV1 and Depth Anything are separate model implementations." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder/decoder wrappers with different backbones; not one duplicate fix." + "reason": "No shared concrete code path; different seq2seq wrapper vs image model." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different wrapper model and code path; same refactor pattern only." + "reason": "MobileNetV1 and Speech Encoder-Decoder are unrelated." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "These are different model implementations, so the shared title is not enough to merge them as duplicates." + "reason": "Vision-text dual encoder vs UnivNet; same refactor wording, different code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Same generic tracing refactor, but different model code paths and files." + "reason": "Different model families; not the same underlying bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and output plumbing; no single concrete bug/change." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "CodeGen\u2019s cache/output signature change is not the same fix as the dual-encoder refactor." + "reason": "Vision-text dual encoder and Mamba family do not share a concrete fix path." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Distinct model families; only the refactor pattern is shared." + "reason": "Different models and call stacks; only a broad tracing refactor similarity." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Both are output-tracing refactors, but they are for unrelated models and cannot be merged as one PR." + "reason": "Unrelated model implementations; not mergeable as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Separate code paths and architectures; no shared underlying defect." + "reason": "UnivNet and Mamba are different code paths with different output semantics." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models with similar helper adoption, not the same concrete change." + "reason": "Different model architectures and forward signatures." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations; same theme is too broad to count as a duplicate." + "reason": "UperNet vs RWKV are unrelated model paths." }, { "left": "pull_request:44002", - "right": "pull_request:44004", + "right": "pull_request:44003", "accept": false, - "reason": "Unrelated model logic and signatures; not the same bug or fix." + "reason": "Different model families; no single concrete bug/fix shared." }, { - "left": "pull_request:44002", - "right": "pull_request:44029", + "left": "pull_request:44003", + "right": "pull_request:44028", "accept": false, - "reason": "Different architectures and forward semantics; only the tracing refactor is common." + "reason": "Mamba/Falcon-Mamba vs SuperPoint are unrelated implementations." }, { "left": "pull_request:44003", - "right": "pull_request:44028", + "right": "pull_request:44004", "accept": false, - "reason": "Falcon/Mamba stateful tracing work is unrelated to SuperPoint\u2019s feature extraction path." + "reason": "Mamba-family output tracing and CodeGen output tracing are separate code paths." }, { - "left": "pull_request:44003", + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated; only superficial refactor similarity." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not fix the same concrete problem." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are different models and output paths." + }, + { + "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Mamba state tracing and CodeGen cache/output refactoring are different code-path changes." + "reason": "Different architectures; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both touch encoder/decoder-style wrappers, but they fix different model integrations and are not duplicates." + "reason": "Depth Anything and Vision Encoder-Decoder are different models and wrappers." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different modality wrappers and separate forward implementations." + "reason": "Different model families; no shared code-path bug." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth estimation vs keypoint model tracing refactors are not the same underlying issue." + "reason": "Depth Anything and SuperPoint are unrelated vision models." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output shapes; same pattern only." + "reason": "Different implementations and output shapes; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and semantics; not one mergeable fix." + "reason": "Depth Anything and DPR solve different tasks and code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "They are parallel wrapper-model refactors, but for different backbones and modalities." + "reason": "Vision Encoder-Decoder and RWKV are unrelated models." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different models and different output-capture behavior; not the same bug." + "reason": "Different seq2seq wrappers and output plumbing; not one fix." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Distinct implementations with no shared concrete defect." + "reason": "Vision Encoder-Decoder and SuperPoint are unrelated." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; the overlap is only in refactor style." + "reason": "Different model families and forward contracts." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated code paths." + "reason": "Speech Encoder-Decoder and SuperPoint are separate code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and tracing mechanics; not the same fix." + "reason": "Speech Encoder-Decoder and RWKV are unrelated." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate models with unrelated forward logic." + "reason": "Different model implementations; no shared concrete bug." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV solve different tracing problems in different subsystems." + "reason": "SuperPoint and RWKV are unrelated models." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and forward paths; no duplicate relationship." + "reason": "SuperPoint and DPR do not share the same fix target." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model implementations; same broad refactor wording is insufficient." + "reason": "RWKV and DPR are different architectures with different output semantics." } ] }, @@ -27355,7 +27492,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27371,12 +27508,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "93494d1287a0230019e10988c06c9983c7f4454bfc2fc8017d98034118694691", + "prepared_review_unit_hash": "aa59e2402ec558cf391a76f5f4f05f7038317e3da31b4df398b96d5fd597b81a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -27384,7 +27521,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -27393,18 +27530,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-integration PRs for different architectures (PenguinVL vs Voxtral TTS). They share only generic Transformers scaffolding, not a concrete code-path change, so they should not be clustered together.", - "confidence": 0.96, + "summary": "These are unrelated model-addition PRs: one introduces PenguinVL, the other adds Voxtral TTS support. They share only generic transformer registry/docs touchpoints, not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the better representative because it is explicitly tied to issue #45027 and has a tighter, clearly scoped model-specific implementation.", + "canonical_pr_reason": "pull_request:44662 is the more canonical representative because it is a complete model implementation with extensive code, docs, and tests, and it is not draft.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the strongest standalone candidate: it has an explicit target issue, a focused Voxtral TTS implementation, and is more clearly anchored than the unrelated PenguinVL PR.", + "best_pr_reason": "pull_request:44662 is the best standalone representative of the cluster for triage purposes because it is the broader, more mature implementation PR; however, it is not a duplicate of the other PR.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different feature sets; shared auto-registration/docs files are generic integration work, not evidence of the same underlying bug or mergeable change." + "reason": "Different features and code paths: PenguinVL implementation vs Voxtral TTS support. Shared auto/docs files are generic registration changes, not evidence of the same bug or change." } ] }, @@ -27418,7 +27555,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27434,7 +27571,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "b7dd80b48d86af81638b926ed332a6ca30530ff2f61276d14860ff908aeed4a4", + "prepared_review_unit_hash": "2ad26328afc35b1e4cf550ebc9f6f01e068a84a9761e90f07d71808b91b547f3", "component_budget": { "node_count": 2, "item_count": 2, @@ -27456,18 +27593,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-infra PRs, but they implement different features and code paths: one adds a standalone Module Fusion API, the other adds n-to-1 kernel fusion via KernelConfig and integration plumbing. Not duplicates.", - "confidence": 0.89, + "summary": "These PRs are related to module/kernel fusion, but they are not duplicates: one introduces a generic module-fusion API, while the other adds a concrete n-to-1 kernel fusion integration via KernelConfig and model-loading changes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete end-to-end feature change: it wires kernel fusion through KernelConfig, modeling utilities, and integrations, whereas PR 44979 is a separate Module Fusion API scaffold.", + "canonical_pr_reason": "PR 45363 is the more complete, user-facing implementation: it wires kernel fusion through modeling/utils/integration code and adds an example, whereas PR 44979 is mainly a foundational module-fusion API and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 best represents the cluster\u2019s central theme because it implements a user-facing fusion mechanism with broader integration points; PR 44979 is adjacent infrastructure but a distinct API.", + "best_pr_reason": "PR 45363 is the best representative of the cluster because it implements a specific end-to-end feature path rather than just an abstraction layer.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different underlying changes: 44979 introduces a Module Fusion API and tests, while 45363 implements n-to-1 kernel fusion via KernelConfig plus integration/model plumbing. Same broad area, but not the same concrete bug or mergeable PR." + "reason": "Related area, but not the same concrete change. 44979 adds a generic module-fusion API in a new file, while 45363 implements n-to-1 kernel fusion through KernelConfig, model loading, and integration hooks. They could coexist, not be merged as one duplicate PR." } ] }, @@ -27481,7 +27618,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27497,7 +27634,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "a1a88a8d8c2c38641fb9452cfc755b36a3ff0f271879ffccc27924bc2f8221d9", + "prepared_review_unit_hash": "0a94f6f54fd8cd008b9a72410e944a2bfa31ec0b161c55af95dc193dab343a08", "component_budget": { "node_count": 2, "item_count": 2, @@ -27519,18 +27656,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access in `tokenization_utils_tokenizers.py` and target the same issue (#45081). PR 45317 is the more complete candidate because it includes the code fix plus tests.", - "confidence": 0.98, + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` for the Mistral regex patch, and the second PR is a fuller version with an added test. This is a duplicate fix cluster centered on the same code path.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the best canonical PR: it fixes the same bug as 45086 but is more complete, with the same core code change plus test coverage and a clearer scoped title.", + "canonical_pr_reason": "PR 45317 is the better representative because it targets the same fix but adds test coverage and a clearer problem statement, making it the more complete implementation of the bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest single candidate because it appears to be the refined follow-up of the same fix, adds tests, and is more likely to be the mergeable final implementation.", + "best_pr_reason": "PR 45317 is the strongest overall artifact for the cluster: same underlying bug, same file, and it includes tests, so it better captures the final intended change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug, same file, same issue target, and the diffs make the same code-path correction for `_patch_mistral_regex`; the second PR mainly adds tests and polish rather than a different fix." + "reason": "Same underlying AttributeError fix in `_patch_mistral_regex` on the same code path; the second PR appears to be a more complete iteration of the first rather than a different change." } ] }, @@ -27544,7 +27681,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27560,12 +27697,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "84d0157279eedf77a167b55a3d0a679c467d3342a1d6577447a0c15360d133e5", + "prepared_review_unit_hash": "8559afb3e5cecb9fac5e8bf65e18fd0f67188d31062b7841e482b8d8439bc9eb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -27573,7 +27710,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -27582,18 +27719,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related NemotronH PRs, but they address different changes: one refactors the existing NemotronH implementation to inherit GraniteMoeHybrid and adds conversion mappings, while the other splits NemotronH into dedicated dense/sparse model classes with docs and auto-mapping updates. They are adjacent in the same model family, but not the same underlying bug or change.", - "confidence": 0.9, + "summary": "Two open NemotronH pull requests overlap on model internals, but they are not the same change: one is a smaller refactor/conversion-mapping update, the other is a broader split into dedicated dense/sparse model packages with docs and tests.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical PR for this cluster because it is the broader, more complete NemotronH family change: it introduces the dense/sparse model split, updates docs and auto mappings, and includes test coverage. PR 45115 is a narrower refactor/conversion-mapping change.", + "canonical_pr_reason": "PR #45569 is the better canonical representative because it covers the larger, more complete architecture change: dedicated NemotronHDense/NemotronHSparse modules, auto-mapping updates, docs, and tests. PR #45115 is a narrower precursor refactor focused on inheritance/conversion naming.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best overall PR candidate because it appears to represent the final, user-visible model restructuring rather than just internal inheritance and conversion renames. It is more comprehensive and likely subsumes the larger product-facing change.", + "best_pr_reason": "PR #45569 is the best single PR in this cluster since it most clearly defines the final intended model packaging and user-facing behavior. PR #45115 appears to be an earlier internal refactor rather than the main functional change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH internals, but 45115 is a focused refactor/conversion-mapping update while 45569 is a larger split into nemotron_h_dense and nemotron_h_sparse with docs and auto-mapping changes. They are related family work, not the same concrete fix, and would not cleanly merge as one PR." + "reason": "Shared NemotronH files alone are not enough: #45115 is a conversion/refactor to GraniteMoeHybrid-compatible naming, while #45569 splits NemotronH into dense/sparse variants and updates docs/tests. They are related but not the same underlying fix and would not be merged into one PR." } ] }, @@ -27607,7 +27744,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27623,12 +27760,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "2ebd29ccd05f1e324e440bdd77e74d191ee3a1d418fa24a387f708630280cddf", + "prepared_review_unit_hash": "d5689837f48a2fdac94e0178a62d9124e69bcddbb2f6973f9b1f792ac5d255f7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -27636,7 +27773,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -27645,18 +27782,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two overlapping typing-related PRs, but they are not the same concrete change: one is a broad repository-wide type-checking cleanup, the other adds specific typing protocol/alias support for modeling_utils and related code paths.", - "confidence": 0.89, + "summary": "These are two separate typing-related pull requests, not duplicates. PR 45415 is a broad repo-wide type-checking sweep across many files, while PR 45425 makes a more focused internal typing refactor around `_typing.py`, `modeling_utils`, PEFT-related protocols, and type-checking helpers.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present; as PRs, they address different scopes and should not be treated as duplicates.", + "canonical_pr_reason": "PR 45425 is the better canonical representative for this cluster because it is more focused and has a clearer concrete change-set centered on shared typing abstractions, whereas PR 45415 is a broad type-checking pass across many modules.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a clear canonical duplicate target for the other. PR #45415 is the broader repo-wide type-checking sweep, while PR #45425 is a narrower typing-API support change for modeling_utils and related helpers.", + "best_pr_reason": "PR 45425 is the best standalone PR in the pair: it targets a specific typing infrastructure change and is easier to evaluate independently. PR 45415 is broader and more of a sweeping cleanup than a single change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related files are not enough here. #45415 is a broad cross-file type-checking pass, while #45425 introduces specific typing aliases/protocols for modeling_utils integration; they do not look like the same underlying fix and would not plausibly be merged as one PR." + "reason": "Both are typing-related, but they address different scopes and concrete changes. PR 45415 is a broad type-checking sweep across many files; PR 45425 introduces specific typing protocols and integrations. They would not plausibly be merged as one duplicate PR." } ] }, @@ -27670,7 +27807,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27686,12 +27823,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "0364bbe3a0f47b3d1b21d6134a009612ea2673bf0239303b39c6ebe4706b0c8f", + "prepared_review_unit_hash": "6fb3270b9fa6bcb68fde994b78815f4f1728d7f99388d339756cd32522097f2e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -27699,7 +27836,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -27708,18 +27845,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad EP/distributed-loading level, but they fix different concrete bugs in different code paths: 45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while 45662 is about expert parameters being overwritten by rank-0 broadcast during EP + FSDP2-style sharding. Not duplicates.", - "confidence": 0.91, + "summary": "The two PRs both touch expert-parallel loading, but they fix different failure modes: #45548 targets EP + DeepSpeed ZeRO-3 loading via accelerate launch and serialization of distributed_config, while #45662 targets EP + FSDP2 where experts are silently overwritten by rank-0 broadcast and adds post-shard wrapping in the loader. They are related, but not the same underlying bug/change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must anchor the cluster, 45662 is the more concrete EP runtime bug fix; 45548 is a separate loading/config serialization adjustment.", + "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster because it addresses a concrete loader-path corruption bug with broader code-path changes; #45548 is a narrower fix for a different loading/serialization issue.", "best_issue_reason": null, - "best_pr_reason": "45662 is the stronger representative of the cluster because it targets a specific, user-visible expert-parameter corruption path rather than a broader config/launch compatibility change.", + "best_pr_reason": "PR #45662 is the best candidate to keep as the cluster representative since it fixes a specific post-shard overwrite problem in the model-loading path and is more directly aligned with the shared EP loading theme.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both touch EP/distributed loading, but they address different failure modes and code paths: 45548 adds config serialization cleanup and a has_ep helper for accelerate/ZeRO-3 loading, while 45662 prevents expert weights from being overwritten after sharding/broadcast. Not the same underlying bug." + "reason": "Different concrete bugs: #45548 is about preserving distributed_config and enabling EP+ZeRO-3 loading, while #45662 fixes expert parameters being overwritten after rank-0 broadcast during FSDP2 loading. Shared subsystem only, not the same change." } ] }, @@ -27733,7 +27870,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27749,7 +27886,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "7b3d786b92667b1bfbd78c7c4c57821d0887c807d53f3922be9d578c1e2f1af9", + "prepared_review_unit_hash": "fc4638da4fcf0997139222ece914d679b010bc96ff0b7323d85c78e3bd862afb", "component_budget": { "node_count": 2, "item_count": 2, @@ -27771,18 +27908,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info collision in patched testing debug logs, but PR 45645 is the broader, more complete fix and appears to subsume 45639 by also preserving CI log aggregation.", - "confidence": 0.91, + "summary": "Both PRs address the same underlying xdist collision bug for captured_info logs under the same tracked issue; PR 45645 is the broader, more complete fix and subsumes 45639.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the xdist-safe testing_utils change from 45639 and also adds the CI workflow update to read all captured_info*.txt files, making it the more complete fix for the shared problem.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe logging fix plus the CI workflow update to collect multiple captured_info files, making it the more complete implementation of the shared bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall candidate since it addresses the core artifact-collision bug and includes the downstream CI log handling needed to keep the debug output usable under xdist.", + "best_pr_reason": "PR 45645 is the best overall PR for this cluster since it addresses the same concrete collision problem as 45639 and also preserves CI debug-log collection, so it is the more comprehensive change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs target the same concrete xdist collision in captured_info output, and 45645 looks like a superset of 45639 rather than a different change." + "reason": "Same concrete bug: captured_info output collisions under pytest-xdist. The shared target and overlapping testing_utils changes indicate they could be merged into one PR, with 45645 adding workflow support on top." } ] }, @@ -27796,7 +27933,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27862,7 +27999,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27878,12 +28015,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "2efaac27ccd2be1a62c7e73387a1f79c7a3837b85dc9cd48ba3c12ea049766d0", + "prepared_review_unit_hash": "31d4e5a89f0809c3775a840a32e6db702fe9ff0cf06bdc9d0fe8c94606dfaece", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -27891,7 +28028,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -27900,18 +28037,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR is a focused EP/Trainer integration feature, while the other is a broad distributed branch base touching many unrelated areas. The overlap in distributed filenames is too coarse to merge them as the same change.", - "confidence": 0.9, + "summary": "These two PRs are not duplicates. PR #46126 is a focused EP/trainer integration change around router/tensor-parallel behavior, while PR #46269 is a broad distributed branch base PR touching many unrelated areas. Shared filenames alone are not enough to merge them.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more canonical candidate because it is narrowly scoped to EP + Trainer integration and a concrete routing-style implementation in distributed tensor parallel code, with a small targeted diff.", + "canonical_pr_reason": "PR #46126 is the better canonical PR because it is the more specific, feature-scoped change with a clear concrete code path (EP routing and trainer integration).", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best fit overall since it targets a specific code path and feature, whereas PR 46269 is a large umbrella branch with many unrelated distributed/FSDP changes.", + "best_pr_reason": "PR #46126 is the best representative of the cluster since it is narrowly about the underlying EP/trainer functionality, unlike the broad base-branch PR.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share some distributed files, but the PRs are not the same underlying change. 46126 is a focused EP routing/trainer integration PR; 46269 is a broad distributed branch base spanning FSDP, CI, generation, model loading, and more. They would not plausibly be merged into one PR without collapsing unrelated work." + "reason": "Reject: the overlap is only superficial. #46126 targets EP router masking and trainer integration, while #46269 is a large base branch PR spanning many distributed subsystems. They do not look like the same underlying fix and would not plausibly be merged as one PR." } ] }, @@ -27925,7 +28062,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27979,346 +28116,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "1407dae03e7faad30e6ed9876ab1454e666a6be48b7d9614474ae958db6651da", + "prepared_review_unit_hash": "b18bb471e46d042a703ea442a6558658dd8f61c0458567d9f92dcce00750f2b2", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26677, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26686, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26677, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26686, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are loosely related workflow-maintenance PRs, but they do not look like true duplicates. Even the pr-ci-security-gate edits are different security fixes and could not realistically be merged as one patch without conflating distinct behavior changes.", + "summary": "These PRs are mostly small workflow maintenance changes, but they split into unrelated edits across different files and even within .github/workflows/pr-ci-security-gate.yml the changes address different concerns. I do not see any true duplicate PRs here.", "confidence": 0.92, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46554 is the strongest representative of the cluster\u2019s most substantive workflow/security change: it adds checkout-based diff inspection and explicit failure paths for workflow/CI-infra changes. Even so, it is not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated changes: stdin handling in self-comment CI vs security-gate logic." + "reason": "Different workflow files and unrelated fixes: stdin handling in self-comment CI vs security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Distinct workflows and purposes; no shared code-path or concrete fix." + "reason": "Different workflow files and unrelated changes; not the same bug or code path." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "One updates self-comment CI, the other modifies pr-ci-security-gate; same broad area only." + "reason": "self-comment CI command invocation vs a reusable-workflow note in pr-ci-security-gate; unrelated." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow and different behavior change; not the same underlying bug." + "reason": "Different workflow behavior entirely; one updates CI comment handling, the other changes secrets passing in a security gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Self-comment CI stdin fix is unrelated to build-ci-docker-images COMMIT_MESSAGE handling." + "reason": "Unrelated workflow edits in different files: stdin piping vs commit-message grep behavior." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark_v2 dispatch support." + "reason": "Different workflow files and unrelated runner/benchmark changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow changes: SSH runner hardening vs anti-slop permission scoping." + "reason": "ssh-runner hardening is unrelated to anti-slop permissions placement." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and fixes; no common concrete bug." + "reason": "Different workflows and different functionality; not the same underlying issue." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH runner changes do not match pr-ci-security-gate behavior changes." + "reason": "Unrelated workflows: SSH runner hardening vs security-gate file scanning." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Distinct workflows with unrelated operational fixes." + "reason": "Different workflow paths and fixes; no shared concrete bug." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permission move and benchmark dispatch enablement are unrelated changes." + "reason": "Different workflows: anti-slop permissions vs benchmark trigger conditions." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different outcomes; not duplicate patches." + "reason": "Different workflow files and unrelated updates." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Permission tweak in anti-slop is unrelated to build-ci-docker-images command parsing." + "reason": "anti-slop permissions change is unrelated to build-ci-docker-images command handling." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Only a superficial CI/security theme overlap; the fixes are different." + "reason": "Different files and concerns; anti-slop auth scope vs PR CI security gate logic." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout ref and benchmark dispatch support are unrelated." + "reason": "Different workflow files and unrelated reviewer-assignment vs benchmark trigger changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "assign-reviewers checkout ref change is unrelated to build-ci-docker-images commit-message parsing." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No shared concrete bug or code path; different workflow behavior." + "reason": "Different workflows and unrelated fixes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow dispatch addition is unrelated to build-ci-docker-images message handling." + "reason": "benchmark_v2 trigger update and build-ci-docker-images parsing change are different changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow concerns; no mergeable single fix." + "reason": "Different workflow files and unrelated logic changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build CI Docker tag selection and PR security-gate checks are different fixes." + "reason": "Different code paths: build-ci-docker-images commit parsing vs PR CI security gating." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Same file? no; different workflow and unrelated behavior." + "reason": "Different workflow files and unrelated fixes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but one adds checkout/diff-based blocking while the other changes permissions and approval gating." + "reason": "Same file but different concrete changes: file-diff security checks vs permissions/approval gating; not mergeable as one fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Both touch pr-ci-security-gate, but they change different aspects of it and are not the same bug." + "reason": "Same workflow file but different concerns; one changes security checks, the other adds explanatory comments for a reusable workflow." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "One adds inline security checks; the other switches reusable-workflow secrets handling." + "reason": "Same workflow file but distinct changes: security checks vs removing inherited secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different security-gate changes: permissions/approval guard vs reusable-workflow note." + "reason": "Same file but different changes to different parts of the job; not the same underlying bug." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same filename but distinct fixes; cannot be merged as one duplicate PR." + "reason": "Different security-gate changes: permissions/approval flow vs secrets inheritance." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Different changes to the same workflow file; not the same underlying issue." + "reason": "Comments/documentation-style note vs secrets configuration change; not the same fix." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build CI Docker message parsing is unrelated to pr-ci-security-gate workflow text." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "SSH runner hardening and security-gate documentation are unrelated." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow logic and different target behavior." + "reason": "Different workflows and unrelated fixes." }, { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "No shared concrete bug; SSH runner changes are unrelated to security-gate secrets handling." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 24, - "component_count": 33, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46174-2", - "nodes": [ - "pull_request:46174", - "pull_request:46780" - ], - "soft_pairs": [ - "pull_request:46174|pull_request:46780" - ], - "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 6030, - "estimated_input_tokens": 1508, - "estimated_eval_tokens": 3272 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 6030, - "estimated_input_tokens": 1508, - "estimated_eval_tokens": 3272 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", - "best_issue_reason": null, - "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46174", - "right": "pull_request:46780", - "accept": false, - "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 25, - "component_count": 33, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46310-2", - "nodes": [ - "pull_request:46310", - "pull_request:47162" - ], - "soft_pairs": [ - "pull_request:46310|pull_request:47162" - ], - "prepared_review_unit_hash": "7ba67ac61b23ce3f0e98b9b4e411f6fc295404ba67569b1827bd77984d6cdcbf", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4883, - "estimated_input_tokens": 1221, - "estimated_eval_tokens": 2698 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4883, - "estimated_input_tokens": 1221, - "estimated_eval_tokens": 2698 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Both pull requests fix the same off-by-one bug in `sliding_window_mask_function` / `inner_mask` where the right window boundary should be inclusive. The later PR broadens the fix to another model and adds tests, so it is the better representative.", - "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:47162` is the stronger canonical PR: it fixes the same boundary bug in MoonshineStreaming, also applies the corresponding fix in Gemma4, and includes test coverage.", - "best_issue_reason": null, - "best_pr_reason": "`pull_request:47162` is the best overall representative because it addresses the same concrete code-path bug as `46310` while being more complete and better validated.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46310", - "right": "pull_request:47162", - "accept": true, - "reason": "Same off-by-one right-window boundary bug in the sliding window mask; the later PR expands the same fix and could plausibly be merged as a single PR." + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated security/runner concerns." } ] }, @@ -28331,57 +28342,57 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 33, + "component_index": 24, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46574-2", + "cluster_id": "cluster-46174-2", "nodes": [ - "pull_request:46574", - "pull_request:46580" + "pull_request:46174", + "pull_request:46780" ], "soft_pairs": [ - "pull_request:46574|pull_request:46580" + "pull_request:46174|pull_request:46780" ], - "prepared_review_unit_hash": "1ea5859536bf8e37476fd5d3248012b2c6b0edae01933e01c624f32f7a082fbe", + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one fixes CodeLlama decoding behavior, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class selection. They should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the changes address different bugs in different code paths and target different model families.", + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because there is no shared underlying change; they are separate fixes.", + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", "soft_edge_verdicts": [ { - "left": "pull_request:46574", - "right": "pull_request:46580", + "left": "pull_request:46174", + "right": "pull_request:46780", "accept": false, - "reason": "Reject: one changes CodeLlama decoder setup to preserve leading spaces on decode, while the other changes AutoTokenizer checkpoint-prefix routing for DeepSeek models. Different failure modes, files, and fix types." + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." } ] }, @@ -28394,8 +28405,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 33, + "component_index": 25, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28403,131 +28414,62 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46578-2", + "cluster_id": "cluster-46310-2", "nodes": [ - "pull_request:46578", - "pull_request:47428" + "pull_request:46310", + "pull_request:47162" ], "soft_pairs": [ - "pull_request:46578|pull_request:47428" + "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "eac318bab8465267198db7862b9ed353763d21253ec55a22cecbce92c7326c42", + "prepared_review_unit_hash": "76afe1a81f5e12956e374d9456e70b620a691600b54223d33cec478cce35625e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4542, - "estimated_input_tokens": 1136, - "estimated_eval_tokens": 2528 + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4542, - "estimated_input_tokens": 1136, - "estimated_eval_tokens": 2528 + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Wav2Vec2 tokenizer bug around the word delimiter being treated as a special token and affecting token/special-token APIs in the same file set.", + "summary": "Both pull requests fix the same off-by-one bug in MoonshineStreaming\u2019s sliding_window_mask_function right-window boundary; PR 47162 is a broader, more complete version that also adds the same Moonshine fix plus Gemma4 coverage and tests.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47428 is the better canonical PR: it describes the broader special-token API impact, and its patch appears to be the more fully framed version of the same Wav2Vec2 word-delimiter fix.", + "canonical_pr_reason": "PR 47162 is the better canonical representative because it contains the same MoonshineStreaming fix as 46310, adds tests, and appears to be the more complete patch.", "best_issue_reason": null, - "best_pr_reason": "PR #47428 is the strongest standalone fix candidate because it directly addresses the concrete bug with clearer scope and the same code path as the other PR.", + "best_pr_reason": "PR 47162 is the best overall representative since it covers the same concrete bug with a fuller implementation and validation, while 46310 is a narrower subset of the same change.", "soft_edge_verdicts": [ { - "left": "pull_request:46578", - "right": "pull_request:47428", + "left": "pull_request:46310", + "right": "pull_request:47162", "accept": true, - "reason": "Same underlying Wav2Vec2 word-delimiter special-token handling bug, same target issue, same touched files, and overlapping fix in the tokenizer code path; these could plausibly be merged into one PR." + "reason": "Same underlying off-by-one right-window boundary bug in MoonshineStreaming; the Moonshine diffs match and 47162 is a superset that could plausibly subsume 46310." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: both PRs target issue 46552, touch the same Wav2Vec2 tokenizer/test files, and address the same word-delimiter special-token behavior. The mergeability claim is conservative enough given the overlapping bugfix scope." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 28, - "component_count": 33, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46687-2", - "nodes": [ - "pull_request:46687", - "pull_request:47412" - ], - "soft_pairs": [ - "pull_request:46687|pull_request:47412" - ], - "prepared_review_unit_hash": "2de3d71dcc2e9972475beabd4d4fd9bd8543e059fbe44d5b3d45b64216e9438d", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4494, - "estimated_input_tokens": 1124, - "estimated_eval_tokens": 2504 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4494, - "estimated_input_tokens": 1124, - "estimated_eval_tokens": 2504 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Both PRs target the same Wav2Vec2PhonemeCTCTokenizer stale-phonemizer_lang issue in the same tokenizer file, but PR 46687 and PR 47412 differ in scope enough that they should be treated as related rather than duplicate/mergeable equivalents. PR 47412 remains the better representative because it includes the focused fix plus regression tests.", - "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47412 is the best canonical PR because it directly fixes the stale phonemizer_lang bug and includes regression tests, making it the most complete and self-contained representative of the change.", - "best_issue_reason": null, - "best_pr_reason": "PR 47412 is the best overall representative since it covers the same bug with tests and a narrower, finalized implementation, while PR 46687 is an earlier variant of the fix.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46687", - "right": "pull_request:47412", - "accept": false, - "reason": "Related, but not conservative duplicates: both hit the same issue target and file, yet PR 46687 updates prepare_for_tokenization and phonemize, while PR 47412 only adjusts phonemize and adds tests. That is enough to relate them, but not enough to say they are the same concrete change or clearly mergeable into one PR." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but the soft-edge verdict is too strong for the packet. The evidence only clearly supports that both PRs target the same issue and same tokenizer file. However, the diffs are not identical in scope: PR 46687 changes both prepare_for_tokenization and phonemize, while PR 47412 changes only phonemize and adds tests. That is enough to say they are related, but not enough to conservatively accept them as close duplicates or as clearly mergeable into a single PR for the same bugfix. The representative/canonical choice of PR 47412 is fine, but the pairwise accept should be rejected or downgraded." - }, - "evaluator_used": true, - "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 29, - "component_count": 33, + "component_index": 26, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28535,48 +28477,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46773-2", + "cluster_id": "cluster-46574-2", "nodes": [ - "pull_request:46773", - "pull_request:47087" + "pull_request:46574", + "pull_request:46580" ], "soft_pairs": [ - "pull_request:46773|pull_request:47087" + "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "d91280038d44455756bc3c0d5db75947f2039cb0223206ce86c7f3125ee7ac99", + "prepared_review_unit_hash": "700b0a3454d1c5020cc9762787d0e9fac56ab9344b8b3750d0a47e38bf774614", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5822, - "estimated_input_tokens": 1456, - "estimated_eval_tokens": 3168 + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5822, - "estimated_input_tokens": 1456, - "estimated_eval_tokens": 3168 + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests touch padding-mask handling in related attention code, but they fix different bugs: one restores masking for batch-size-1 linear-attention forwards, while the other prevents masking from being skipped during continued recurrent forwards (chunked prefill/cache continuation). They are adjacent subsystem fixes, not the same underlying change.", - "confidence": 0.91, + "summary": "These are two separate pull requests touching different tokenizer problems: CodeLlama decode stripping on leading spaces versus DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47087 is the better canonical PR because it has an explicit issue target, a broader and more central fix in masking_utils, and clearer test coverage for the continued-forward path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #47087 is the strongest representative of the cluster: it addresses the core masking utility behavior directly, has an explicit linked issue, and is more complete than the narrower batch-size-1 fix in #46773.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:46773", - "right": "pull_request:47087", + "left": "pull_request:46574", + "right": "pull_request:46580", "accept": false, - "reason": "Both are about padding masks, but #46773 fixes a batch-size-1 gating bug in linear-attention models, while #47087 fixes masking being skipped on continued forwards/chunked prefill/cache continuation. Different trigger conditions and code paths, so they should not be merged as duplicates." + "reason": "Different underlying bugs and code paths: 46574 changes CodeLlama tokenizer decode behavior, while 46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek checkpoints. They do not look mergeable into one PR." } ] }, @@ -28589,8 +28531,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 33, + "component_index": 27, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28638,178 +28580,178 @@ "pull_request:47280|pull_request:47282", "pull_request:47310|pull_request:47380" ], - "prepared_review_unit_hash": "c796b7ac5795afc08142dfd4afa40159e43535f9dcd580b64e67208feb927bc2", + "prepared_review_unit_hash": "0373b990f385bdee34f58d47c5c1a83d3de6221a2eb2f266b13a195687a75d66", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28951, - "estimated_input_tokens": 7238, - "estimated_eval_tokens": 14732 + "serialized_chars": 28953, + "estimated_input_tokens": 7239, + "estimated_eval_tokens": 14734 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28951, - "estimated_input_tokens": 7238, - "estimated_eval_tokens": 14732 + "serialized_chars": 28953, + "estimated_input_tokens": 7239, + "estimated_eval_tokens": 14734 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set is mostly heterogeneous. The only true duplicate pairs are the MiniMax-M3-VL load_error fixes and the Mamba2 OOM fixes; the rest are cross-model or broader multi-change PRs and should not be merged as duplicates.", - "confidence": 0.93, + "summary": "This cluster is mostly a set of unrelated, model-specific serge integration-test fix PRs. Only two soft-duplicate pairs look like true same-bug duplicates: the MiniMax-M3-VL load_error fixes and the Mamba2 OOM fixes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR spans the whole set; it breaks into separate model-specific fix subgroups.", + "canonical_pr_reason": "47280 is the clearest representative of a true duplicate pair: it is the more complete MiniMax-M3-VL load_error fix and directly subsumes the earlier offload-folder workaround in the same test file.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for the full set for the same reason; use subgroup-level canonicals instead.", + "best_pr_reason": "47280 is the strongest standalone PR in this cluster because it targets one concrete failure mode cleanly and reads like the best canonical target among the true duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different models and unrelated fixes: EdgeTam kwarg cleanup vs GLM46V modular generation changes." + "reason": "Different models and different changes; both are test/integration fixes, but not the same underlying bug or code path." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different underlying failures: EdgeTam import_or_config issue vs MiniMax-M3-VL load_error." + "reason": "Different models and failure modes: EdgeTAM import_or_config vs MiniMax-M3-VL load_error." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Different models and different bugs; only broad test-failure similarity." + "reason": "Different models; no shared concrete bug despite both being serge-generated test-fix PRs." }, { "left": "pull_request:47122", "right": "pull_request:47224", "accept": false, - "reason": "47224 is a broader multi-model PR; it is not the same isolated EdgeTam change as 47122." + "reason": "47224 is a bundled multi-fix PR spanning unrelated files/models, so it is not the same underlying change as the focused EdgeTAM fix." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "Unrelated models and codepaths: EdgeTam backbone kwargs vs Gemma3 generation-cache behavior." + "reason": "Different models and code paths; same broad symptom class is not enough." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Same model and same load_error symptom; both add a temporary offload folder for MiniMax-M3-VL loading." + "reason": "Same MiniMax-M3-VL load_error in the same test file; 47280 is a fuller version of the offload-folder fix and could plausibly subsume 47123." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Both are load_error fixes, but for different models and checkpoints; not the same underlying bug." + "reason": "MiniMax-M3-VL load_error vs DeepSeek-V3.2 load_error are different models and likely different causes." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "Different model and unrelated fix; no shared codepath problem." + "reason": "Different models and code paths; not the same bug." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Different failure modes: load_error on MiniMax-M3-VL vs output_mismatch on Falcon Mamba." + "reason": "MiniMax-M3-VL load_error and Falcon-Mamba output mismatch are unrelated failures." }, { "left": "pull_request:47124", "right": "pull_request:47310", "accept": false, - "reason": "Different models and different changes: Falcon Mamba test expectations vs Gemma3 generation logic." + "reason": "Both are output-mismatch fixes, but for different models and different generation behavior/code paths." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Different model and different issue class; output mismatch vs OOM." + "reason": "Different models and failure modes; output mismatch is not the same as Mamba2 OOM." }, { "left": "pull_request:47124", "right": "pull_request:47380", "accept": false, - "reason": "Different model and different issue class; output mismatch vs OOM." + "reason": "Different models and unrelated concrete fixes." }, { "left": "pull_request:47124", "right": "pull_request:47281", "accept": false, - "reason": "Different model and unrelated implementation changes." + "reason": "Different models; same broad integration-test theme is too weak." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "Different models; these are separate load_error test fixes, not one bug." + "reason": "Different models and different failure mechanisms; not the same bug." }, { "left": "pull_request:47266", - "right": "pull_request:47380", + "right": "pull_request:47281", "accept": false, - "reason": "Different models and different failure context; not the same underlying fix." + "reason": "DeepSeek-V3.2 load_error vs GLM46V model changes are unrelated." }, { "left": "pull_request:47266", - "right": "pull_request:47281", + "right": "pull_request:47380", "accept": false, - "reason": "DeepSeekV32 load_error fix is unrelated to GLM46V model changes." + "reason": "Different models and different failure modes." }, { "left": "pull_request:47280", "right": "pull_request:47281", "accept": false, - "reason": "Different models and unrelated changes." + "reason": "Same serge-generated style, but different models and unrelated fixes." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "Different models and different codepaths; not the same bug or change." + "reason": "MiniMax-M3-VL load_error vs Gemma3 generation-config behavior are unrelated." }, { "left": "pull_request:47280", "right": "pull_request:47380", "accept": false, - "reason": "Different models; both are load/oom-related test fixes but not the same underlying problem." + "reason": "Different models and different concrete failures; not mergeable as one duplicate fix." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "GLM46V modular generation rewrite is unrelated to the Mamba2 OOM test fix." + "reason": "Different models and unrelated problems." }, { "left": "pull_request:47282", "right": "pull_request:47380", "accept": true, - "reason": "Same model, same OOM symptom, and both adjust the Mamba2 integration test to reduce memory pressure; plausibly one merged fix." + "reason": "Same Mamba2 OOM integration-test failure in the same file; both are memory-related fixes that could plausibly be merged into one PR." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Different model and different issue class; Mamba2 OOM vs Gemma3 output/cache behavior." + "reason": "Mamba2 OOM vs Gemma3 output-mismatch are different concrete issues." }, { "left": "pull_request:47280", "right": "pull_request:47282", "accept": false, - "reason": "Different models and unrelated failure types; MiniMax-M3-VL load_error vs Mamba2 OOM." + "reason": "Different models and unrelated failures." }, { "left": "pull_request:47310", "right": "pull_request:47380", "accept": false, - "reason": "Different models and unrelated fixes; generation cache change vs Mamba2 OOM test cleanup." + "reason": "Different models and different fixes; only a broad test-failure theme is shared." } ] }, @@ -28822,8 +28764,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 33, + "component_index": 28, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28839,7 +28781,7 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "843872bb400fbce8acb1119c886f03298a07a740cafe192ca77cae7d97f7a092", + "prepared_review_unit_hash": "c6e7017a4cdd2c00cf0cc34e9f6f46ca95996fec6842ff488f57c8fc297c306d", "component_budget": { "node_count": 2, "item_count": 2, @@ -28861,32 +28803,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs modify the chat CLI\u2019s management URL handling, but they target different fixes: one normalizes `/v1` bases, the other routes management calls to the service root. They are related but not the same concrete change, so they should stay separate.", - "confidence": 0.88, + "summary": "Both PRs appear to fix the same chat CLI base-URL bug around management endpoints when the server URL includes /v1, with one normalizing the service root centrally and the other routing load_model to the service root.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47303 is the better canonical PR for this cluster because it is framed as the broader service-root routing fix and changes the actual management-call path directly; 47140 is a narrower `/v1` base normalization variant.", + "canonical_pr_reason": "PR 47140 is the cleaner canonical fix: it normalizes the chat client base URL once and makes all management calls use the service root, directly addressing the /v1 handling bug.", "best_issue_reason": null, - "best_pr_reason": "PR 47303 is the strongest representative: it addresses the root URL-routing behavior for chat management calls, while 47140 focuses on a more specific base-path edge case.", + "best_pr_reason": "PR 47140 is the best overall match because it fixes the underlying URL normalization in one place instead of patching a single call site.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", - "accept": false, - "reason": "Both touch chat management URL handling, but 47140 fixes `/v1` base normalization in initialization while 47303 reroutes management requests to the service root; these are related but distinct fixes and not safely mergeable as one PR." + "accept": true, + "reason": "Both PRs target the same concrete chat management URL problem for /v1 service URLs and are plausibly mergeable as alternative implementations of the same fix." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is supported by the packet: both PRs address the chat CLI\u2019s `/v1` base-URL handling for management endpoints, and the soft-edge accept is conservative because the changes are clearly in the same file, overlap the same bug area, and look mergeable into one fix. The wording stays within the evidence shown." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 32, - "component_count": 33, + "component_index": 29, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28902,12 +28847,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "143bd35373c7d7f0dc5714d93ded6e2d742bc4bdd8c544434db3387898c6e7f4", + "prepared_review_unit_hash": "d64d8746ce05c60bcbd294badd1357a23385bf4948329f6e4b2fec075f979cf6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28915,7 +28860,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28924,18 +28869,81 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs with only weak textual similarity, but they fix unrelated areas: trainer loss scaling during gradient accumulation vs TopH logits warper token retention. They should not be treated as duplicates.", - "confidence": 0.99, + "summary": "The two pull requests are unrelated: one fixes loss scaling with label smoothing during gradient accumulation, while the other adds/enforces min_tokens_to_keep in TopHLogitsWarper. They do not appear to be duplicate fixes for the same underlying bug.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47261 is the better canonical representative if one must be chosen: it targets a concrete, issue-linked training bug with a focused fix and test coverage.", + "canonical_pr_reason": "PR 47261 is the stronger canonical PR for the cluster because it has an explicit issue link (#46731) and a narrowly defined training-loss bug fix with clear code-path changes.", "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the strongest representative of the cluster because it has an explicit issue target and a specific bugfix; PR 47262 is a separate generation change in a different code path.", + "best_pr_reason": "PR 47261 is the best representative PR overall because it is the more specific, well-scoped bug fix and is directly tied to an issue; PR 47262 addresses a separate generation-time validation behavior.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Reject: these are different underlying changes in different subsystems. 47261 fixes label smoothing loss scaling in Trainer during gradient accumulation; 47262 adds/enforces min_tokens_to_keep in TopHLogitsWarper. They are not the same bug and would not be merged into one PR." + "reason": "Reject: these touch different subsystems and fix different problems (trainer label smoothing/gradient accumulation vs. TopHLogitsWarper parameter validation). They are not the same underlying bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 32, + "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-47315-2", + "nodes": [ + "pull_request:47315", + "pull_request:47430" + ], + "soft_pairs": [ + "pull_request:47315|pull_request:47430" + ], + "prepared_review_unit_hash": "6c59c5933435d58ac02e0eab252dd6b0ea0c853b790d82e7d3d5003ba6bf8cb2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4382, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4382, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `compressed_tensors` MoE decompression, but they fix different bugs: one repairs shape reconstruction for non-32-divisible bit widths, while the other propagates `zero_point` for asymmetric quantization. Related area, not a duplicate change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:47315` is the cleaner representative of the cluster topic: it fixes a concrete decompression bug in the low-bit shape fallback, with a narrowly scoped change and a clear failure mode.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:47315` is the strongest standalone PR because it addresses a specific, reproducible decompression error and is more directly tied to the underlying code-path bug than the zero-point propagation fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47315", + "right": "pull_request:47430", + "accept": false, + "reason": "Different underlying bugs in the same subsystem: 47315 fixes incorrect `weight_shape` fallback for 3/5/6/7-bit packing, while 47430 fixes missing `zero_point` handling for asymmetric MoE expert decompression. Not the same change and not safely mergeable into one PR." } ] }, @@ -28948,8 +28956,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 33, + "component_index": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28965,7 +28973,7 @@ "soft_pairs": [ "pull_request:47400|pull_request:47421" ], - "prepared_review_unit_hash": "c7f7d2a8bc4e64e660a133b31cddff58e35c9380eb5988c2c8b2bfea93957d95", + "prepared_review_unit_hash": "2bf09c643e95f3b850f48e015ae5a7af1b0d6b29cff8d9ffb170fc752d19bb27", "component_budget": { "node_count": 2, "item_count": 2, @@ -28987,18 +28995,81 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are GGUF-loading PRs, but they target different model families: PR #47400 adds Phi-2 support, while PR #47421 adds DeepSeek-V3 support. They share infrastructure files, but they are not the same concrete change.", - "confidence": 0.94, + "summary": "These are two separate GGUF-loading feature PRs for different model families (Phi-2 vs DeepSeek-V3). They overlap in the same integration/docs/tests files, but the underlying changes are not the same bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: #47400 and #47421 modify the same GGUF integration layer for different model-specific mappings, so they should remain separate.", + "canonical_pr_reason": "No single canonical PR: #47400 adds Phi-2 GGUF support, while #47421 adds DeepSeek-V3 support; they share infrastructure but target different architectures.", "best_issue_reason": null, - "best_pr_reason": "#47421 is the better standalone representative because it is the newer, more specific GGUF support PR for DeepSeek-V3 and includes aligned docs/tests.", + "best_pr_reason": "Neither PR is a duplicate representative of the other; both are valid but distinct feature additions, so there is no global best duplicate PR.", "soft_edge_verdicts": [ { "left": "pull_request:47400", "right": "pull_request:47421", "accept": false, - "reason": "Different model support changes (Phi-2 vs DeepSeek-V3) that happen to share GGUF plumbing; not the same fix and not mergeable as one duplicate PR." + "reason": "Different GGUF model-support additions for different architectures; shared files reflect common loader plumbing, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 32, + "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-47431-2", + "nodes": [ + "pull_request:47431", + "pull_request:47434" + ], + "soft_pairs": [ + "pull_request:47431|pull_request:47434" + ], + "prepared_review_unit_hash": "024f1e398fde87cb34506572df1ea3f4edf83b8fe65905a2392e2caf201c62c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3810, + "estimated_input_tokens": 953, + "estimated_eval_tokens": 2162 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3810, + "estimated_input_tokens": 953, + "estimated_eval_tokens": 2162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are the same dependency-bound relaxation for tokenizers, with identical diffs and the same target issue (#47429). PR 47434 is the better canonical PR because its title is clearer and it explicitly closes the issue.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:47434 is the clearest canonical PR: it has the most explicit title, directly references the tracked issue, and the diff matches the other PR exactly.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:47434 is the best PR candidate because it is explicit about fixing #47429 and is identical in scope and code changes to pull_request:47431.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47431", + "right": "pull_request:47434", + "accept": true, + "reason": "Accept: these are duplicate PRs with identical file edits and the same underlying change\u2014relaxing the tokenizers upper bound from <=0.23.0 to <0.24.0 to allow 0.23.1." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 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"c568a309364b7148b863644a98b5dab31bcde93c7b2cb25c2c220070fa02d343", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 56, + "serialized_chars": 44518, + "estimated_input_tokens": 11130, + "estimated_eval_tokens": 22516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated single issues spanning different models, runtime setups, and docs regressions. The only clear duplicate cluster is the Deepspeed ZeRO-3 + BertModel index-out-of-bounds crash; the torch 2.4.1 compatibility reports also look like the same underlying incompatibility.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43596 is the clearest representative of the Bert + ZeRO-3 index error, with a broad title and a concrete failure mode that matches the duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best canonical issue because it describes the shared crash pattern succinctly and is broad enough to subsume the near-duplicate BertModel report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: a missing config attribute in Qwen3_5Config vs streaming chat/completions failure in Qwen3.5-0.8B." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated hardware/runtime failures: AMD GPU support for GPT-OSS-20B vs an MPS histogram kernel not implemented for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bug class and code path: image preprocessor/model dtype mismatch vs GPT-OSS-20B failing on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention runtime issues, but one is an autocast dtype mismatch and the other is an AMD GPU compatibility problem." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and symptoms: GPT-OSS GPU support vs a broken official Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Not the same problem: GPT-OSS AMD GPU failure vs GraniteMoEHybrid invoking an invalid method." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different subsystems: DeepSpeed ZeRO-3 collective mismatch in Jamba vs ModernBERT ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model-specific failures, but ONNX export for ModernBERT and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different models and runtime contexts: ModernBERT export error vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Docs/example maintenance is the only commonality; table-question-answering crash and RAG examples are not the same bug." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: ONNX export vs import-time GenerationMixin rename/removal issue." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training flows and symptoms: Qwen3.5 input embedding unpacking vs resuming local-model training with trust_remote_code." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated problems: remote-code resume flow vs YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale v5 docs issues, but they target different removed items and are not the same concrete documentation defect." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and errors: mask/tensor shape mismatch vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes: ZeRO-3/Bert index-out-of-bounds vs a mask shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Bert ZeRO-3 initialization crash and remote-code training resume issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different root causes: BertModel ZeRO-3 index error vs a mask/tensor indexing shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different modalities and bugs: generic mask shape error vs Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "No shared concrete code path; these are separate training/resume and example-breakage issues." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime bugs: mask shape mismatch vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different features and failures: Qwen3-vl video input StopIteration vs model-training resume with remote code." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Unrelated: BarkProcessor voice preset handling vs ModernBERT export failure." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the underlying problems differ: collective mismatch vs Bert zero-size index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3/BertModel bug: both report an index-out-of-bounds on size-0 tensors during DeepSpeed ZeRO-3 initialization, differing only in model-pretraining details." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation and GPT-OSS tensor-parallel failure are distinct issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different problems: DeepSeek coder detokenization regression vs LoRA merge/save/load output mismatch." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Both affect distributed training, but activation-checkpointing/FSDP tensor recomputation and IterableDataset length mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different domains: Qwen-3-8B-NVFP4 runtime error vs LoRA merge/reload output inconsistency." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Different layers of the stack: Voxtral processor failure vs remote-code AutoModel config_class attribute error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures: 2-D weight training error vs rank collective mismatch in Jamba-ZeRO-3." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different device/dtype class problems: Mistral image preprocessor mismatch vs YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor-shape-related, but one is activation checkpointing/FSDP recomputation and the other is a mask indexing mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram kernel limitation and YOLO multi-GPU auto device mapping are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different training stack changes: FSDP/checkpointing shape mismatch vs Trainer API signature change for compute_loss." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model component family, but different concrete bugs: CPU offload incompatibility vs uninitialized-memory after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different failures and models: ZeRO-3 Bert index error vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "No shared code path: Bert ZeRO-3 initialization crash vs GPT-OSS MoE TP failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and symptoms: Mistral dtype mismatch vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and environments: Qwen-3-8B-NVFP4 vs GPT-OSS-20B on AMD GPUs." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Both are Gemma/Qwen multimodal issues, but expensive reverse-embedding lookup and video token mismatch are different problems." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated config regression and tokenizer patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "These appear to be the same torch 2.4.1 compatibility regression; one report just adds the Transformers 5.8.0 context." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training failures: recomputed tensor-size mismatch vs cuda assert under auto device mapping." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both involve Gemma4, but device mismatch during forward and reverse-embedding lookup on inputs_embeds are different concrete bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch incompatibility vs a Qwen-3-8B-NVFP4 runtime error are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS MoE tensor-parallel failure are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different failure modes and models: torch dynamo tracing error in Mixtral vs Mistral image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure surfaces: autocast dtype mismatch vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/runtime issues: dtype mismatch in Mistral multimodal processing vs an MPS histogram kernel limitation." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to an MPS Int kernel limitation." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and failure points: Qwen-3-8B-NVFP4 runtime error vs Qwen3.5 input-embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral dtype mismatch and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different stack layers: TRL SFT input-embedding unpacking vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Qwen3.5 embedding unpacking are distinct bugs." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Bert ZeRO-3 index error are similar in shape but involve different models and are not clearly the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicates are well-supported by the titles/body patterns (43596/43638 and 45800/46515), and the remaining soft-edge rejections do not overstate similarity. The canonical issue choice and confidence also look reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 2, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:30277", + "issue:34928", + "issue:35308", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42617", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45237", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46772", + "issue:46901", + "issue:47394" + ], + "soft_pairs": [ + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:39290|issue:41720", + "issue:43866|issue:46402", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:41762|issue:43596", + "issue:43039|issue:44560", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:46901|issue:47394", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:43866|issue:44863", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43854|issue:43866" + ], + "prepared_review_unit_hash": "a0e252fa9654b0b95279fa138448b14f453280684486e92188c45626be349be7", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are not duplicates; only two soft edges look like the same underlying bug family: ZeRO-3 model loading index errors, and the v5 AutoTokenizer wrong-token-ID regression across models. No PRs were provided.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45920 is the best umbrella issue: it describes the broad v5 AutoTokenizer wrong-token-ID regression across multiple model families, making it the most representative target over the narrower Granite-only report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the widest blast radius and clearest regression framing, so it is the most useful issue to keep as the cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation complaints, but they cover different docs and different removed APIs; not the same underlying change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failures on different backends/models: autocast dtype mismatch vs MPS histogram int support." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated model/runtime errors; one is about Liger cross-entropy dispatch, the other about autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different code paths: distributed collective mismatch vs a trainer signature change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor-size mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Liger kernel cross-entropy use vs mask/tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are torch/transformers compatibility issues, but they are different concrete incompatibilities and code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different problem domains: vLLM model loading vs distributed build/runtime compatibility." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both involve model execution failures, but the affected models, backends, and symptoms differ." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption / load failure vs missing text-encoder weight loading are not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different application areas and failure modes; no shared concrete code path." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to USE_DISTRIBUTED compatibility." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 model-loading failure pattern: index-0 out-of-bounds on size-0 tensors during initialization/loading." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different features and failures: kernel loss dispatch vs video chat-template/video-token mismatch." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they reference different API removals and different documentation surfaces." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor loading failure and device-map forward mismatch are distinct issues." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different models and different failure modes; device placement is not the same as chat-template video token mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and torch/distributed compatibility are separate regression classes." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Different model families and different compatibility/load problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model checkpoint loading and docs/examples issues are unrelated." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "IterableDataset multi-GPU crash and 3d_parallel.py failure do not look like the same bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying regression: AutoTokenizer returns wrong token IDs in v5; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the distributed-build regression." + }, + { + "left": "issue:46901", + "right": "issue:47394", + "accept": false, + "reason": "Both mention double-shifted loss, but they affect different model implementations and the batch-row leak in 47394 makes it a distinct concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure and outdated docs are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window concepts, but the model families and concrete failures differ." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption versus inability to load NemotronH checkpoints are not the same underlying issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index/shape errors, but one is a mask-length mismatch and the other is a ZeRO-3 empty-tensor index error." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are different issues." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unable to load a model in tests is not the same as a corrupted checkpoint report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the issue titles: the ZeRO-3 size-0 index errors share the same failure pattern, and 45812/45920 are clearly the same AutoTokenizer v5 wrong-token-ID regression with one being a narrower instance of the broader report. The remaining rejects also read as appropriately cautious, and there were no PR pairs to evaluate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 3, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43541|issue:47228", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43541|issue:46869", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43296|issue:43366", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:44387|issue:45005", + "issue:45507|issue:47228", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43596|issue:46165", + "issue:39186|issue:44918", + "issue:43716|issue:44918" + ], + "prepared_review_unit_hash": "9c718b1d3d81d2bba4c7c1e03c55c97c43da4e37c8dc467b741f41b795bd11f4", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39844, + "estimated_input_tokens": 9961, + "estimated_eval_tokens": 20178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import, dtype, quantization, device-map, chat-template, and model-specific regressions. I do not see a single reliable canonical duplicate, and I reject all soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: the items span distinct bugs and error classes across different models and subsystems, so picking one representative would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global best because the cluster is not a coherent duplicate set; the titles indicate several unrelated failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Different failures: grouped_mm tracing on Mixtral vs a Sam3 bf16 compilation regression." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and a PretrainedConfig/pydantic field break are unrelated bugs." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error is not the same as a torch-transformers version incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization for DeepSeek-Coder is unrelated to a table QA task crash." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch tracing error and YOLO multi-GPU device-map failure are different code paths." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a generic chat crash and the other is a streaming chat/completions failure; not enough to treat as the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3 NVFP4 loading/runtime error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing and Gemma4 device mismatch are distinct issues." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and a Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen streaming API failure and an MPS histogram error on MoE are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Both mention MoE, but the traced grouped_mm error and the MPS histogram failure are not the same code-path problem." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing in Mixtral and autocast dtype mismatch in Phi-tiny-MoE are separate failures." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a compile error for non-template nodes are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and YOLO device-map failure do not describe the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are not the same issue." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback blocking and remote-code model_class/config_class errors are different problems." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError reports, but one is a mask/tensor shape mismatch and the other is an out-of-bounds index during ZeRO-3 loading." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes Int8Params constructor mismatch is unrelated to the Sam3 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask shape mismatch and Qwen3.5 embedding unpacking with TRL SFT are different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to Sam3 bf16 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Qwen3.5 streaming API failure." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different model support issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen chat streaming failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is a different regression from the pydantic PretrainedConfig field break." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a PretrainedConfig pydantic break are not the same issue." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 CUDA memory growth and tied-weights translation-model issues are different regressions." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and Sam3 compilation regression are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "A broad remote_code regression and a specific torch 2.4.1/transformers 5.8.0 incompatibility are not the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image preprocessor dtype mismatch and Qwen3.5 video token/feature mismatch are different multimodal issues." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input regressions, but they affect different model families and describe different symptoms, so this is too broad to merge." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "The mask-shape IndexError and the ZeRO-3/BertModel out-of-bounds IndexError are not clearly the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 quality, but one reports worse embeddings and the other nonsensical AutoModel/pipeline outputs; not enough evidence of one concrete bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Broken official Nemotron example and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Qwen 3.5 composite config unwrap behavior and an uninitialized-memory rotary embedding bug are different issues." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 loading failure for BertModel is not the same as resuming training with locally downloaded remote-code models." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image dtype mismatch and TRL SFT embedding unpacking 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": 28, + "review_unit_index": 4, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:33666", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:45632|issue:45698", + "issue:43873|issue:45005", + "issue:35308|issue:36331", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:44530|issue:45005", + "issue:43975|issue:44292", + "issue:45183|issue:46463", + "issue:35308|issue:42915", + "issue:44863|issue:45005", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:46489|issue:46491", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:33666|issue:35308", + "issue:46032|issue:47246", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:47332|issue:47333", + "issue:38175|issue:43054", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902" + ], + "prepared_review_unit_hash": "67a8b29d55b669c9049a1517fec990d39fc397c5eac48380b3c226360c4e5986", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37137, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with a few true duplicate subclusters: non-persistent buffer corruption in v5, cache length return-type regressions, Gemma4 quantized embedder dtype casting, and offloading/disk-save issues. Most other soft pairs are false positives that only share a broad subsystem or model family.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set because the items split into several unrelated bug families; if forced to pick one representative, #43950 is the strongest broad regression with clear duplicate support.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the best issue candidate overall because it is a clear, well-scoped regression and it has close duplicate overlap with #43644 and #44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated regressions: custom-model notebook initialization vs flash-attn2 fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures: GPT-OSS perplexity issue vs GLM5 problem." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but the model families and bugs differ; not the same concrete issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom remote-code loading, but one is a cache-path collision and the other is wrong module selection after save/load." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights regression." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "IterableDataset multi-GPU crash and compute_loss signature change are distinct problems." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer behavior is unrelated to a removed docs command reference." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a docs command removal are not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid method are different code paths." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/linear_attention error is unrelated to tied-weight handling." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different tokenizer/runtime failures on different model families; not one concrete issue." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "46463 is a specific manifestation of the broader input_ids/inputs_embeds XOR validation/error-message bug." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Training crash with IterableDataset is unrelated to Qwen3Moe FP8 failure." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example mistakes are distinct from a model-quality/embedding regression." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same non-persistent-buffer corruption/junk-fill regression in transformers v5." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions on different model families; too model-specific to treat as one bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected compute_loss kwarg and ZeRO-3 loading IndexError are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers get corrupted or filled with junk during load/init." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is not the same bug as generic IterableDataset length mismatch crashes." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": true, + "reason": "Both point to the same Mamba2 inter-chunk recurrence bug in the slow-path implementation, with NemotronH missing the propagated fix." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/storage compatibility failures with different error surfaces." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "46932 explicitly refers to the same Gemma4 quantized vision/audio embedder dtype-casting bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression and tokenizer-version changes are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad AutoTokenizer wrong-ID regression and DeepSeek-Coder v1 detokenization bug are distinct issues." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Near-identical offloading/disk-save failures for Qwen3 VL/Qwen3-A3B models; same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but zero probabilities and poorer text embeddings are not clearly the same concrete defect." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 RLHF NaN explosion have different root causes." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache API regression: get_seq_length() returns the wrong kind of tensor instead of a plain int-like value." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Qwen3_5Moe rotary inv_freq uninitialized-memory access." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The representative issue choice (#43950) is supported by the duplicate-like overlap with #43644 and #44534, and the cluster-level note that most other pairs are false positives matches the packet. The accepted soft pairs also look defensible from the titles and available metadata. No obvious overstatement or mergeability issue is present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 5, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:41762|issue:42915", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:42947|issue:43856", + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:43782|issue:44960", + "issue:41553|issue:43883", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:41553|issue:43881", + "issue:45759|issue:46661", + "issue:45020|issue:46661", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "a3d9bc108d04c0e5243544a3bb268ae46d6064a982207d953a61b0d6e7a01b0b", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37489, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and centered on loading/tokenizer/regression reports. The only clearly supported duplicate pair is the v5 docs pipeline-removal reports (43827/44509); the SigLIP2 pair is related in theme but not established as the same bug.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s repeated remote-code/loading regression theme, but the set is mixed enough that it should not be treated as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2 quality, but one is a specific text-embedding regression report and the other is a broader HF-vs-JAX discrepancy; the packet doesn\u2019t show they are the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different failure modes: flash-attn packed-sequence crash vs CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Qwen3_5MoeTextRotaryEmbedding uninitialized memory." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "One is LoRA gradient-checkpointing ineffectiveness; the other is an int4 quantization memory regression." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load-noise report is not the same as a specific ScandiBERT load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape error and early-stopping metric configuration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug is unrelated to AMD GPU execution failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3Moe FP8 failure are different model-path bugs." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading complaints, but not the same concrete bug or model path." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field loss is not clearly the same concrete issue as broad recent remote_code breakage." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different training regressions." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int error is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn2 fallback checks are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import error and bitsandbytes Int8Params compatibility are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Generic remote_code breakage is not the same as Gemma4 PLE device placement." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error and GLM5 loading are different issues." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer message for Voxtral is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like mapping failure is not the same bug as remote_code loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "The remote-code theme overlaps, but the titles describe different concrete failures and should not be merged." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to the tie_word_embeddings warning during Qwen3.5 fine-tuning." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error message and glm-4v-9b load failure are different problems." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite config unwrapping bug is not the same as remote-code config_class attribute failure." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "The remote-code theme overlaps, but the titles describe different concrete failures and should not be merged." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer regressions, but they affect different models and different underlying tokenization paths." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Mistral3 tied-weights bug is unrelated to non-persistent buffer corruption in from_pretrained." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Different tokenizer performance regressions in opposite conversion methods; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same v5 docs problem: removed pipeline tasks still referenced in documentation." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM-4V-9B load failure and Molmo tied-weights attribute error are distinct model issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance overstates the evidence. The v5 docs pair (43827/44509) is well supported, but 43054/43493 is only loosely similar from the titles: one is a quality regression report for SigLIP2 text embeddings, the other is a broader HF-vs-JAX implementation discrepancy. The packet does not establish that these are the same bug, so this should be treated more conservatively as a possible related issue, not a true duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 6, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44479", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46468", + "issue:46515", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:46894|issue:46897", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:43854|issue:44863", + "issue:41093|issue:44805", + "issue:43366|issue:43828", + "issue:43716|issue:46468", + "issue:44928|issue:45588", + "issue:43366|issue:43531", + "issue:44530|issue:44863", + "issue:43596|issue:46515", + "issue:44863|issue:46402", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:41553|issue:44991", + "issue:43716|issue:44560", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43950|issue:45834", + "issue:44560|issue:44918" + ], + "prepared_review_unit_hash": "f5821c080dbb56aa28ef82f409e0566d9690b9a9a907d902ea7c7840151b24a3", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36760, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated reports with a couple of likely duplicate pairs: the Qwen VL video-input regression pair and the training-loss double-shift pair. The rest are best treated as separate issues.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 46894 is the clearest standalone report of the underlying training-loss double-shift bug and is more representative than the narrower model-specific follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "46894 is a strong anchor issue: explicit bug pattern, clear scope, and easy to relate to follow-up reports like 46897.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-related, but one is a broad runtime failure and the other is a specific fbank helper issue; not clearly the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is missing Qwen3 MoE weight conversion and the other is gradient averaging with GAS/model_accepts_loss_kwargs; different failures." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg vs mask/tensor shape mismatch are different code paths and symptoms." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same double-shift training-loss bug described for two model families; these look like duplicate reports of one underlying trainer issue." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is ineffective LoRA checkpointing behavior and the other is a missing capability flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures on Qwen variants, but the model targets and missing-weight patterns differ enough to treat separately." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training RuntimeError and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same 5.3.0 Qwen VL video-input regression; 44560 appears to be a specific StopIteration manifestation of the broader bug in 44479." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; no shared code-path bug is evident." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are generic index/mask shape errors, but there is no evidence they come from the same underlying model or code path." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and autocast dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/SDPA math fallback and flash-attention s_aux=None crash are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are different issues." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero-3/Bert index error and torch version incompatibility are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are load failures, but for different models and different failure modes." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different rotary/position-id bugs with different root causes: temporal scaling vs uninitialized inv_freq after materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support and missing Float8 storage are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Deepspeed ZeRO-3 init failure and torch 2.4.1 incompatibility are different issues." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but one is a bad error message for Voxtral and the other is an actual tokenizer incompatibility for a different model." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 attention KeyError and the other is a device-map forward mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8 failure on Qwen3Moe and meta-device loading regression are different problems." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo track-leak batching bug and Whisper empty-transcription failure are unrelated audio issues." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2_5_VL import and meta-device loading regression are different failure modes." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel example failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video StopIteration and TRL SFT embedding unpacking are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are plausibly same-bug reports based on the titles/pattern references, and the rest are appropriately treated as separate issues. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 7, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46846", + "issue:46858", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:44683|issue:46515", + "issue:36010|issue:42915", + "issue:43645|issue:43646", + "issue:41553|issue:44488", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:45823|issue:46515", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:41720|issue:42915", + "issue:43317|issue:44756", + "issue:42915|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:44863|issue:46846" + ], + "prepared_review_unit_hash": "ec68ad0d3d0f48c9314d96e17d0887b87908ac8a9f8a380719f0095368258960", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35965, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue set with a few clear duplicate pairs. Strong matches are the Transformers v5 non-persistent-buffer regression, the Gemma4 4-bit multimodal dtype-cast bug, the SigLIP2 bad-output reports, and the custom-model initialization regression. Most other pairs are only loosely related at the subsystem level and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43644 is the best canonical issue: it is a broad, clearly stated Transformers v5 regression and has an obvious duplicate in issue:44534 with the same exact failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest representative issue in this set because it describes a concrete, versioned regression with a direct duplicate and a clean, reusable title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch-related incompatibility, but they are different version failures and do not describe the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3-MoE LoRA incompatibility are unrelated failures." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report the same custom model initialization regression; the Jupyter notebook context in 43645 is just one manifestation." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading problems for different checkpoints; no evidence of the same root cause." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "One is a Flash Attention packed-sequence bug on Qwen3.5, the other is a static-cache/torch.compile backend issue." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different failure paths: SDPA/torch.compile vs Flash Attention/position_ids." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Device-map forward mismatch is unrelated to a torch version compatibility report." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Related area, but one is ineffective gradient checkpointing while the other is an actual CheckpointError under ZeRO-3; not the same concrete bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to come from different fixes." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping helper failure and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different runtime errors in different code paths; no shared underlying bug is evident." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading failures, but the evidence is too generic to treat them as the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "These are the same SigLIP2 bad-output problem on the same checkpoint; one reports zero probabilities, the other nonsensical outputs." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error is unrelated to the TOKENIZER_MAPPING_NAMES add-new-model-like failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bug classes: ZeRO-3/BertModel indexing vs tokenizer-mapping helper behavior." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated failures: tokenizer-mapping helper vs mask-shape IndexError." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility and BitNet packed-weight loading are different code paths." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe the same Gemma4 4-bit multimodal dtype-casting failure affecting audio/vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized flag breakage and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and Qwen3-MoE hf4.x/hf5.x incompatibility are different issues." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized device_map offload failure and Strix Halo mmap OOM are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different symptoms and different subsystems; only broadly related by large-model loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both involve SigLIP2, but 39692 is a compound docs-example issue with extra quantization problems, so it is not clearly the same bug as 38175." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate regression: both say Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA checkpoint compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes; one is GLM5, the other is Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but the checkpoints and likely root causes are different and not shown to be the same bug." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan OOM/shape errors are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is well supported by the titles, and the accepted soft pairs are limited to clearly matching regressions or same-checkpoint output failures. The rejected pairs are generally conservative and do not overclaim duplicates from loose subsystem similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 8, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46459", + "issue:46512", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:46459|issue:46512", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:44164|issue:44291", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:43708|issue:44075", + "issue:45276|issue:45335", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:45362|issue:45406", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43404|issue:43454", + "issue:46897|issue:46901", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44079|issue:46829", + "issue:43957|issue:44756" + ], + "prepared_review_unit_hash": "a56a88c77d8a5241126c9fce97686b2381347f95372aaab73dd92bf2bba04434", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37283, + "estimated_input_tokens": 9321, + "estimated_eval_tokens": 18898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it contains several unrelated model-loading, tokenizer, quantization, and training bugs. A few pairs are superficially similar, but none are safe duplicate merges from the available evidence. The strongest near-match is around resize_token_embeddings, but it is still model-specific rather than the same concrete bug.", + "confidence": 0.44, + "canonical_issue_reason": "issue:46459 is the best broad representative of the loading/dtype regression thread: it describes a concrete, cross-model failure mode in composite multimodal checkpoint loading and has the clearest generalized scope among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46459 is the most generally useful issue to anchor this mixed cluster because it is high-signal, broadly applicable, and tied to an explicit Transformers loading regression rather than a single narrow model quirk.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related dtype/loading symptoms, but one is about composite checkpoint loading while the other is about from_config leaving config.dtype stale; different code paths." + }, + { + "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 a model/pipeline output regression." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but for different models and likely different tokenizer files/code paths." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Same release window, but one is junk non-persistent buffers and the other is notebook custom-model initialization; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failures: Qwen3 MoE weight conversion vs GLM-4.7 load correctness in tests." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/quantization, but one is training memory usage and the other is offloading behavior; mechanisms differ." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA/Qwen3 MoE version incompatibility is unrelated to a resize_token_embeddings propagation bug in t5gemma." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different underlying problems: LoRA model compatibility vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Separate model-loading failures for different model families; no concrete shared bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are load/save related, but one is extra_state handling and the other is unexpected _is_hf_initialized in init_empty_weights." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory pressure under quantization, but one is training inefficiency and the other is a reserved-memory/OOM regression." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Completely different models and failure modes; no evidence of the same bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one overrides pre-tokenization behavior while the other returns wrong token IDs for Granite." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and optimizer argument usage are unrelated issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar symptom, but they affect different model implementations and embedding paths; not enough evidence for one underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility vs meta-device model loading are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: init_empty_weights argument handling vs mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and different crashes: Qwen3.5 chat vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert on auto device mapping is unrelated to AudioFlamingo3 batched inference token leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 shared_kv_states rebuilding and AutoModelForCausalLM text_config unwrapping are distinct code-path bugs." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "No shared bug: SigLIP2 docs/example issues vs a separate GLM5 item with no matching failure description." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different crash mechanisms: Flash Attention illegal access from position_ids vs AttributeError on s_aux=None." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is vocab-size mismatch for pad/unk tokens, the other is a tokenizer loading failure for a different model." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve untied lm_head weights, but they are different architectures with different forward paths and symptoms." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "The titles suggest a similar double-shift pattern, but they are model-specific training-loss bugs with insufficient evidence of the same underlying change." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related quantization issues, but one is offloading behavior and the other is increased reserved CUDA memory under int4." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different subsystems: FSDP2 attention state rebuild vs CPU-offload compatibility in rotary embedding." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio track embedding/token leakage and Gemma4 PLE device mismatch are unrelated bugs." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Different output object issues in different models; one is generic ModelOutput key assignment and the other is a VideoPrism classifier output field mix-up." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading and mmap OOM on Strix Halo are separate 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": 28, + "review_unit_index": 9, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:44387|issue:44756", + "issue:36010|issue:39404", + "issue:45276|issue:45292", + "issue:44292|issue:44912", + "issue:44164|issue:44756", + "issue:43957|issue:47332", + "issue:43381|issue:44928", + "issue:45588|issue:45663", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:42796|issue:46326", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45292|issue:45335", + "issue:43854|issue:45216", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:45684|issue:45698", + "issue:43425|issue:46869", + "issue:43425|issue:43716", + "issue:44683|issue:45823", + "issue:44530|issue:45084", + "issue:46894|issue:46901", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701" + ], + "prepared_review_unit_hash": "1d5a581ef1a6984d235c3797c8a79bd38df3d680dbd3c22144af5fdc36387933", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only clear duplicate family is the resize_token_embeddings regression across model-specific embeddings; most other soft pairs should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45292 is the best representative of the only clear duplicate family: it states the core resize_token_embeddings/output_embeddings bug in a generic way, while the nearby model-specific reports are narrower manifestations.", + "canonical_pr_reason": null, + "best_issue_reason": "#45292 is the most canonical issue for the shared embedding-resize regression because it is the broadest, least model-specific description of the bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: sparse-layer construction in SwitchTransformers vs a Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is a broken example; no clear same code-path bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated regressions: Qwen VL video-input handling vs Granite speech config strictness." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 CUDA reserved memory regression and the other is mmap-on-Strix-Halo behavior; different root causes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline failure are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: model-specific missing propagation to output/embedding layers." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/load problems: Qwen NVFP4 runtime error vs MXFP4 falling back to bf16." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Meta-device loading breakage and disk-offloaded saving failure are distinct serialization/offloading issues." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 NaN/BF16 SDPA fallback." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 KeyError are different attention/training failures." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in Jupyter is not the same bug as extra_state save/load handling." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility is too broad and not the same concrete regression as Sam3 bf16 compilation." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and mistral_common continue_final_message are different tokenizer behaviors." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization failure is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad; Phi-tiny-MoE autocast dtype mismatch is a specific model/runtime bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug expressed on another model-specific embedding/output path." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test loading issue is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer max_steps recomputation on checkpoint resume." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and ScandiBERT load failure are not clearly the same underlying bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation from save_pretrained is a different issue from loading the wrong custom module." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Broad Torch incompatibility is not the same concrete bug as YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility complaints do not match the specific Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map placement issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error are different code paths." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss double-shift reports, but they reference different models and no shared concrete implementation is shown." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token ID regression and slow convert_tokens_to_ids performance are different tokenizer issues." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in token ID conversion is unrelated to CodeLlama leading-space round-trip behavior." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language failure and version-dependent tokenization changes are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical issue choice for the resize_token_embeddings family is supported by the packet, and the accepted pairs (45276\u219445292 and 45292\u219445335) look like the same bug class with model-specific manifestations. The other false verdicts are reasonably cautious and do not overstate shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 10, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46326", + "issue:46665", + "issue:46821", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:43611|issue:43645", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:40990|issue:47331", + "issue:39404|issue:46665", + "issue:36032|issue:43452", + "issue:43901|issue:44509", + "issue:44991|issue:45081", + "issue:46050|issue:46326", + "issue:44671|issue:44991", + "issue:43906|issue:46326", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:43596|issue:44683", + "issue:44756|issue:47333", + "issue:43856|issue:44756", + "issue:43632|issue:47050", + "issue:44488|issue:44987", + "issue:36032|issue:42915", + "issue:44488|issue:45081", + "issue:43716|issue:45084", + "issue:43746|issue:47331", + "issue:42796|issue:43404", + "issue:43611|issue:43644", + "issue:44661|issue:44683" + ], + "prepared_review_unit_hash": "a51b214fb2e75cfeb48be4a821e604541b1c408bf34725ce050dc1ed5f5be908", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous set of mostly unrelated Transformers issues. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster: the issues span distinct regressions across tokenizers, model loading, quantization, multimodal models, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; the set is too diverse and the soft pairs do not collapse into one representative defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5-era model-init/load regressions, but one is about base_model_prefix loading and the other about notebook-defined custom models; different failure modes and fixes." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different subsystems and symptoms: video input regression for Qwen VL models vs a generic mask/tensor IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage object vs compiler error about non-template nodes." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "One is save/from_pretrained handling of extra_state; the other is from_config unwrapping text_config for composite Qwen configs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP inference corruption and ModelOutput key assignment are different code paths with no clear shared bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures for torch_compilable_check are not the same as Perceiver image-resolution handling." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "High perplexity on a language model is not the same as a MetalConfig quantization batched-generate corruption bug." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language regression and from_pretrained-in-classes inconsistency are distinct issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer initialization conflict in T5 is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one concerns return_all_scores behavior and the other removed pipeline tasks; different documentation changes." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but they affect different model families and different root causes (est-roberta load failure vs Mistral regex patch crash)." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage via sinq is unrelated to continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and est-roberta tokenizer loading failure are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the mistral_common continue_final_message bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Generic reproduction report vs Qwen3.5 PagedAttentionCache linear_attention crash; no shared concrete defect." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression and MXFP4 quantization fallback on git-oss-20b are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Same model family, but device_map auto device mismatch and unsafe dtype cast in multimodal embedders are separate bugs." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load failure and TimesFM window_size AttributeError are unrelated APIs and code paths." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed ZeRO-3/BertModel index error is not the same as torch>=2.9 flex_attention compilation failure." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Strix Halo mmap OOM mitigation and disk-offloaded Qwen save failure are different storage/memory problems." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same as disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag breakage and ONNX attention dtype mismatch are unrelated issues." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but they target different models and likely different root causes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "cjvt/sleng-bert loading failure is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image preprocessor/model dtype mismatch and template-node compile failure do not share a concrete code path." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and MetalConfig batched generate corruption are different failure domains." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling in Ministral-3 and lm_head weight tying in Mistral3ForConditionalGeneration are separate bugs." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer initialization are different underlying defects." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registration logic in add-new-model-like is unrelated to flex_attention compilation on torch>=2.9." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 11, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43299", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43873", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44530", + "issue:44671", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46304", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46894", + "issue:46897", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:44462|issue:46489", + "issue:43541|issue:45084", + "issue:45479|issue:46894", + "issue:43299|issue:43931", + "issue:46285|issue:46402", + "issue:42915|issue:44530", + "issue:43873|issue:47331", + "issue:45479|issue:46897", + "issue:44451|issue:44987", + "issue:36032|issue:43645", + "issue:44530|issue:46304", + "issue:40990|issue:43421", + "issue:44737|issue:45859", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:45084|issue:45507", + "issue:43582|issue:43632", + "issue:39404|issue:44671", + "issue:44206|issue:44220", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:44811|issue:45584", + "issue:43208|issue:47013", + "issue:43582|issue:47331", + "issue:43262|issue:47331", + "issue:42915|issue:45084" + ], + "prepared_review_unit_hash": "6c8d63364ba23af06637813723b2e373971bbeac00dc9efdc05217d451c26694", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35835, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a heterogeneous collection of unrelated Transformers regressions and model-specific bugs. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set ('breaks custom model initialization') and is the best issue anchor among these heterogeneous regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most generally scoped issue and could plausibly subsume nearby custom-init regressions better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is about AutoTokenizer ignoring tokenizer.json and the other is a DeepSeek-Coder tokenizer output bug tied to a prior fix gap; different code paths and failure modes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both mention compiler/tracing errors, but the concrete failures are different: grouped_mm tracing in Mixtral vs a template-node compilation TypeError." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "One is a zero-loss classification bug with num_labels=1; the other is a training-loss double-shift issue in CohereASR. Similar theme, different bug." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "One is an HF initialization flag regression; the other is a Qwen3-VL weight-shape mismatch during loading. Not the same issue." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "These are unrelated model-loading regressions affecting different architectures and failure points." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 quantization failure in Qwen3Moe vs PagedAttentionCache linear_attention group-type crash in Qwen3.5 models; different subsystems and symptoms." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Offloading with quantization and MetalConfig batched-generate corruption are different quantization/offload bugs, not one concrete code-path problem." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both involve loss computation, but one is a sequence-classification zero-loss bug and the other is Florence2 training-loss double-shift; not the same defect." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-specific loading failures; no evidence they share the same underlying tokenizer/model code path." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5Tokenizer special-token method conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:44530", + "right": "issue:46304", + "accept": false, + "reason": "One is a Qwen3.5 cache/group-type crash; the other is a distributed-build compatibility regression. Different problems." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same as runtime special-token post-processor desynchronization." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/performance-related, but one is CPU placement in XLNet positional encoding and the other is CPU offload incompatibility in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token accounting and Qwen2.5-VL multi-image dataset finetuning are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend packaging/mapping, but one is missing tensorflow in a torch extra and the other is an unmapped tensorflow_text backend; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is non-persistent buffers filled with junk while the other is custom model initialization failing; distinct symptoms and likely distinct fixes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "A template-node compilation TypeError is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline behavior and CamemBERT masked-LM prediction regression are different model families and bugs." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature extraction related, but the specific failures are different and the titles do not indicate the same underlying code path." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Separate tokenizer/model loading failures for different repositories; no evidence of a shared root cause." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic gguf_file break for AutoTokenizer/AutoModel loading and the other is a Qwen2.5-GGUF loading failure; too little to treat as the same bug." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and kernels 0.16 incompatibility are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and Whisper empty-transcription generation after align_special_tokens are related by model family but not the same concrete bug." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM issues, but one reports three training blockers for small models and the other is a specific return_last_states=False unpacking crash." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "AppleSilicon warmup TypeError is unrelated to MetalConfig batched-generate corruption in quantization." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MetalConfig quantization corruption are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 loading and template-node compilation errors are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 12, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45325", + "issue:45923", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:43746|issue:46326", + "issue:43317|issue:43482", + "issue:44403|issue:45081", + "issue:42915|issue:44291", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:43262|issue:43377", + "issue:36032|issue:43742", + "issue:43377|issue:43819", + "issue:42915|issue:44589", + "issue:43994|issue:44610", + "issue:28530|issue:34567", + "issue:43531|issue:44877", + "issue:44265|issue:44610", + "issue:44062|issue:44987", + "issue:43404|issue:44466", + "issue:44451|issue:45081", + "issue:36032|issue:41720", + "issue:44008|issue:46899", + "issue:44849|issue:45325", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:45923|issue:47254" + ], + "prepared_review_unit_hash": "43000026749dc75bc0a830d3b0491b21ff63dffc0e0f24ac228eadf4dd7e068f", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36560, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports spanning different models, tokenizer paths, multimodal regressions, and infrastructure changes. I don\u2019t see any soft edge that clearly represents the same underlying bug/change, and there are no PRs in the set.", + "confidence": 0.96, + "canonical_issue_reason": "No clear duplicate cluster emerges from the titles alone; the reports cover distinct codepaths and model families. If a single representative is needed, issue 44479 is the broadest user-facing regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest representative because it is a broad, versioned regression affecting several Qwen multimodal variants and is clearly scoped as a user-facing bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failures: Whisper runtime issue vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve v5/custom-model loading, but they hit different codepaths: notebook initialization vs remote-code config_class lookup." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Unrelated: PEFT adapter checkpoint loading vs tokenizer continue_final_message behavior." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different subsystems and symptoms: gpu+cpu offload loading failure vs GGUF loading failure in v5." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise on model loading is not the same bug as the Mistral regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention v5-era loading problems, but one is FP8 config handling and the other is init_empty_weights/_is_hf_initialized." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is distinct from non-persistent buffer corruption." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failure modes; no concrete shared codepath is evident." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to MIMI encoder padding-mask batching." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict and MobileLLM key error are separate loading bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio model bugs: padding-mask batching vs DAC latent/forward mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure is unrelated to Float8 storage deserialization." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 bad outputs and OmDet-Turbo image-size mismatch are different multimodal issues." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Training early-stopping metric handling is unrelated to token-count tracking in TrainerState." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failures and processor image-size mismatch are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword duplication is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied weights, but one is a missing weight tie in a specific model and the other is serialization inconsistency across devices." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure has no clear relation to the Mistral tokenizer regex crash." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer conflict and Qwen3 auto device-map GPU assert are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 quantization dtype cast are different multimodal bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug affect different mechanisms." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen multimodal area, but 44479 is a broader video regression while 45325 is a specific still-image temporal-position scaling issue; not enough to call them the same bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized flag breakage and TimesFM window_size attribute error are different failures." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to StaticCache sequence-length return type." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video processing ValueError are different model-path bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same as noisy model-loading logs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding-window behavior are unrelated." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing on a trust_remote_code model is not the same as a PEFT+DeepSpeed checkpointing error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 13, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43381", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44464", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:47404" + ], + "soft_pairs": [ + "issue:44464|issue:45987", + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:43872|issue:44291", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44403|issue:44991", + "issue:43883|issue:44488", + "issue:45216|issue:45357", + "issue:44291|issue:44589", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43632|issue:44756", + "issue:43381|issue:45923", + "issue:40990|issue:44811", + "issue:43531|issue:44291", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:42796|issue:46710", + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:43883|issue:44991", + "issue:44387|issue:47404", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "24ab88ff4771bbeab52a980064a646f1d52225a96810921e944d96447c27317d", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35984, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issues. Two soft pairs look like true duplicates: the `_is_hf_initialized` loading regression pair and the Qwen3.5 `save_pretrained` checkpoint-key regression pair; the rest are too broad or topic-mismatched to merge.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different generation bugs: compiled-forward inconsistency vs `StaticCache.get_seq_length()` returning the wrong shape." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is finetuning on iterable multi-image batches and the other is a RoPE/position-id scaling regression." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated code paths: fbank extraction vs compiled flex_attention on torch 2.9+." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` regression during model loading; 44291 is the broader report and 43872 is a bitsandbytes manifestation." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal dtype problems in different models; not the same bug or fix." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Separate Transformers v5 regressions with different failure modes: `base_model_prefix` loading vs junk-filled non-persistent buffers." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure vs performance regression in `convert_tokens_to_ids`; different symptoms and fixes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading-noise cleanup vs tokenizer loading breakage; not the same issue." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on Molmo vs failure to load a specific model tokenizer; unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression producing incorrect checkpoints; 45357 is the narrower visual-encoder-keys manifestation." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both mention loading/runtime failures, but one is `_is_hf_initialized` and the other is Float8 storage lookup; different bugs." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs GraniteSpeech PEFT checkpoint loading; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Two tokenizer regressions, but different models and different behaviors: wrong Granite token IDs vs CodeLlama leading-space round-trip." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure vs Float8 storage error; not the same code-path problem." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training topics, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning failure." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` regression vs mmap/OOM on Strix Halo; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient-checkpointing eval-mode bug vs missing `supports_gradient_checkpointing` flag; related only loosely." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS vs Whisper `batch_decode` skipping specials; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs `_is_hf_initialized` loading bug; different subsystems." + }, + { + "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 finetuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared-kv-state rebuild bug; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling vs accuracy regression after upgrade; different symptoms and likely fixes." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure with Transformers v5 vs missing `pad_token_id` on `Llama4Config`; different issues." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Model attribute missing vs tokenizer loading regression; no shared code-path." + }, + { + "left": "issue:44387", + "right": "issue:47404", + "accept": false, + "reason": "Both concern OOMs, but one is int4 quantization reserved memory and the other is device-map transients during conversion; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs TimesFM `window_size` attribute error; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging issue vs PaddleOCR-VL model loading failure; different layers entirely." + }, + { + "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 a runtime undefined-backend error from tensorboard-only installs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is suitably conservative. The two accepted soft pairs are well-supported by the titles as the same underlying regressions, while the rest are plausibly distinct and the rejections avoid overclaiming mergeability. No obvious overstatement or unsupported linkage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 14, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:42796", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46697", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:44079|issue:44534", + "issue:44265|issue:45072", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:43611|issue:43646", + "issue:45325|issue:45834", + "issue:43317|issue:43856", + "issue:44291|issue:44877", + "issue:44509|issue:46909", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:43377|issue:45491", + "issue:43994|issue:44898", + "issue:45325|issue:45381", + "issue:40444|issue:47217", + "issue:43454|issue:44466", + "issue:45325|issue:46697", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43818|issue:45357", + "issue:43818|issue:46402", + "issue:44479|issue:45823", + "issue:42796|issue:45381", + "issue:43828|issue:46821", + "issue:40990|issue:45584", + "issue:44829|issue:45479", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "52040439af72fc75f019d4c0c2c5d0dea305af06aee57f290662addee569a218", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with no clear duplicate cluster. The only near-match is the Qwen2.5-VL position-id regression pair, but the titles still point to different symptoms/code paths, so I rejected all soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45325 is the most concrete and code-path-specific report in the only semi-related subset (Qwen2.5-VL positional/vision index regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "45325 is the best representative issue here because it names the exact failing function and root symptom, making it the clearest triage anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor syncing and the other is BOS/EOS insertion; different bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer corruption are unrelated code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is a different problem from bf16 dtype mismatches in inference." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but one ignores tokenizer.json while the other returns wrong Granite token IDs; not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Base_model_prefix loading breakage and custom model initialization breakage are different regressions." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope indexing and Kosmos2.5 OCR long-input indexing are separate model-specific issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload loading failure is not the same as Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and strict config loading are different load-path bugs." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they concern different docs and different examples/tasks." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is not the same as image-placeholder-in-user-text inference failure." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Filling non-persistent buffers with junk and misassigned ModelOutput keys are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI batching and Gemma3 NaNs from sliding-window padding are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP AutoModel/pipeline nonsense outputs and Perceiver interpolation failures are separate model behaviors." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 visual-key save_pretrained regression are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size attribute error do not share a concrete code path." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper empty-transcription failure are different symptoms and models." + }, + { + "left": "issue:44829", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention training degeneration and Gemma4 device-mismatch forward failure are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position-id regression are separate issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL positional issues, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly one concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to Qwen2.5-VL video position indexing." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied lm_head weights/generation garbage and device-dependent serialization of lm_head.weight are related in theme but not the same failure." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope index scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are different problem areas." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and export failure with torch_compilable_check are separate code paths." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA architectural bug and Sam3Model text-encoder loading issue are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video regression and Gemma4 PLE device mismatch are different model families and bugs." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Documentation cleanup for removed pipelines and a broken DIA example are distinct docs issues." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and PEFT adapter checkpoint loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 15, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46315", + "issue:46821", + "issue:47404", + "issue:47405" + ], + "soft_pairs": [ + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43606|issue:43819", + "issue:45823|issue:46821", + "issue:42617|issue:42915", + "issue:43454|issue:43550", + "issue:40990|issue:42947", + "issue:43257|issue:45923", + "issue:43454|issue:45072", + "issue:47404|issue:47405", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:42796|issue:46209", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:41720|issue:43322", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43377|issue:44898", + "issue:41720|issue:42617", + "issue:43317|issue:43873", + "issue:41720|issue:44977", + "issue:45325|issue:46315", + "issue:43572|issue:45759", + "issue:41553|issue:43582", + "issue:44387|issue:45704", + "issue:43322|issue:46050", + "issue:40990|issue:45701", + "issue:43450|issue:45701" + ], + "prepared_review_unit_hash": "2d7bc46a93a010cba2de02bef3d0f273ff0ef31e20f123303bd3abce9abe2923", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37342, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of distinct Transformers bug reports across tokenization, device mapping/offload, config loading, quantization, and model-specific failures. None of the soft pairs look like the same underlying bug or change, so there is no true duplicate cluster here.", + "confidence": 0.89, + "canonical_issue_reason": "No canonical issue: the items do not converge on one concrete bug, and the soft-pair candidates are all different failure modes or different model/code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the set is too heterogeneous to anchor on one report without collapsing unrelated regressions into one cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Different bugs: tokenizer NER/padding/truncation crash vs torch.export failure around torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but they target different models and different concrete failures (cuda assert vs PLE mismatch)." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset support and generation cache behavior are different code paths and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different model-path failures: CPU offload device mismatch vs DAC latent/forward mismatch from missing STE." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "No shared underlying bug; Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are separate issues." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying bug and Bamba torch.compile SDPA failure are different concrete problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model/dataset is not the same bug as gradient checkpointing being ineffective with LoRA." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different topics: MOE weight conversion under accelerate+deepspeed vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying garbage text and dtype mismatch in bfloat16 inference are unrelated failure modes." + }, + { + "left": "issue:47404", + "right": "issue:47405", + "accept": false, + "reason": "Both concern loading/conversion, but one is OOM from transient ops and the other is silent wrong-class loading; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Specific add_special_tokens regression for one tokenizer is not the same as broad wrong-token-ID regressions across many models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and batched video processor shape errors are different issues." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage is unrelated to 3d_parallel.py failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API kwarg mismatch and Qwen3Moe FP8 loading are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Config strictness for granite_speech and tokenizer loading regression for est-roberta are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and Llava Next segfault are different model-specific failures." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are not the same underlying problem." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk values are unrelated regressions." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching/padding-mask bug and Perceiver resolution/interpolation issue are different model behaviors." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Both are runtime/model loading failures, but they are unrelated code paths and symptoms." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Quantized dequantized-model loading on offload and generic offloading problems with quantization are related thematically but not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device mapping cuda assert for Qwen3 is unrelated to flash-attention generation issues in Qwen3.5." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "RoPE position-id scaling and convert_tokens_to_ids slowdown are separate tokenizer/model issues." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and unwrapping text_config for composite Qwen configs are different config-loading bugs." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer load error messaging and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory regression and apex FusedRMSNorm leak are different performance/memory bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load and sinq save/load corruption are different failure modes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model/dataset is not the same as a version-wide tokenization change." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug and tokenizer behavior change are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 16, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:41720", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46897", + "issue:47020", + "issue:47317", + "issue:47404" + ], + "soft_pairs": [ + "issue:45685|issue:46821", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43550|issue:43720", + "issue:43065|issue:46402", + "issue:43550|issue:43606", + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:46821|issue:46869", + "issue:46612|issue:46858", + "issue:41720|issue:45161", + "issue:46897|issue:47317", + "issue:44008|issue:45823", + "issue:44423|issue:45406", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:28530|issue:33666", + "issue:42915|issue:46291", + "issue:43404|issue:45357", + "issue:43531|issue:43572", + "issue:45704|issue:47404", + "issue:43881|issue:44488", + "issue:43716|issue:46821" + ], + "prepared_review_unit_hash": "32f355ef4286f1ea0e5c287863a9ebfce629ed3be795fdaf45226e0a583be4d7", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36201, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad vocabulary like device_map, loading, tokenizer, dtype, or offloading. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative by activity and breadth of description, but it still does not match the rest of the set closely enough to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Different failures: MPS int histogram support vs TimesFM window_size attribute handling." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve offloading/memory, but the root causes differ: quantization offload behavior vs mmap OOM on Strix Halo." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated model/tokenizer crash vs bfloat16 dtype mismatch in different wrappers." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is tied lm_head persistence and the other is incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer bugs in different subsystems: checkpoint resume iterator failure vs early stopping metric lookup." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both are version-related regressions, but they affect different APIs and code paths." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Model loading failure for two different causes: one package/model compatibility issue vs Unigram expecting a sequence." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: torch.compile/SDPA on Bamba vs accelerate loading of packed BitNet weights." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but dummy Conv2d in the pixel decoder is not the same bug as missing Sam3 text encoder weights." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are device/runtime issues, but they target different models and distinct failure mechanisms." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Dtype loading bug vs Trainer max_steps miscalculation are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model mismatches, but they are different models and different incorrect inputs." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization regression is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device-map loading." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache logic, but one is skipped beam-search reorder in specific models and the other is a static-cache slice-arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different distributed-loading/parallelism failures on different models and code paths." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they are model-specific and do not appear to share the same underlying defect." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision in forward is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serve with multimodal models, but the missing attributes and affected processors differ." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Quantization/FineGrainedFP8 failure is a different loading path from dequantized model offload on gpu+cpu." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing mismatches, but they concern different architectures and different expected resolutions." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric detection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantization loading failure is unrelated to pipeline import failing on kernels version/revision requirements." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is a different bug from incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated." + }, + { + "left": "issue:45704", + "right": "issue:47404", + "accept": false, + "reason": "Different memory problems: apex RMSNorm leak vs loading OOM from destination-GPU contiguous conversion work." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but they are distinct models with no shared concrete root cause." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to TimesFM window_size attribute errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 17, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44464", + "issue:44534", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46894", + "issue:47020", + "issue:47254", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:28530|issue:30064", + "issue:43441|issue:47337", + "issue:44186|issue:44361", + "issue:44734|issue:46858", + "issue:44464|issue:46858", + "issue:30064|issue:34634", + "issue:29159|issue:36032", + "issue:43452|issue:47020", + "issue:44671|issue:44743", + "issue:42915|issue:43322", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:45479|issue:47317", + "issue:33357|issue:35707", + "issue:43531|issue:45759", + "issue:43550|issue:43653", + "issue:43316|issue:44913", + "issue:41720|issue:43746", + "issue:44534|issue:46665", + "issue:45632|issue:45684", + "issue:43606|issue:43720", + "issue:46894|issue:47317", + "issue:43257|issue:47254", + "issue:43881|issue:44991", + "issue:43531|issue:46821", + "issue:34634|issue:41720" + ], + "prepared_review_unit_hash": "1c44237fc4d0856881652225b616863750a1cba350a7d9848511ba364e3f2946", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35730, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most pairs only share a broad theme like tokenizer/loading/generation/offload bugs, but they do not describe the same concrete code-path failure. I would not merge any of the soft edges, and there is no clear canonical issue or PR representative.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a credible canonical representative because the set spans unrelated bugs across early stopping, tokenizers, multimodal loading, generation, quantization, configuration, and training-loss paths.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "No global best issue stands out; the only overlaps are broad subsystem similarities, not the same underlying defect.", + "best_pr_reason": "No PRs are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection vs image processor void segmentation maps are unrelated failures." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention model loading on MacOS and a flaky bbox-range test are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but they affect different models and different failure modes." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/indexing, but one is serve KV continuation and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same bug as device-tensor seq_length in prefill." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and BarkProcessor voice_preset handling are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "A slow/fast tokenizer inconsistency is not the same as a T5 special-token method conflict on load." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Generic gguf loading breakage and a specific XLMRobertaTokenizer/Unigram constructor mismatch are different code paths." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM predictions and Qwen3 recurrent-state reset under cache are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure and Llava Next segfault are different loading/runtime bugs." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 CUDA memory growth is not the same as a tokenizer-version behavior change." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5/apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoE video processing failure and Qwen3VL weight_only loading error are different issues." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "A generic sequence-classification zero-loss bug is not enough to match a separate PPFormulaNet training-loss report." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "CLIP MacOS bus error and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and composite Qwen config unwrapping are different defects." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA model failure and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API inconsistency and rotary_pct reload defaulting are separate configuration bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are different failure modes." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization and from_pretrained-in-classes behavior are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions and propagated read-only permissions are different filesystem issues." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are separate problems." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "The titles suggest different model-specific training-loss bugs; the shared phrase is too broad to merge." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MoE weight conversion during accelerate+deepspeed loading and ZeRO-3 checkpoint errors are different code paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Generic model loading failure and tokenizer loading regression are not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window and TimesFM window_size AttributeError are unrelated despite both mentioning window/window_size." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 device mapping/CUDA assert are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 18, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:29159", + "issue:29925", + "issue:30064", + "issue:34567", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43873", + "issue:43883", + "issue:44062", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46665", + "issue:46858", + "issue:47333", + "issue:47405" + ], + "soft_pairs": [ + "issue:29159|issue:29925", + "issue:42490|issue:43329", + "issue:43531|issue:44589", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:44492|issue:44509", + "issue:45759|issue:45859", + "issue:43526|issue:43883", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:45704|issue:47405", + "issue:43388|issue:45059", + "issue:44987|issue:45042", + "issue:43644|issue:46665", + "issue:44077|issue:44625", + "issue:45923|issue:47333", + "issue:44898|issue:45072", + "issue:45357|issue:46402", + "issue:39692|issue:44610", + "issue:44062|issue:44451", + "issue:44918|issue:44936", + "issue:43746|issue:46050", + "issue:30064|issue:36010", + "issue:43746|issue:43873" + ], + "prepared_review_unit_hash": "bfe8f8d7fa2b29a48e418a39ab8daf0d18f1f9ec3b314c73b45f0bb744c417be", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35398, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clearly related items are the tokenizer inconsistency reports, but none of the soft pairs look like true duplicates. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 29159 is the broadest, most general report in the tokenizer subcluster, so it is the best canonical candidate there.", + "canonical_pr_reason": null, + "best_issue_reason": "As a cluster-wide representative it is still weak, because most other issues concern unrelated bugs; 29159 only captures the tokenizer inconsistency theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29159", + "right": "issue:29925", + "accept": false, + "reason": "Related tokenizer behavior, but 29159 is a broad slow-vs-fast inconsistency report while 29925 is a specific SigLIP use_fast enforcement bug." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different code paths: local path trailing-slash import warning vs multimodal token counting video-branch undefined variables." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding_window behavior vs Float8 storage import/type error." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both are inference/load failures, but one is Gemma4Processor missing _tokenizer in serve and the other is Qwen3.5 streaming chat/completions behavior." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer state token counting not updating is distinct from progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy text is not the same bug as docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping in from_config is a different issue from Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Molmo missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and static-cache seq_length device-tensor arithmetic are separate bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading problems, but they refer to different models and likely different root causes." + }, + { + "left": "issue:45704", + "right": "issue:47405", + "accept": false, + "reason": "T5 apex RMSNorm memory leak and silent wrong-Auto-class conversion skip are not the same concrete code path." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering dropping tuple labels is distinct from SAM3 PCS text/box behavior." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent junk buffer initialization is a different bug from inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init handling in patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Missing gradient checkpointing support and disk-offload save failure are different offloading/model lifecycle bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default-resolution failure and bf16 dtype mismatch are separate runtime problems." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder keys on save_pretrained is not the same as Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is a tokenizer constructor bug, not a model loading issue." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking failure is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading for GraniteSpeech is a different problem from sinq quantized model save/load breakage." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing failure and GenerationMixin import error are unrelated subsystems." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both mention loading/offloading, but one is PEFT local checkpoint loading and the other is quantization offloading not behaving as expected." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 19, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:39692", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858", + "issue:47050", + "issue:47337" + ], + "soft_pairs": [ + "issue:43421|issue:43927", + "issue:42886|issue:44843", + "issue:44625|issue:45479", + "issue:44514|issue:44545", + "issue:46655|issue:46693", + "issue:44464|issue:47050", + "issue:44995|issue:46858", + "issue:39692|issue:43493", + "issue:43381|issue:43844", + "issue:43421|issue:43653", + "issue:43673|issue:47337", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:46032|issue:46463", + "issue:44368|issue:45357", + "issue:43421|issue:44186", + "issue:39692|issue:47050", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43540|issue:46294", + "issue:43596|issue:44220", + "issue:43550|issue:43819", + "issue:43550|issue:43927", + "issue:43295|issue:45834", + "issue:44821|issue:45084", + "issue:45072|issue:47050", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "5956b412e3c9d988ff2f8c46538a7d60b726627eee95651783cfd32a01bddc31", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36531, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear near-duplicate pair stands out: the Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash reports. Most other soft edges are better treated as same-subsystem but distinct bugs; in particular, the offline-tokenizer pair is related but not grounded enough from titles alone to merge as the same root cause.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44545 is the cleanest canonical anchor for the near-duplicate Qwen2_5_VLProcessor.apply_chat_template batched crash reports; its title is slightly clearer and it has more inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best representative issue in this set because it is the clearest duplicate-ready report and the most concise description of the underlying crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: runtime special-token/post-processor sync vs save/load losing custom token IDs and causing generation IndexError." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Related offline-tokenizer symptoms, but the titles point to different concrete failure modes; the packet does not establish the same root cause." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both are sequence-classification/config issues, but one is missing num_labels propagation and the other is a degenerate zero-loss case with num_labels=1 across models." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, described twice with only minor wording differences." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding bug vs long-context FA2 performance regression; different code paths and failure modes." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is unrelated to the Canine fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is a stale indexer cache on second forward and the other is device-tensor seq_length arithmetic in static cache/compile." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs/example errors are not the same as the HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the ZeRO-3 gradient growth regression." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are a different bug than BigBirdTokenizer's mask token registration problem." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "Generation cache missing in chunked prefill is unrelated to the flaky bbox coordinate range test." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen-VL failures: from_pretrained weight_only error vs wrong vision_position_ids in video input handling." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenizer regex handling, but one is a crash in _patch_mistral_regex and the other is a codec/warning regression in Kimi-K2.5." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "CUDA AMP loss crash is not the same as the fp16 ONNX export attention dtype mismatch." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Cache correctness with seq_len>1 is unrelated to T5 decoder-input error-message validation." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tied-embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys being saved." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal video failures with different models and failure modes; not one bug." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/Bert index error and fbank feature extraction issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to DAC latent conversion mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile/SDPA regression and DiaConfig save/load token ID loss are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer regression and Kosmos2.5 long-OCR index error are different bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Loading AutoImageProcessor from URL is unrelated to the non-template-node compile error." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype mismatches, but one is bfloat16 inference and the other is fp16 ONNX export; different paths." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to BitNet accelerate loading of packed weights." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec/regression in Kimi-K2.5 is unrelated to list_repo_files missing revision forwarding." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "SigLIP2 docs/example issues do not match the CanineModel fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/quantization example errors are unrelated to the offloading regression." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the analysis overstates certainty on a few soft edges. In particular, issue:44514 and issue:44545 are clearly very similar, but the packet only supports a strong similarity/likely-duplicate judgment from titles, not an \"exact duplicate\" claim. Likewise, issue:42886 and issue:44843 look related, but the packet does not conclusively establish the same underlying bug/root cause from the issue titles alone. The rest of the pairwise rejections look conservative, but these stronger claims make the summary not fully grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 20, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43756", + "issue:43819", + "issue:43881", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44805", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45381", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46650", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47405" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:44488|issue:47020", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:44220|issue:44661", + "issue:45381|issue:46693", + "issue:41720|issue:44991", + "issue:43540|issue:44008", + "issue:43611|issue:46665", + "issue:43526|issue:43881", + "issue:43653|issue:43819", + "issue:46829|issue:46832", + "issue:44186|issue:44898", + "issue:34634|issue:36010", + "issue:46650|issue:47405", + "issue:44991|issue:47020", + "issue:44008|issue:46858", + "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:45987|issue:46829", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:43335|issue:43756", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45987|issue:46932", + "issue:44805|issue:44936", + "issue:44991|issue:46291" + ], + "prepared_review_unit_hash": "fcbc44efb46985a97e7df5a5c6e9771fee28db2237f000517cfae9d7909f58a9", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35877, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: the items span many unrelated bug reports (tokenizer loading, model config, trainer APIs, vision/audio preprocessing, cache behavior, offline mode, etc.). None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failure modes: image processor segmentation maps vs trainer compute_loss signature." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different models and different root causes (model loading failure vs Unigram constructor type mismatch)." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "One is an AddedToken special-arg bug; the other is a model-specific tokenizer loading failure." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction bug vs tokenizer mapping/add-new-model failure; no shared code path." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is not the same as tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Base_model_prefix loading breakage in v5 is distinct from inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue does not match DAC.from_latents vs forward STE mismatch." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism hidden_states output wiring and RTDetr feature-level mismatch are different model bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Perceiver image classification with non-default resolution." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset issue and GenerationMixin import error are separate model/library compatibility problems." + }, + { + "left": "issue:46650", + "right": "issue:47405", + "accept": false, + "reason": "save_pretrained key rename corruption is unrelated to silent model_type mismatch on Auto class loading." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer failures on different models; no evidence of the same underlying bug." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n forward variable collision is unrelated to static cache seq-length/device tensor behavior." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code AutoConfig missing fields is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info call in mistral regex patch and backend_tokenizer AttributeError are different failures in the same area but not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache.get_seq_length() contract mismatch is unrelated to VideoPrism hidden_states output." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors and Kosmos2.5 OCR index error are distinct issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention trust_remote_code/model loading, but one is is_torch_fx_available removal and the other is broader remote_code breakage; not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer paths." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output differences and CamemBERT masked LM predictions are unrelated model behavior regressions." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Static cache seq-length contract bug is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape/indexing error is not the same as trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for est-roberta and pipelines import failing due to kernels version/revision requirements are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 21, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:43322", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43618", + "issue:43644", + "issue:43645", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44811", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45563", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46752", + "issue:46846", + "issue:47276", + "issue:47337" + ], + "soft_pairs": [ + "issue:43322|issue:45685", + "issue:46294|issue:46463", + "issue:43606|issue:45072", + "issue:43618|issue:43697", + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:45584|issue:45834", + "issue:44479|issue:45834", + "issue:43782|issue:44977", + "issue:45183|issue:45479", + "issue:43421|issue:44811", + "issue:46752|issue:47337", + "issue:43644|issue:43749", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:45563|issue:47276", + "issue:44610|issue:45072", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:34634|issue:36331", + "issue:43645|issue:46665", + "issue:43540|issue:45381", + "issue:43931|issue:46846", + "issue:43749|issue:44291", + "issue:47276|issue:47337", + "issue:43825|issue:43994", + "issue:43742|issue:45020" + ], + "prepared_review_unit_hash": "13b8d9019b48d208c47dce6be1899d7ac3b760ae9f9c80816247b26411639a34", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35380, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different models and subsystems. Only the tokenizer pair (28218, 29159) looks like a plausible duplicate/near-duplicate describing the same underlying added-token spacing inconsistency.", + "confidence": 0.84, + "canonical_issue_reason": "issue:29159 is the broader report: it explicitly frames the problem as inconsistent slow/fast tokenizer behavior, which likely subsumes the more specific extra-space-after-added-token symptom in issue:28218.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the best representative issue because it is the most general description of the tokenizer bug and covers the broader symptom space.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: Llava Next loading segfault vs MPS histogram op not implemented for Int." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated code paths: Qwen3.5 video chat-template mismatch vs T5 decoder input validation messaging." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are runtime/device-dtype problems, but they affect different models and different bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression is not the same as RTDetrV2 output divergence." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and root causes: dtype mismatch vs variable-name collision in forward()." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is a different issue than dtype mismatch problems in other models." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Empty transcription / align_special_tokens failure is unrelated to long OCR input indexing." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Weight-only loading error for Qwen3VL is not the same as flash-attention generation failure in Qwen3.5." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR error and single-label classification zero-loss bug are different behaviors and code paths." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizer-adjacent behavior, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens handling." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty apply_chat_template crash is unrelated to a flaky bbox-coordinate test." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different loading/runtime bugs." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to Video-LLaVA temporal-attention/weight-sharing issues." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message problems, but they concern different warnings in different generation modes." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch for OmDet-Turbo is not the same as dtype mismatch issues." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer-added-token spacing inconsistency; 29159 is the broader slow-vs-fast tokenizer report." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking/loading failure is unrelated to dtype mismatch bugs." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer compute_loss signature error are completely different issues." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization regression is different from inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and qwen2.5-vl vision_position_ids regression are different video-input bugs." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch and missing linear_attn TP plan entries are separate model-loading vs tensor-parallel bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected argument errors are distinct loading-path issues." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A stale warning in continuous batching is unrelated to a flaky bbox coordinate range failure." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline translation-support warning and siglip2 nonsensical outputs are different problems." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error on load and remote_code breakage are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The output is grounded in the packet and the soft-edge verdicts stay conservative. The only accepted pair, issue:28218 \u2194 issue:29159, is a plausible duplicate/near-duplicate, with 29159 reasonably serving as the broader tokenizer-behavior report. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 22, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43388", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43927", + "issue:44589", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46851", + "issue:46932", + "issue:47217", + "issue:47254", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:42175|issue:45081", + "issue:47254|issue:47333", + "issue:43388|issue:46032", + "issue:46697|issue:46728", + "issue:42915|issue:47333", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:44589|issue:45042", + "issue:43782|issue:45325", + "issue:47254|issue:47332", + "issue:43262|issue:47217", + "issue:36010|issue:43645", + "issue:46851|issue:47337", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43653|issue:44912", + "issue:36010|issue:36331", + "issue:46175|issue:46932", + "issue:43531|issue:45042", + "issue:45003|issue:46285", + "issue:43550|issue:44912", + "issue:45372|issue:46326", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:43819|issue:43927", + "issue:43825|issue:43827", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:45081|issue:45406" + ], + "prepared_review_unit_hash": "b3ce4b2ad688b7821a8077d224c67fe82f8be97fcf6df2f50961ba462b1d546a", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36885, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a broad mix of unrelated regressions and feature bugs across training, tokenizers, multimodal processing, quantization, offloading, and docs. None of the soft candidate pairs look like the same underlying bug/change, so no duplicates should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the reports span unrelated bugs in different subsystems, so there is no meaningful duplicate anchor for the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear global best issue for deduplication; the items are mostly one-off, unrelated regressions rather than variants of one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different problems: backend dependency/install packaging vs a tokenizer regex/attribute error." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Different code paths: PEFT/ZeRO-3 gradient checkpointing failure vs disk-offload save failure for Qwen3-30B." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different subsystems: metric gathering label trimming vs Mamba2 cache correctness." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-related but not the same bug: over-padding vs wrong patch-count calculation." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Different Qwen3 issues: FP8 config failure vs saving a disk-offloaded model." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Model prediction regression vs tokenizer-version/tokenization-change report; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures: dtype loading for BLIP2 vs an Apple Silicon allocator TypeError." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different errors and layers: missing float8 storage vs PIL image processor torchvision dependency." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Same model family but different concrete bugs: weight_only loading error vs rope/index scaling logic." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Different issues: training/checkpointing error vs inability to save a disk-offloaded model." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Different modalities and behaviors: audio chat-template sampling rate vs VL image-placeholder handling." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve imports/loading, but one is a GenerationMixin import error and the other is a custom-model notebook initialization regression." + }, + { + "left": "issue:46851", + "right": "issue:47337", + "accept": false, + "reason": "Variable-length position_ids bug is unrelated to the flaky bbox coordinate range failure." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated audio template defaulting bug vs DAC latent/forward mismatch." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different platforms and failures: Apple Silicon warmup TypeError vs CUDA AMP loss crash." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token decode bug vs MXFP4 quantization fallback issue." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Both are API breakages, but one is an import failure and the other is a trainer compute_loss signature change." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Same model family, but one is a huge one-hot materialization problem and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs in different areas: Qwen3-MoE sliding window vs PIL backend torchvision requirement." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different code paths: unsafe sys.modules access in modeling_utils vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different issues: torch.compile/SDPA failure vs MXFP4 quantization loading fallback." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common, but one is an import-time processor loading breakage and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Different dependency/import failures: torch extra missing tensorflow vs kernels package version/revision requirement." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: zero3/non-pretrained Bert IndexError vs evaluate-after-train behavior." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different models and mechanisms: DAC latent mismatch vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related theme, but not the same bug: runtime pipeline error message vs docs still referencing removed pipeline usage." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different areas: Qwen3 MoE weight conversion during loading vs multimodal video token counting undefined variables." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures: gguf_file integration breakage vs a model-specific tokenizer regression in v5." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute errors around tokenizer/processor internals, but they affect different objects and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 23, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:28370", + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43854", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:47020", + "issue:47050", + "issue:47333" + ], + "soft_pairs": [ + "issue:42915|issue:44821", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:28370|issue:29159", + "issue:45859|issue:47050", + "issue:43746|issue:44811", + "issue:45084|issue:45538", + "issue:38175|issue:44610", + "issue:43906|issue:46209", + "issue:42915|issue:43742", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:44291|issue:45042", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:34567|issue:40990", + "issue:39692|issue:44912", + "issue:43329|issue:43450", + "issue:44387|issue:44617", + "issue:44589|issue:47333", + "issue:29159|issue:34567", + "issue:45081|issue:47020", + "issue:43257|issue:43931", + "issue:43425|issue:46291", + "issue:44987|issue:45538", + "issue:44291|issue:44821" + ], + "prepared_review_unit_hash": "a29df9c4346682e91d9c7f4fc680480a7012b760548a69b1e7d4c06748d81152", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36868, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the soft pairs share broad subsystem keywords, but they do not describe the same underlying bug or change. No PRs are present. I\u2019d use issue 43329 as the closest triage anchor, but it is not a true duplicate target for the rest of the set.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43329 is the most concrete, code-path-specific bug here and the closest thing to a reusable anchor for the multimodal/video reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the best overall triage candidate because it pinpoints an exact failing branch/helper in a broadly impactful VLM/video path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different failures: a Qwen3MoE FP8 loading/config issue vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they point to different models and different code paths; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs RTDetrV2 output drift; unrelated symptoms and fixes." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "One is a model-load failure in tests, the other is a flash-attention generation regression; not the same issue." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion/loading problem vs CUDA OOM; different root causes." + }, + { + "left": "issue:28370", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer-related, but one is missing vocab_file for custom SentencePiece models and the other is slow/fast tokenizer inconsistency." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU-offload rotary embedding incompatibility vs fp16 ONNX attention dtype mismatch; different code paths." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local checkpoint loading failure vs batch_decode ignoring skip_special_tokens; unrelated behavior." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error vs CLIPTokenizer max_length bug; no shared underlying defect." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision model/processor mismatch, but one is zero probabilities on SigLIP2 and the other is an image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated repro of an older issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading problems for different models; no shared failing code path." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode token filtering; unrelated bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video/multimodal regressions, but one is an undefined-name bug in _get_num_multimodal_tokens and the other is a broader v5.3.0 video-input regression." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights TypeError vs PIL backend incorrectly requiring torchvision; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning with trailing slash vs Qwen3 MoE weight conversion failure; different problems." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern composite configs, but one is missing fields from trust_remote_code config loading and the other is failure to unwrap text_config for from_config." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token-counting bug vs stale auto_mappings reference to removed configs; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction bug vs MPS attention correctness issue; different subsystems." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking vs high perplexity on GPT-oss-20b; not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example errors vs MXFP4 quantization loading fallback; only loosely model-related." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helpers in video token counting vs batched video processor shape bug; distinct processor issues." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 reserved-memory regression vs Sam3Video OOM; same symptom class, different root causes." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Float8 storage lookup error vs inability to save disk-offloaded model; unrelated offloading/storage problems." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency vs trainer token counter not updating; no shared underlying bug." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crash vs XLMRoberta Unigram init type mismatch; both tokenizer loading issues but different failures." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE loading/convert issue vs Qwen3-VL weight-shape mismatch; different model families and causes." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility vs kernels package import/version requirement; separate dependency problems." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for a specific repo vs CLIPTokenizer model_max_length bug; not the same issue." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument error vs loading AutoImageProcessor from URL; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 24, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43454", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47145", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:43525|issue:46291", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:43540|issue:46701", + "issue:43742|issue:44291", + "issue:28282|issue:34689", + "issue:43454|issue:43577", + "issue:28282|issue:29870", + "issue:43749|issue:44756", + "issue:33357|issue:34567", + "issue:43650|issue:43906", + "issue:44589|issue:47332", + "issue:42175|issue:43824", + "issue:43531|issue:44821", + "issue:44568|issue:45356", + "issue:46421|issue:46424", + "issue:44479|issue:46693", + "issue:24643|issue:29159", + "issue:42915|issue:45538", + "issue:43582|issue:47254", + "issue:44936|issue:46821", + "issue:43404|issue:45127", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "68b4e1b2bae6180d6fd1a713efaa6bf8d9b1b2c34cd1c31809e56e1030b487d2", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35267, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues across different models, loaders, tokenizers, caching, and training paths. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Different failures: missing `pad_token_id` on Llama4Config vs a kernels dependency/version requirement during pipeline import." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization-related, but one is MXFP4 fallback to bf16 and the other is FP8 frozen checkpoint loading without `weight_scale`; different code paths and symptoms." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention broad exception handling, but they affect different functions and different failure modes; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different model families and different pipeline/input types; no shared concrete code-path problem." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading errors, but one is a key error for MobileLLM and the other is an unexpected constructor argument with `init_empty_weights`." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic loading/import issues, but one is missing PyTorch and the other is a specific Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both concern model loading correctness, but one is missing weight tying in AyaVision/Mistral3 and the other is dtype propagation in BLIP2." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Completely different problems: missing PyTorch vs a BART `generate()` unbound local error." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different infrastructure issues: FSDP CPU RAM efficient loading vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Different subsystems and symptoms: MacOS bus error in CLIP model loading vs TrainerState token count tracking." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No clear shared bug; one is a placeholder-style issue, the other is a reproduction of an unrelated external issue." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Different storage/quantization error vs disk-offload save failure; not the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging/install issue vs a missing class import; unrelated root causes." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs loading an image processor from URL; different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and different logic." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy init causing recompilation and the other is max_cache_length handling for quantized cache only." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Different regressions: video-input handling for several Qwen VL models vs FA2 long-context performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs tokenizer fast/slow inconsistency; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe vs CLIPTokenizer max length constant; no shared bug." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Different training/runtime failures: Apple Silicon allocator warmup TypeError vs PEFT+ZeRO-3 checkpointing error." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train bug vs TimesFM `window_size` attribute error; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is missing `lm_head` tying in Mistral3 and the other is LoRA merge collapse after extended-vocab changes." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque error vs a PEFT version bump/release mismatch; not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error vs LayoutLMv3 error-message clarity; unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and failures: RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained key regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 25, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:28370", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44849", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46512", + "issue:46701", + "issue:46832", + "issue:46869", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:44062|issue:44991", + "issue:45538|issue:46869", + "issue:44857|issue:46832", + "issue:39379|issue:44554", + "issue:44568|issue:45488", + "issue:41720|issue:43540", + "issue:43540|issue:44479", + "issue:42915|issue:43749", + "issue:43540|issue:44560", + "issue:42915|issue:47332", + "issue:27957|issue:28282", + "issue:43452|issue:43582", + "issue:45042|issue:45081", + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:44062|issue:45081", + "issue:43577|issue:46512", + "issue:38175|issue:44898", + "issue:43742|issue:44589", + "issue:42175|issue:44488", + "issue:43493|issue:43994", + "issue:28282|issue:28370", + "issue:44792|issue:44964", + "issue:43742|issue:47333", + "issue:44987|issue:45907", + "issue:44849|issue:45701", + "issue:43756|issue:45325", + "issue:43716|issue:46701" + ], + "prepared_review_unit_hash": "122a086ea81369a1d37ffb926dde8ea6f4991410377afd320119e991656cceea", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36043, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form a broad duplicate set. The only likely duplicate pair is the SigLIP2 reports (43493/43994), which describe the same underlying model correctness problem from different angles.", + "confidence": 0.86, + "canonical_issue_reason": "No single cluster-wide canonical issue: most items are unrelated. If one representative is needed, 43994 is the strongest candidate because it captures the user-facing symptom of the only likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "43994 is the best standalone issue to represent the cluster\u2019s only plausible duplicate pair, since it states the concrete bad-output symptom for SigLIP2.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken argument collision vs model-specific tokenizer loading failure." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max-length default is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different detection-model problems: AMP crash in LwDetrImageLoss vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling and MPS attention/value-head dim correctness are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs LlamaTokenizer overriding byte-level pre-tokenization." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are distinct failures." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related but not the same concrete bug; one is Qwen3OmniMoe input handling, the other is a broader v5.3.0 regression across several Qwen VL models." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different loading mechanisms: FineGrainedFP8Config failure vs FSDP CPU RAM-efficient loading breakage." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and failure modes: Qwen3OmniMoe video processing vs Qwen3-VL-embedding StopIteration." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "FineGrainedFP8Config failure and disk-offloaded save failure are unrelated offloading/quantization bugs." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention support and missing PyTorch import are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are different subsystems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend dependency regression and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are different trainer bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related video-input area, but one is a broad regression across multiple models and the other is a specific qwen2.5-vl vision_position_ids bug; not clearly the same fix." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken construction error and Mistral regex patch AttributeError are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype propagation to qformer and from_config leaving config.dtype stale are different dtype-state issues." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver non-default resolution failure are unrelated model-specific bugs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM loading key error and Float8 storage lookup TypeError are different failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend extras issue is unrelated to a model-loading problem for cjvt/sleng-bert." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both reports describe the same SigLIP2 base-patch16-224 correctness bug: 43493 frames it as an HF-vs-JAX discrepancy, and 43994 shows the user-facing wrong outputs in AutoModel/pipeline." + }, + { + "left": "issue:28282", + "right": "issue:28370", + "accept": false, + "reason": "Missing PyTorch import and missing vocab_file attribute for custom SentencePiece models are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal load failure are different model issues." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "MobileLLM loading key error and disk-offloaded Qwen3 save failure are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression for physical-intelligence/fast and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and generic tokenization-change report are not the same issue." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and qwen2.5-vl temporal position scaling are different model/path bugs." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length regression and YOLO auto device-map failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most pairs are clearly cross-subsystem and the only plausible duplicate signal is the SigLIP2 pair (43493/43994). The soft-edge rejections are appropriately conservative, and the one accepted pair is supported by the shared model/symptom context without overreaching." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 26, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:41762", + "issue:42796", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44756", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45405", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47404", + "issue:47405" + ], + "soft_pairs": [ + "issue:45823|issue:46463", + "issue:45672|issue:45674", + "issue:43756|issue:46399", + "issue:46463|issue:47276", + "issue:43257|issue:43756", + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:44625|issue:44877", + "issue:43257|issue:47405", + "issue:43742|issue:47332", + "issue:43577|issue:45072", + "issue:43540|issue:46693", + "issue:43906|issue:46693", + "issue:44466|issue:45005", + "issue:43452|issue:44488", + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:46463|issue:46899", + "issue:41762|issue:44936", + "issue:42796|issue:43906", + "issue:44821|issue:46821", + "issue:43452|issue:44843", + "issue:43720|issue:44898", + "issue:45663|issue:46846", + "issue:43653|issue:44361", + "issue:43697|issue:46829", + "issue:44913|issue:46121", + "issue:44756|issue:47404" + ], + "prepared_review_unit_hash": "e7e967e76f629e11410b0acd402fb47631018e1435c043f4c08278ce1c016be2", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36674, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of false-positive similarity matches across unrelated Transformers bugs. The only plausible duplicate pair is the v5 tied-weights/serialization regression: 44466 appears to be a specific manifestation of 45005.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45005 is the broadest and most representative report of the tied-weights regression in v5; 44466 looks like a concrete device-dependent symptom of the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: 45005 is the best single issue to keep because it captures the broader tied-weights problem, while 44466 is narrower.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Different bugs: a Gemma4 device_map forward mismatch vs. a T5 decoder-input validation message." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but they are different failure modes with different triggers and fixes." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch RoPE-related code, but one is an intended-layer-count bug and the other is a kernel registration crash." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Both are message-quality issues, but the affected code paths and symptoms are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model-loading/weight-conversion bug versus a RoPE-layer-count issue." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "CPU placement in XLNet positional encoding is unrelated to T5 error-message validation." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency-version bump problem and a stale auto-mapping reference are unrelated CI issues." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading problems, but they concern different models and different strictness failures." + }, + { + "left": "issue:43257", + "right": "issue:47405", + "accept": false, + "reason": "Both involve loading/conversion, but one is missing MOE weight conversion and the other is a silent wrong-auto-class conversion skip." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Different loading/offloading problems with different models and failure mechanisms." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype mismatches, but they affect different model families and code paths." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "A multimodal input validation error is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough to match a long-context generation regression." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the v5 tied-weights regression; 44466 is a specific device-dependent serialization symptom of the broader issue in 45005." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading failures, but one is a gguf_file regression and the other is a specific model load problem." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and round-trip behaviors." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and BART generate() UnboundLocalError are unrelated bugs." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "An error-message bug in T5 is unrelated to Gemma4 4-bit multimodal dtype-cast failures." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Both are runtime/training failures, but they occur in different stages and code paths." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "The second is only an isolated reproduction reference; the titles do not establish the same tokenizer bug." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "ImageProcessor URL loading and TimesFM window_size errors are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "One is a gguf_file loading regression; the other is offline-mode breakage from an unconditional model_info() call." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model-specific inference failures with no shared concrete code-path bug." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "A Gemma4 FSDP2 shared-state bug and a Qwen3.5 tensor-parallel plan bug are distinct issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and outputs; one is an RTDetr regression, the other a VideoPrism output-field bug." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config reload defaulting and rope-parameter JSON handling are separate bugs." + }, + { + "left": "issue:44756", + "right": "issue:47404", + "accept": false, + "reason": "Both involve OOMs during loading, but the underlying mechanisms are different." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only accepted soft pair is 44466/45005, and the justification stays within what the titles and pair score support. The rest of the verdicts are conservative false positives with reasons that match the issue titles. I don\u2019t see an overstatement that would 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": 28, + "review_unit_index": 27, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:33666", + "issue:36010", + "issue:38175", + "issue:40444", + "issue:43295", + "issue:43525", + "issue:43550", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43749", + "issue:43761", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44493", + "issue:44625", + "issue:44737", + "issue:44743", + "issue:44756", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46701", + "issue:46846", + "issue:47000", + "issue:47013", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:44737|issue:45588", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:46846|issue:47404", + "issue:45357|issue:45920", + "issue:44756|issue:47332", + "issue:43688|issue:43749", + "issue:43697|issue:45216", + "issue:40444|issue:44811", + "issue:44843|issue:44991", + "issue:43643|issue:45375", + "issue:44857|issue:47000", + "issue:45372|issue:46170", + "issue:43761|issue:47013", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:43688|issue:45704", + "issue:43646|issue:43749", + "issue:45542|issue:46178", + "issue:43525|issue:46701", + "issue:33666|issue:36010", + "issue:43550|issue:44361", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:44479|issue:44625" + ], + "prepared_review_unit_hash": "b1b401c9a20f656b16964f71d4bb6c775081ac6127f4d9325082923723eee4bc", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35223, + "estimated_input_tokens": 8806, + "estimated_eval_tokens": 17868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs are mostly superficially similar (often same subsystem or regression language) but describe different models, code paths, and failure modes. I do not see any true duplicate PR/issue pair here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime/perf bugs, but one is XLNet CPU device placement and the other is a flash-attention crash on sink-less models; different code paths and fixes." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but MLukeTokenizer task failures and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct loader/behavior bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "One is a position-id key regression across models; the other is save/load breakage for sinq-quantized models. Different functionality and root cause." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image-passing regression are unrelated model behavior vs processor API breakage." + }, + { + "left": "issue:46846", + "right": "issue:47404", + "accept": false, + "reason": "Qwen3.5 tensor-parallel planning and device_map loading OOM from conversion transients are different memory-planning issues in different code paths." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both involve Qwen/Tokenizer regressions, but one is Qwen3.5 save_pretrained visual encoder keys and the other is broad token ID errors across many models; not the same bug." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Both mention offloading/memory, but Strix Halo mmap OOM and inability to save disk-offloaded Qwen3-VL-32B are different storage/offload problems." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary loss normalization in OLMoE/GPT OSS is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING breakage." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained regression affect different models and different paths (inference vs checkpoint saving)." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both touch tokenizer loading, but offline hub model_info() calls and EMBEDDIA/est-roberta tokenizer loading failure are different bugs with different triggers." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is a generic config-loading issue; Qwen3_5MoeVisionConfig missing deepstack_visual_indexes is a specific schema field omission." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and RTDetrLoss infeasible cost matrix are different detection-loss failures with different failure points." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor ImportError from mistral_common and Windows ROCm torch.distributed import/type error are unrelated dependency issues." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and xLSTM train-mode unpacking crash are separate model implementations with different symptoms." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary loss normalization bug is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and DiaConfig losing custom token IDs are both token/config issues, but not the same defect or fix." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary loss normalization in MoE models is unrelated to T5 using apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0 and FSDP CPU RAM efficient loading failure are different regressions." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-only backend error without TensorFlow and tensorflow_text backend mapping error are different backend-registration issues." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing pad_token_id and DiffusionGemma image-text-to-text pipeline failure are unrelated model/config problems." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin ImportError are completely different issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile SDPA failure and MLukeTokenizer AttributeError target different models and code paths." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer regression and Kimi-K2.5 tokenizer codec/regex regression are both tokenizer-related but distinct breakages." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and Qwen3_5 recurrent-state reset in cache are separate generation-state bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression for Qwen VL models and Qwen3.5 num_labels propagation are different Qwen family issues with different affected features." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 28, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:28370", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43756", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45405", + "issue:45440", + "issue:46050", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:43756|issue:46402", + "issue:46832|issue:46932", + "issue:43653|issue:44568", + "issue:43761|issue:46829", + "issue:41720|issue:44464", + "issue:43452|issue:43577", + "issue:33666|issue:36331", + "issue:28370|issue:34567", + "issue:43504|issue:43550", + "issue:44466|issue:46050", + "issue:44464|issue:44977", + "issue:44977|issue:46693", + "issue:32090|issue:33666", + "issue:42898|issue:46491", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43504|issue:43720", + "issue:45405|issue:47254", + "issue:43782|issue:46693", + "issue:43278|issue:43688", + "issue:43643|issue:44561", + "issue:43720|issue:44361", + "issue:43688|issue:45440", + "issue:43504|issue:44610", + "issue:44625|issue:47276", + "issue:44734|issue:46612", + "issue:43577|issue:44554", + "issue:44484|issue:44704", + "issue:43525|issue:43572", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "b9523a79e289de9d54e3063aa83c9f703bdc8f935a92c38e9bc9735bc39fd7ae", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36850, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same underlying bug/change; the set is a grab-bag of unrelated model-, tokenizer-, training-, and generation-regression reports. I would not merge any of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the candidates are not duplicates of one another; they cover distinct subsystems and model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the strongest representative issue here: it is an open, well-scoped regression report with broad impact, clear reproduction, and high discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: RoPE-layer loss vs. text-encoder weights not loading." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "Unrelated bugs: RT-DETR feature-level mismatch vs. Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer/special-token related, but different tokenizers and different symptoms; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Different output-contract issues in different vision models; hidden_states missing vs misassigned." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different code paths: device-mapping CUDA assert vs. compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different regressions: gguf tokenizer/model loading vs. dtype mismatch in BLIP-2 loading." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Both involve training, but one is multi-GPU broadcasting and the other is a custom compute_loss signature break." + }, + { + "left": "issue:28370", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated: missing vocab_file on custom SentencePiece models vs. TrainerState token counter not updating." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different subsystems and symptoms: legacy config field on BEiT vs. torch.compile/SDPA failure in Bamba." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load behavior, but one is tied-weight serialization and the other is quantized sinq persistence." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation bugs with different triggers: compiled forward inconsistency vs. Qwen3.5 flash-attention failure." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2, but one is a model-specific correctness issue and the other is a long-context performance regression." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both training-related, but the errors are different and not the same multi-GPU bug." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General tokenization-space behavior change vs. a CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Device-mismatch with CPU offload is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different failure classes: packed-weight unloading during accelerate load vs. config field loss." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different models and root causes; BEiT legacy field handling is not the BitNet packed-weight issue." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "One is a dependency-version bump concern; the other is a runtime checkpointing error with PEFT/ZeRO-3." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Different symptoms and code paths: Qwen3VL weight_only load error vs. FA2 long-context performance regression." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different numerical issues in different models: evaluation dtype drift vs. auxiliary-loss normalization." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Distinct trust_remote_code regressions with different missing APIs/fields and different breakage mechanisms." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are model correctness issues, but they affect different MoE implementations and different loss/forward logic." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated: BEiT legacy config field vs. OmDet-Turbo processor/image-size mismatch." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Different problems: config propagation for Qwen3.5 vs. a misleading warning in continuous batching." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation internals, but one is KV-cache continuation indexing and the other is beam-search cache reorder omissions." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different issues in different execution environments: BLIP-2 dtype loading vs. MPS attention correctness." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save_pretrained shard-size question is unrelated to AutoProcessor kwargs propagation." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar class of config-field regressions, but different models and different missing fields; not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading failure for Phi-4 multimodal is unrelated to the PEFT minimum-version bump." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 29, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:28218", + "issue:29925", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43531", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44843", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46846", + "issue:47332", + "issue:47404", + "issue:47436" + ], + "soft_pairs": [ + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43611|issue:46846", + "issue:43334|issue:45759", + "issue:44514|issue:45290", + "issue:39692|issue:43295", + "issue:43334|issue:43572", + "issue:43994|issue:46192", + "issue:44977|issue:46209", + "issue:45405|issue:47332", + "issue:44488|issue:44843", + "issue:43257|issue:47404", + "issue:42796|issue:44977", + "issue:43493|issue:43825", + "issue:43927|issue:44361", + "issue:43531|issue:47436", + "issue:43646|issue:44466", + "issue:43572|issue:44291", + "issue:28218|issue:29925", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:43278|issue:43701", + "issue:44568|issue:46489", + "issue:44568|issue:45812", + "issue:43504|issue:43606", + "issue:43873|issue:47404", + "issue:43278|issue:43844", + "issue:43493|issue:43844" + ], + "prepared_review_unit_hash": "25caa7f687318f92bc6108d4d7ee68f7844de9b0ee77c366e77aa37a8731d2bf", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35772, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster, not a true duplicate set: the items mostly cover unrelated tokenizer regressions, model-loading/config issues, offloading/quantization bugs, and docs/examples problems.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the set spans many distinct bug families and model-specific regressions rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative for deduping; any choice would hide major topic differences across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: Gemma4 device mismatch during forward vs a quantized model save/load corruption issue." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error on a CLIP model; unrelated failure modes." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both are loading-related, but one is about base_model_prefix handling and the other about missing TP-plan entries for Qwen3.5; different code paths." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API area, but different crashes: batched chat template with padding=False vs assistant messages with tool calls and no content." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example mismatch and quantization failure vs processor.tokenizer regression; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different missing-config-field bugs in different model families." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs vs return_tensors being ignored; distinct tokenizer/processor issues." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; unrelated issues." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "PEFT version pinning problem vs disk-offloaded Qwen3-VL save failure; no shared underlying defect." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for sleng-bert vs offline hub access bug in mistral regex patch." + }, + { + "left": "issue:43257", + "right": "issue:47404", + "accept": false, + "reason": "MoE weight conversion with accelerate+deepspeed vs OOM from conversion-op transients in device_map loading." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling vs Qwen3.5 flash-attention generation; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline error-message wording about translation tasks." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Save/load custom token IDs loss vs MLukeTokenizer AttributeError; different tokenizer defects." + }, + { + "left": "issue:43531", + "right": "issue:47436", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs Qwen2_5OmniConfig missing max_position_embeddings; unrelated config/model bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression vs lm_head.weight serialization inconsistency; different code paths." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs init_empty_weights unexpected argument; not the same issue." + }, + { + "left": "issue:28218", + "right": "issue:29925", + "accept": false, + "reason": "Both tokenizer-related, but one is an added-token spacing regression and the other is a use_fast enforcement problem." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 mixed-length NaN embeddings vs NaNs in classification heads after checkout/init; different symptoms and likely causes." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Attention correctness on MPS vs importing Trainer being blocked by datasets; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype regression in evaluate vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both tokenizer regressions in v5, but different models and failures: missing BOS/EOS addition vs incorrect DeepSeek-Coder output." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and different tokenization behavior." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading bug vs CPU-offload device mismatch; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:47404", + "accept": false, + "reason": "Both relate to offloading/quantization, but one is quantization offload behavior and the other is transient OOM during device_map loading." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Training/eval dtype drift vs ZeRO-3 gradient growth; not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs DeepSpeed gradient blow-up; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 30, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42947", + "issue:43381", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:47013", + "issue:47254", + "issue:47436" + ], + "soft_pairs": [ + "issue:44589|issue:45520", + "issue:46821|issue:46832", + "issue:43824|issue:44589", + "issue:46209|issue:46710", + "issue:43504|issue:43653", + "issue:42490|issue:43696", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:44493|issue:46285", + "issue:45072|issue:46832", + "issue:44464|issue:45584", + "issue:43572|issue:47436", + "issue:43873|issue:46050", + "issue:15354|issue:38175", + "issue:45245|issue:46710", + "issue:47013|issue:47254", + "issue:44849|issue:45357", + "issue:45084|issue:45520", + "issue:45229|issue:45823", + "issue:42947|issue:43381", + "issue:28218|issue:34567", + "issue:44423|issue:44734", + "issue:43844|issue:44964", + "issue:44849|issue:46209", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:41720|issue:46710" + ], + "prepared_review_unit_hash": "24d6e29a66e93ef8d6ce03a4b2d857b5f8bbaeb54f044f6dc26bccd4df2a396b", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36505, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, config, loading, checkpointing, serving, quantization, and model-specific bugs. None of the soft-similarity pairs look like the same underlying issue, so no canonical duplicate should be selected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits; the items are about different code paths and failure modes rather than one duplicated bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not a duplicate set and spans many unrelated topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: FP8 storage lookup error vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Unrelated model-specific problems: TimesFM window_size attribute error vs RT-DETR feature-level forward mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Different areas and symptoms: Qwen2.5-VL import error vs missing Float8 storage backend." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to an accuracy regression after a transformers upgrade." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: BEiT pretrained loading legacy field vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning is unrelated to GPT-oss CUDA out-of-memory." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real CPU offload device mismatch; the other is a stale CI test for GraniteSpeech." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Both are model output issues, but the concrete bugs differ: SigLIP2 bad outputs vs unexpected position-id key handling." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Position-id key warnings are not the same as CLIP text model structural changes." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference is unrelated to RT-DETR feature-level indexing." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is a different path than Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:43572", + "right": "issue:47436", + "accept": false, + "reason": "Both are config attribute problems, but they affect different models and missing fields." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Generic offloading/quantization behavior is not the same as sinq save/load corruption." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-limit runtime error is unrelated to an accuracy regression after version upgrade." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM train-mode unpacking bug is distinct from PEFT + DeepSpeed checkpointing errors." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden_states bug and incorrect visual encoder save keys are different failure modes." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error is unrelated to flash_attn import lookup on Python 3.13." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM in multi-GPU inference is not the same as a PLE device mismatch in forward." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing ineffective with PEFT LoRA is distinct from checkpointing being disallowed in eval mode." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token and TrainerState token counters are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash with a string-to().to issue is different from KV-cache continuation tensor indexing." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient explosion is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden_states bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting is different from multi-GPU OOM." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py sink-less model crash is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing internal flash-support import is not the same as meta-device loading breakage." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is not an accuracy regression issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 31, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:27957", + "issue:28370", + "issue:29942", + "issue:30333", + "issue:34689", + "issue:37428", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:44186", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47145", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:44849|issue:47145", + "issue:47332|issue:47404", + "issue:43937|issue:46701", + "issue:43295|issue:43450", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44554|issue:45446", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43404|issue:46710", + "issue:43295|issue:43873", + "issue:44869|issue:46752", + "issue:43572|issue:46821", + "issue:29942|issue:30333", + "issue:28370|issue:34689", + "issue:43540|issue:45200", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:45406|issue:46121", + "issue:44186|issue:46192", + "issue:43450|issue:43575", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:45520|issue:46178", + "issue:43334|issue:43525", + "issue:27957|issue:28370", + "issue:42915|issue:43824", + "issue:43295|issue:43493" + ], + "prepared_review_unit_hash": "d555ecd16058bb8e1ea1db0faf03d529280f6fc8c99ba234120d487f06565922", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36413, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers issues. Only one soft pair looks like a likely duplicate: the two missing-`pad_token_id` config regressions for different model families. The rest differ by model, code path, or symptom and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster canonical: the items span unrelated bugs across models, processors, offloading, attention, and import/config regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-states behavior vs FP8 frozen-checkpoint weight-scale loading." + }, + { + "left": "issue:47332", + "right": "issue:47404", + "accept": false, + "reason": "Both involve memory/offloading, but one is save-time disk offloading and the other is load-time device-map OOM during conversion." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated models and failures: invalid GenerationConfig vs a diffusion pipeline output integration problem." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor-related, but one is a tokenizer/processor API regression and the other is batched video shape handling." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but the symptoms differ: dummy Conv2d implementation vs memory overflow at model invocation." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different model families and different failure modes; flash-attention generation issue is not the same as the diffusion pipeline bug." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different attention code paths: MPS correctness bug vs a PyTorch version check/import guard issue." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different subsystems: bfloat16 dtype mismatches in inference vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal plumbing, but one crashes in flash-attention integration on `s_aux=None`; the other is a `from_config` text_config unwrap issue." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Different concrete problems: weight tying in Mistral3 vs an accuracy regression after a version upgrade." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "One is a processor-tokenizer regression; the other is offloading behavior with quantization." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Different text-processing failures: Whisper timestamp decoding vs `apply_chat_template` on an empty list." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both are missing-attribute errors, but they affect different configs and different missing fields (`pad_token_idx` vs `window_size`)." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Completely unrelated: Flash Attention 2 test failures vs MLflow reporting after training job failure." + }, + { + "left": "issue:28370", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading-related, but one is a missing `vocab_file` on custom SentencePiece models and the other is a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal issues: video-input processing in Qwen3OmniMoe vs a Gemma 4 token-type-id defaulting problem." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but the bugs are different: tokenizer access regression vs OmDet-Turbo producing the wrong image size." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: Gemma4 device placement mismatch vs return_tensors being ignored when text kwargs are passed." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated failures: missing `_tokenizer` on Gemma4Processor vs rope-parameter validation type handling." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Both are tokenizer/input-preprocessing issues, but they target different APIs and failure modes." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Different areas: batched video processor shape bug vs tensor-parallel loading OOM." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they concern different symbols and different model families." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Different training/runtime problems: torch.compile + SDPA failure vs gradient blow-up under ZeRO-3." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but separate bugs: missing text-only token-type defaults vs device-map forward mismatch." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import mapping issues, but they are for different backends and different error paths." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Strong match: both report the same missing `pad_token_id` attribute on newly introduced config classes, likely one shared regression in config plumbing." + }, + { + "left": "issue:27957", + "right": "issue:28370", + "accept": false, + "reason": "Both mention model loading/utilities, but XLM-R Flash Attention 2 and missing `vocab_file` are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated: FineGrainedFP8Config failure for Qwen3Moe vs a Qwen2.5-VL import error." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Different problems: processor/tokenizer regression vs SigLIP2 implementation discrepancy against JAX." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence, and the single accepted soft pair is the only one with a clearly shared failure mode (`pad_token_id` missing on config objects). The rejections are appropriately cautious given only titles/body snippets. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 32, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44857", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:47405" + ], + "soft_pairs": [ + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:29870|issue:29942", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:43262|issue:43450", + "issue:43975|issue:45520", + "issue:28218|issue:35141", + "issue:44521|issue:45290", + "issue:43653|issue:44112", + "issue:43950|issue:46285", + "issue:44737|issue:46894", + "issue:44442|issue:45198", + "issue:43452|issue:46512", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:44561|issue:46234", + "issue:44466|issue:45127", + "issue:43335|issue:43550", + "issue:45381|issue:46209", + "issue:45200|issue:45325", + "issue:43611|issue:47405", + "issue:44898|issue:45412", + "issue:45200|issue:46899", + "issue:44610|issue:44857", + "issue:37428|issue:43425" + ], + "prepared_review_unit_hash": "98bd2ce2cf394c2c288c4029461e0a0c475744a2329548901306172440635aa2", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers bug reports rather than a duplicate set. None of the soft-pair candidates look like the same underlying bug or change, so I rejected all of them.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #44521 is the best representative of the cluster only in a loose triage sense: it is active, has multiple inbound references, and sits in the broad chat-template/multimodal area that overlaps the only near-neighbor pair here.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 has the strongest overall triage signal among these heterogeneous issues (open, discussed, and referenced), making it the most plausible anchor issue even though the set is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Different bugs: local-model path trailing-slash import warning vs SigLIP2 HF/JAX implementation discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "One is a SigLIP2 docs/example bug; the other is a generic processor kwarg/return_tensors regression." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate decoder_attention_mask UnboundLocalError is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import error and DeepSeek detokenization regression affect different code paths and models." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory usage during training." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape bug are different multimodal processor issues." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug is unrelated to Python 3.13 flash_attn import utilities failure." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior after added tokens is not the same as output-embedding reinitialization on resize." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is multimodal assistant-mask handling and the other is tool-call/no-content tokenization crash." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird special-token registration and GraniteSpeech CI device-override flakiness are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is a different regression from CLIP text-model structural inconsistency." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange/device placement bug is unrelated to CohereASR training-loss double-shift." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer AutoTokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are different model/tokenizer bugs." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file/from_pretrained loading issue is not the same as from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Qwen video-input regression and return_tensors being ignored with text_kwargs are different API failures." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch and GraniteSpeech stale device override test are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention import utilities, but they concern different missing helpers and different compatibility breaks." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head serialization inconsistency with device/tied weights is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile SDPA failure touch different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids regression and FP8 inference failure on B200 are unrelated issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Missing default mm_token_type_ids for text-only fine-tuning is different from Qwen2.5-VL rope/temporal position scaling." + }, + { + "left": "issue:43611", + "right": "issue:47405", + "accept": false, + "reason": "Base_model_prefix loading break and silent model_type mismatch conversion skip are distinct loading/dispatch regressions." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure at non-default resolution is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "mm_token_type_ids defaulting and Gemma4 4-bit dtype-cast corruption are different multimodal processing bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo resolution mismatch and LwDetrImageLoss AMP crash are different failure modes." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash_supports_window_size import and Torch 2.10 incompatibility are separate environment/version 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": 28, + "review_unit_index": 33, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43335", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44493", + "issue:44617", + "issue:44792", + "issue:44843", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45200", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45923", + "issue:46209", + "issue:46285", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858", + "issue:46932", + "issue:47405", + "issue:47427", + "issue:47436" + ], + "soft_pairs": [ + "issue:45200|issue:46932", + "issue:44843|issue:47427", + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:43606|issue:45083", + "issue:41720|issue:46209", + "issue:43525|issue:47436", + "issue:44857|issue:45593", + "issue:44792|issue:45563", + "issue:28282|issue:33357", + "issue:46512|issue:46821", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:45923|issue:47405", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:43827|issue:43901", + "issue:29942|issue:32090", + "issue:44206|issue:45584", + "issue:46431|issue:46566", + "issue:44855|issue:45083", + "issue:43335|issue:43606", + "issue:44617|issue:46697", + "issue:43335|issue:44112", + "issue:42490|issue:43854", + "issue:43819|issue:44493", + "issue:46424|issue:46858", + "issue:44292|issue:45520", + "issue:43335|issue:45083" + ], + "prepared_review_unit_hash": "14e7e60b1a7e3f8d7de859fbbdff1be99c931c015ee199081f99c8293060ca7a", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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": "The pairwise candidates are mostly superficially similar but describe different bugs, models, or code paths. I would reject all soft edges and avoid collapsing this cluster into a duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #44843 is the clearest, most concrete bug report in the set: it names a specific failing code path, has an explicit offline-mode trigger, and is easier to use as a representative anchor than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44843 is the strongest issue candidate overall because it is narrowly scoped, reproducible, and has a clear root-cause hypothesis; the rest are too heterogeneous to serve as better duplicates anchors.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Different bugs: Gemma text-only token-type defaults vs quantized vision/audio dtype casting." + }, + { + "left": "issue:44843", + "right": "issue:47427", + "accept": false, + "reason": "One is offline hub lookup behavior; the other is initialization skipping on non-CUDA hardware." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and different failures: DAC latent reconstruction vs qwen3_omni_moe length helper." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated tokenizer special-token registration issue versus SwitchTransformers sparse-layer config bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length arithmetic." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware-related inference failures, but on different models, GPUs, and likely different code paths." + }, + { + "left": "issue:43525", + "right": "issue:47436", + "accept": false, + "reason": "Both mention missing config fields, but they are different config classes and different absent attributes." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different model components: float16 CUDA loss crash versus missing auxiliary losses when denoising is off." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Image-generation test failure and stale generate warning are distinct behaviors." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import failure is unrelated to a MacOS bus error loading a CLIP model." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale dtype metadata and TimesFM window_size AttributeError are separate config/constructor bugs." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and failures: sparse encoder-layer creation versus BEiT legacy field loading." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:45923", + "right": "issue:47405", + "accept": false, + "reason": "Missing gradient-checkpointing flag is unrelated to silent wrong-auto-class checkpoint loading." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected probabilities and RT-DETR memory leaks are unrelated issues." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Multimodal text_config unwrapping and CLIP structure inconsistency are different API regressions." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they affect different pages and different deprecated pipeline behaviors." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and _gpu_broadcast_one TypeError are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported processor arg and empty-transcription generation failure are different code paths." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor is unrelated to weights remaining on meta with auto device mapping." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing failure is not the same as qwen3_omni_moe feature-length logic." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and Bark CPU offload mismatch are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same bug as Swin2SR over-padding." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position-id key warnings do not share a concrete code path." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max length handling and static-cache slice arithmetic on non-CUDA backends are distinct cache bugs." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different models and mechanics: sparse-layer creation versus helper-length computation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 34, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:26413", + "issue:27957", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:47000" + ], + "soft_pairs": [ + "issue:43388|issue:43526", + "issue:45588|issue:45859", + "issue:37428|issue:44351", + "issue:43606|issue:44857", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:44448|issue:44743", + "issue:39692|issue:43526", + "issue:10000|issue:15354", + "issue:34689|issue:35141", + "issue:45290|issue:46326", + "issue:44514|issue:44521", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:29127|issue:32090", + "issue:44448|issue:44779", + "issue:43550|issue:45083", + "issue:32090|issue:33357", + "issue:38175|issue:44493", + "issue:42490|issue:43575", + "issue:43278|issue:43825", + "issue:37428|issue:42175", + "issue:43278|issue:43329", + "issue:25251|issue:32090", + "issue:27957|issue:34689", + "issue:45310|issue:45478", + "issue:29942|issue:35141", + "issue:45593|issue:47000", + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "dc6c6b7de5bd55e981950942a644e9d761208add701b82d4da7416ec4b971c9d", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36816, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-issue reports across different models/code paths. The only clear duplicate soft edge is the pair of identical Qwen3.5 Moe `from_pretrained` regression reports; all other soft pairs should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the earliest clear report of the Qwen3.5 Moe `from_pretrained` regression, and issue:45478 is an almost exact duplicate with the same title and failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue representative because it has the same concrete regression as issue:45478 and appears to be the original report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention label handling, but they hit different functions and different bugs (`gather_for_metrics` truncation vs `reduce_labels` returning one label)." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different failure sites and code paths: flash-attention integration on `s_aux=None` vs Qwen3.5 Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "These are separate import errors for different symbols (`_flash_supports_window_size` vs `HybridCache`) and do not describe the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Completely different models and symptoms: CPU-offload device mismatch in Bark vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "One is a bad argument in `LasrFeatureExtractor`, the other is a device-mapping mismatch in Gemma4 PLE forward; not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs example/model-processor mismatch and quantization failure is unrelated to unexpected `position_id` key behavior across many models." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both involve model behavior changes, but the concrete bugs are different: Pegasus output drift vs Qwen recurrent state reset with cache." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "A SigLIP2 documentation-example problem is unrelated to `BeitImageProcessorFast.reduce_labels` returning only one label." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different models, different stacks, and different failures: German DistilBertModel issue vs torch.jit GeneratorExp export error for ViT." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision load regression and token-embedding reinitialization are different bugs with different triggers." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one crashes on tool-call assistant messages and the other concerns `continue_final_message` for mistral_common tokenizers; not the same concrete bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are `apply_chat_template` issues, but one is a batching/padding crash and the other is incorrect all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different areas entirely: BitNet packed-weight loading vs a stale GraniteSpeech CI test failure." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models/code paths and different precisions (`float16` AMP crash vs `bfloat16` inference mismatch)." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "One is a clearer `layoutlmv3` error-message issue; the other is a Trainer broadcast `NoneType` TypeError. Different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and symptoms: Pegasus output changes vs Deepseek tokenizer regression in v5." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "`torch.compile` + SDPA failure in Bamba is unrelated to a feature-extractor length helper bug in qwen3_omni_moe." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "A Trainer `_gpu_broadcast_one` TypeError and a MacOS bus error with a community CLIP model are not the same failure." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities and unexpected `position_id` keys are distinct symptoms with no clear shared code path." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during eval and a pipeline translation-deprecation warning are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "A missing flash-attention helper import is unrelated to TensorFlow not being installed in the `.[torch]` extra." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "One concerns dtype changes in embeddings; the other is an undefined-variable bug in multimodal token counting. Different code paths." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline `top_k` nesting behavior and Trainer broadcast errors are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both are model/version regressions, but they affect different models and failure modes; no evidence they are the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, same `transformers>=5.4.0` / Qwen3.5 Moe `from_pretrained` regression; clear duplicate." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and token-embedding reinitialization are separate issues." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and RTDetrLoss infeasible cost-matrix crashes are different detection-training bugs." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume epoch-iterator failure and FineWeb training not starting are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The duplicate call on issue:45310/45478 is conservative and supported by identical titles plus the earlier creation date. The other soft-edge rejects stay cautious and do not overclaim sameness from superficial 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": 28, + "review_unit_index": 35, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:29870", + "issue:29925", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43526", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44589", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45127", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:47276", + "issue:47436" + ], + "soft_pairs": [ + "issue:45459|issue:46234", + "issue:45127|issue:45245", + "issue:29870|issue:32090", + "issue:44360|issue:44561", + "issue:44448|issue:44977", + "issue:45290|issue:45381", + "issue:40444|issue:43526", + "issue:32090|issue:33290", + "issue:29870|issue:33290", + "issue:44464|issue:46424", + "issue:44589|issue:47436", + "issue:44530|issue:47276", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:29925|issue:34689", + "issue:42490|issue:43873", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:43927|issue:45698", + "issue:43257|issue:43299", + "issue:45290|issue:46655", + "issue:29942|issue:30064", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:45588|issue:45823", + "issue:44871|issue:44977", + "issue:44448|issue:44466" + ], + "prepared_review_unit_hash": "ac0a0cfea80a7cd727242a53ef0df49e5ec6b0247630a606949c72f36b585404", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36547, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly unrelated issue reports across different models, subsystems, and failure modes. I would not merge any of the soft-edge pairs; if a single issue must represent the set, the broadest/high-signal regression is the AutoTokenizer v5 regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45920 is the strongest representative bug report here: it describes a broad v5 regression affecting multiple models, has multiple inbound references, and a clear concrete symptom (wrong token IDs).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue to keep as a canonical anchor because it is broad, well-scoped, and impacts multiple downstream users/models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf decode-error masking and a missing import_utils symbol are different failure classes with no shared code path." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge / extended-vocab collapse is unrelated to the 2^24 categories limit error." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() UnboundLocalError and Trainer _gpu_broadcast_one NoneType handling are separate bugs in different paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and trust_remote_code breakage from removing is_torch_fx_available are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are different model/regression reports." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crashes and Qwen2.5-VL video vision_position_ids issues do not share the same code path." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image iterable finetuning failure and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "A NoneType broadcast crash in Trainer is not the same issue as an Adafactor+deepspeed OOM." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "The BART generate() assignment bug is unrelated to the deepspeed optimizer memory blowup." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward and cache max length handling are separate cache/generation issues." + }, + { + "left": "issue:44589", + "right": "issue:47436", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen2.5OmniConfig missing max_position_embeddings are unrelated load-time errors." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache invalid group type and a misleading synced_gpus warning are different batching/caching problems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient checkpointing disallowed in eval mode are not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 JIT parsing/IndentationError and a missing Qwen3.5 kernel decorator are unrelated." + }, + { + "left": "issue:29925", + "right": "issue:34689", + "accept": false, + "reason": "SigLIP tokenizer fast-mode enforcement and Llama 3.2 vision model loading breakage are separate problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash local model import warnings and quantization offloading failures do not match." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU CUDA OOM are different issues." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs in AutoTokenizer and return_tensors being ignored are distinct tokenizer API regressions." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig losing custom token IDs and loading the wrong custom module after save_pretrained are different serialization bugs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and Qwen3VL MOE loading in v5 are related thematically but not the same concrete failure." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call handling and video processor padding calculation are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different test/processor bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a CLIP model and SigLIP2 docs example errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes and Wav2Vec2 save/tokenization failures are distinct tokenizer/model issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer regression are unrelated v5 issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading problems and Gemma4 multi-GPU OOM are different resource-management failures." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 device-map mismatch are separate forward-path bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output differences and serialized lm_head.weight inconsistencies are different regression reports." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 36, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:23647", + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:46121", + "issue:46421", + "issue:46693", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:23647|issue:29870", + "issue:43381|issue:43701", + "issue:44361|issue:45198", + "issue:43278|issue:43575", + "issue:29127|issue:34567", + "issue:41720|issue:45229", + "issue:46421|issue:46858", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:44265|issue:45198", + "issue:43653|issue:44442", + "issue:43611|issue:46121", + "issue:43976|issue:45440", + "issue:45198|issue:45803", + "issue:29870|issue:34689", + "issue:44977|issue:45563", + "issue:43653|issue:44743", + "issue:44077|issue:47276", + "issue:43334|issue:43531", + "issue:42915|issue:42994", + "issue:43065|issue:43994", + "issue:43756|issue:45440", + "issue:44568|issue:45491", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:42490|issue:43381", + "issue:29127|issue:33357", + "issue:43994|issue:45412", + "issue:43065|issue:45412", + "issue:45491|issue:46693", + "issue:44442|issue:45072", + "issue:45372|issue:45588" + ], + "prepared_review_unit_hash": "93601e0eeefc7c9d2468e9481424d01ac38a240fd4d7a3b937f65b6500143af7", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37386, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated bugs in tokenizers, generation, model loading, quantization, export, cache handling, and model-specific regressions. None of the suggested soft pairs look like the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items describe many unrelated problems across different models and subsystems.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No global best issue: none of these issues subsumes the others or represents the shared bug for the cluster.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:23647", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated: Wandb sweeps custom objective vs BART generate() decoder_attention_mask UnboundLocalError." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different problems: eval-mode gradient checkpointing restriction vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both tokenizer-related, but different models and failures: MLukeTokenizer AttributeError vs Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different symptoms and code paths: dtype drift in evaluate vs tensor-parallel loading OOM." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-info error is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are inference failures, but one is CUDA assert on Qwen3 auto device map and the other is Gemma4 multi-GPU OOM." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Cache-related, but distinct bugs: spurious recompilation with chunked prefill vs device-tensor seq_length breaking slice arithmetic." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different paths: LasrFeatureExtractor unsupported center arg vs video-input regression in Qwen VL models." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure in Gemma3n is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure for torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer bugs, but not the same: BigBird special-token registration vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Different regressions: base_model_prefix loading break vs convert_rope_params_to_dict TypeError on JSON list input." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated: Python version compatibility regression vs DeepSeekV3 native/remote implementation divergence." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different components: Wav2Vec2 save/tokenization failure vs FuyuBatchFeature bare-except swallowing errors." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generation UnboundLocalError is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression vs stale warning in paged generate(); different bug and severity." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token issue is unrelated to Qwen3.5 recurrent-state reset in cache mode." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "PatchTST post_init policy vs synced_gpus warning message; no shared code-path bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id load failure is unrelated to Qwen3-MoE sliding_window handling." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is FP8 config failure and the other is quantized model saving failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and failures: Sam3PixelDecoder dummy conv vs Siglip2 nonsensical outputs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch is unrelated to DeepSeekV3MoE divergence." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token addition bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOMs, but one is TP load OOM and the other is increased reserved memory under int4 quantization; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path trailing slash import warning is unrelated to eval-mode gradient checkpointing restriction." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-info error and MacOS CLIP bus error are unrelated model-specific issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 wrong outputs vs RT-DETR memory not released; different failure modes and code paths." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and RT-DETR GC/memory leak are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings from sliding-window padding is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype mismatch in bf16 inference; different subsystems." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import issue is unrelated to flash_attention crash on sink-less models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 37, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:23647", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29870", + "issue:29925", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43646", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44857", + "issue:44898", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:45406|issue:46701", + "issue:43526|issue:47217", + "issue:44625|issue:45584", + "issue:29127|issue:35141", + "issue:45440|issue:45593", + "issue:43421|issue:45491", + "issue:43526|issue:45834", + "issue:45250|issue:46640", + "issue:45459|issue:45712", + "issue:45412|issue:46369", + "issue:45372|issue:45406", + "issue:43824|issue:44279", + "issue:45245|issue:45563", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43381|issue:43873", + "issue:27957|issue:33290", + "issue:45372|issue:45459", + "issue:43994|issue:46369", + "issue:43526|issue:46693", + "issue:42915|issue:43931", + "issue:23647|issue:28282", + "issue:43066|issue:44462", + "issue:44857|issue:45588", + "issue:29870|issue:29925", + "issue:45588|issue:46821", + "issue:27957|issue:29127", + "issue:44442|issue:44898", + "issue:44514|issue:45381", + "issue:43646|issue:44077" + ], + "prepared_review_unit_hash": "783caca32cf2e134d990bff29617161dd83c0885cf7a2032efa515ee0fd3a3a3", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft-similar issue pairs mostly share only broad Transformers vocabulary (e.g. model names, tokenizers, Flash Attention, generation) but describe different bugs, different code paths, or different models. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical here; the items span unrelated bugs across many subsystems, so any choice would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative of this cluster because the similarity is mostly topical rather than duplicate-level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Both touch Gemma-related code, but one is a missing processor attribute and the other is an image-text pipeline failure; different bugs." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Unrelated areas: BeitImageProcessorFast label reduction vs VL image-placeholder handling." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: Qwen3.5 config propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model implementations and symptoms: DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizersBackend post-processor updates and Gemma3 NaN embeddings are separate code paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different processors and failures: Beit label handling vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic Flash Attention titles, but there is no evidence they describe the same concrete bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error handling is unrelated to dummy class cleanup and dir(transformers) leakage." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but RT-DETR GC cleanup and SAM3 LiteText overflow are different failures." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor loading fails for different reasons: mistral_common import vs missing _tokenizer." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "The first is a specific missing export import error; the second is only a broad dependency issue." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and a stale warning in paged generate are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems: optimizer memory use vs embedding resize/post_init behavior." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantized offloading are separate issues." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and deepspeed OOM are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import dependency failure and protobuf tokenizer error masking are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs and SAM3 LiteText memory overflow are different problems." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Beit label reduction and FA2 long-context regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different load/config bugs." + }, + { + "left": "issue:23647", + "right": "issue:28282", + "accept": false, + "reason": "Wandb sweeps custom objective and missing PyTorch import are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are different tokenizer-loading issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None crash are different code paths." + }, + { + "left": "issue:29870", + "right": "issue:29925", + "accept": false, + "reason": "BART decoder_attention_mask bug and SigLIP fast tokenizer enforcement are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash attention sinkless-model crash and TimesFM window_size AttributeError are different failures." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "No shared bug: XLMRoberta FA2 support vs LayoutLMv3 error clarity." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer loading failure and Perceiver interpolate_pos_encoding failure are different models and paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom model init breakage is broader than the specific patchtsmixer optional post_init change." + }, + { + "left": "issue:43873", + "right": "issue:45412", + "accept": false, + "reason": "Quantization offloading and RT-DETR object lifetime/memory release are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 38, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43950", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45245", + "issue:45440", + "issue:45759", + "issue:45859", + "issue:46121", + "issue:46178", + "issue:46234", + "issue:46399", + "issue:46821", + "issue:47312", + "issue:47427", + "issue:47436" + ], + "soft_pairs": [ + "issue:46121|issue:46399", + "issue:43761|issue:45859", + "issue:43316|issue:47312", + "issue:46821|issue:47436", + "issue:43720|issue:44442", + "issue:43262|issue:44206", + "issue:25251|issue:28282", + "issue:44743|issue:44811", + "issue:44977|issue:45245", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:42490|issue:44743", + "issue:43316|issue:45759", + "issue:43493|issue:43827", + "issue:43749|issue:43931", + "issue:42617|issue:43575", + "issue:43643|issue:44913", + "issue:43550|issue:43701", + "issue:44987|issue:46178", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:43606|issue:43701", + "issue:44964|issue:45440", + "issue:43575|issue:43742", + "issue:43950|issue:47427" + ], + "prepared_review_unit_hash": "cf79c048e247257c59fa4ce714a30327c76171931a153bd3322273a7602c0a6e", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34948, + "estimated_input_tokens": 8737, + "estimated_eval_tokens": 17730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated one-off transformer bugs across different models, configs, and subsystems. None of the soft pairs appear to describe the same concrete underlying issue closely enough to merge as duplicates.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 43873 is the broadest and most active loading/offload-related report in the set, with the strongest discussion/references footprint; it is the best single anchor only in a loose sense.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most central and reusable representative of the cluster because it targets a broad runtime/loading path rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Different failures: rope-parameter validation TypeError vs Qwen3.5 kernel registration/decorator crash." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and code paths: CLIPVision hidden_states regression vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "One is a Gemma3 config API mismatch; the other is a generic kernels 0.16 compatibility issue." + }, + { + "left": "issue:46821", + "right": "issue:47436", + "accept": false, + "reason": "Unrelated config attributes: TimesFM window_size vs Qwen2.5 Omni max_position_embeddings." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight accelerate loading bug for BitNet vs tokenizer loading failure for FastSpeech2Conformer." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default vs feature extractor unsupported center argument." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output nesting regression is unrelated to a missing PyTorch import." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different behaviors in different modules: recurrent cache reset vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the category-count limit error." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend install issue vs missing import_utils helper; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTST mixer post_init API constraint is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior bug vs Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local path parsing/import warning is unrelated to Qwen recurrent-state reset." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but they concern different models and distinct API mismatches." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation divergence is unrelated to docs still mentioning pipeline()." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same as Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading vs GPTNeoX rotary_pct reset on reload." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model load failure for physical-intelligence/fast is unrelated to tensorflow_text backend registration." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Bart decoder_attention_mask assignment." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different config attributes and models: Gemma3TextConfig API discrepancy vs Llama4Config pad_token_id missing." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load regression and DeepseekV3MoE divergence are different model-specific issues." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on a large Qwen model is not the same as a key error loading MobileLLM-125M." + }, + { + "left": "issue:43950", + "right": "issue:47427", + "accept": false, + "reason": "Non-persistent buffer corruption on load is a different regression from redundant init skipping on non-CUDA hardware." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 39, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:23647", + "issue:25251", + "issue:27957", + "issue:28218", + "issue:32090", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43452", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45584", + "issue:45803", + "issue:45907", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46506", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:43316|issue:43716", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:46829|issue:46932", + "issue:27957|issue:32090", + "issue:44589|issue:47276", + "issue:43295|issue:44871", + "issue:23647|issue:28218", + "issue:44871|issue:45584", + "issue:43295|issue:43825", + "issue:43761|issue:44188", + "issue:16998|issue:22355", + "issue:43232|issue:43388", + "issue:46234|issue:46291", + "issue:44521|issue:47217", + "issue:43452|issue:44496", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:25251|issue:27957", + "issue:43065|issue:44617", + "issue:43352|issue:46640" + ], + "prepared_review_unit_hash": "73643fdd8e7fc745b9d341fdba4a3d2cecc38fba5d0f562ee1e4cbc2e0ef0d6e", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35665, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are largely unrelated despite some surface similarity in model/tokenizer/generation wording. I would not merge any of these soft edges; they describe distinct bugs or feature requests in different code paths. No single canonical issue stands out for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Different problems: AddedToken keyword collision vs list_repo_files not forwarding revision. No shared code path." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both involve outputs/None handling, but one is CLIPVision hidden_states regression and the other is ModelOutput key assignment. Different bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated failures: DebertaV2 import parse error on Python 3.13 vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script vs model config recognition/loading failure. Different layers and symptoms." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency is not the same as Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model weight shape mismatch during load vs incorrect checkpoint saving behavior. Different directions of the load/save pipeline." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to a bare-except swallowing errors in FuyuBatchFeature.convert_to_tensors()." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states bug is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:44589", + "right": "issue:47276", + "accept": false, + "reason": "Float8 storage loading error is unrelated to a misleading synced_gpus warning message." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression is distinct from Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:23647", + "right": "issue:28218", + "accept": false, + "reason": "Wandb sweeps custom objective and tokenizer added-token spacing are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different models and code paths: Gemma-3 eos_token_id config vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to pipeline translation-task error messaging." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length question for DeBERTa-V3 is unrelated to missing transformers.onnx import." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue is unrelated to gather_for_metrics dropping labels in the last batch." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol is unrelated to kernels v0.15 requiring version/revision arguments." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both involve multimodal behavior, but one is assistant_masks generation and the other is image-placeholder handling in user text. Not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to unrecognized model_type / config.json loading failure." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic Transformers 5.0 custom initialization breakage is too broad and not the same as GPTNeoX rotary_pct reload regression." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch is unrelated to sinq quantization save/load corruption." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output nesting change is unrelated to Flash Attention 2 support." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A specific model lacking Flash Attention 2 support is not enough to merge with a generic Flash Attention 2 issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 40, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:23647", + "issue:27957", + "issue:29925", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:42907", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43931", + "issue:44060", + "issue:44162", + "issue:44464", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46697", + "issue:47013", + "issue:47217" + ], + "soft_pairs": [ + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:42907|issue:45698", + "issue:44162|issue:44792", + "issue:43540|issue:44514", + "issue:46178|issue:46291", + "issue:44792|issue:44977", + "issue:44610|issue:46369", + "issue:44479|issue:47217", + "issue:45803|issue:46365", + "issue:44534|issue:44913", + "issue:45381|issue:47217", + "issue:44792|issue:45600", + "issue:45542|issue:46234", + "issue:27957|issue:29925", + "issue:43525|issue:43531", + "issue:43504|issue:45698", + "issue:23647|issue:27957", + "issue:35141|issue:42490", + "issue:46693|issue:47217", + "issue:45803|issue:46170", + "issue:43931|issue:44060", + "issue:45632|issue:46424", + "issue:45588|issue:47013", + "issue:44855|issue:45588", + "issue:46082|issue:46697", + "issue:45127|issue:45200", + "issue:41950|issue:43475" + ], + "prepared_review_unit_hash": "c6159713cbbb1e9e22a0a1ccc6d213049d01c770f940fe64e48458479415df55", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This batch is heterogeneous: most items are unrelated bugs across different models, processors, and import/cache paths. I found no convincing duplicate pairs among the soft candidates; one pair is superficially close but still not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "There is no single canonical issue here because the items cover unrelated failures in different subsystems and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the strongest standalone report in this set: it describes a clear regression, has broad impact, and received substantial discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both involve chunked generation/cache behavior, but one is about incorrect outputs and the other about spurious recompilation; different underlying bugs." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different models and different failure modes: untied lm_head weights vs FlashAttention-related runtime failure." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "One is about saving dequantized Ministral/Devstral models; the other is about loading the wrong custom module after save_pretrained. Related area, not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated model families and symptoms; no shared concrete code-path." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal input issues, but they affect different processors and different crash conditions." + }, + { + "left": "issue:46178", + "right": "issue:46291", + "accept": false, + "reason": "Distinct dependency/import problems involving different backends and packages." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and unrelated generation/test failures." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor image-size mismatch vs memory overflow; these do not describe the same defect." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but one is a video-input regression and the other is an image-placeholder placement crash; different bugs." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to Trainer import failure from datasets." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is a v5 buffer initialization regression; the other is a config value not persisting on reload." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL models, but one is about video position ids and the other about image placeholders in user text." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failed Janus test and a stale auto_mappings reference are separate issues." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different backend/import warnings affecting different optional dependencies." + }, + { + "left": "issue:27957", + "right": "issue:29925", + "accept": false, + "reason": "XLMRoberta FlashAttention support and SigLIP fast-tokenizer enforcement are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id handling and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset loading failure vs wrong custom module resolution after save/load are not the same code-path problem." + }, + { + "left": "issue:23647", + "right": "issue:27957", + "accept": false, + "reason": "Wandb sweeps custom objective and XLMRoberta FlashAttention are unrelated." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and trailing-slash local path warnings are unrelated." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Performance regression with FA2 and long-context generation is unrelated to image-placeholder placement failures." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in tensor conversion and Windows/ROCm import errors are separate problems." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch and Qwen3-Next tied-weights warning describe different model/config issues." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collisions for local models and max_cache_length handling are different cache bugs." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "FlashAttention sinkless-model crash and xLSTM state unpacking are unrelated failures." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 vs flash_attention.py AttributeError are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are different subsystems." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge/tied-embeddings collapse and Gemma 4 mm_token_type_ids defaults are not the same issue." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and Sam3VisionEncoderOutput missing attribute are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 41, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:23647", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43388", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45381", + "issue:45405", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:46202", + "issue:46369", + "issue:46399", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46894", + "issue:46932", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:44792|issue:45405", + "issue:44242|issue:46894", + "issue:43650|issue:46202", + "issue:44617|issue:45584", + "issue:44190|issue:44964", + "issue:25251|issue:29870", + "issue:43827|issue:43994", + "issue:43388|issue:43688", + "issue:45245|issue:46858", + "issue:45072|issue:46932", + "issue:29870|issue:35141", + "issue:43644|issue:44913", + "issue:44734|issue:45406", + "issue:44869|issue:46832", + "issue:43335|issue:44855", + "issue:46399|issue:47312", + "issue:23647|issue:29127", + "issue:43854|issue:44792", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:39692|issue:47321", + "issue:43550|issue:44190", + "issue:43827|issue:47321", + "issue:45563|issue:45584", + "issue:44617|issue:46369", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:43526|issue:46697" + ], + "prepared_review_unit_hash": "19ffb11eb8f983f018f53b397e19706efd2663e279eb0fcfa2b7dc915b83dc39", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36520, + "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 highly heterogeneous: the issues span unrelated models, docs, serve/runtime, quantization, generation, and data-processing bugs. I do not see any soft pair that clearly describes the same underlying bug or change, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43644 is the broadest, most cross-cutting regression in the set and is the best anchor for the cluster; the rest are mostly isolated model- or feature-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest standalone issue here because it describes a systemic runtime problem rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state behavior, but they target different code paths and models; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: a Janus test failure versus a PEFT version bump/regression." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both mention loss handling, but the actual bugs are different training-loss issues in different models." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap; one is a vague placeholder issue, the other is a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "OOM in Sam3Video and Whisper empty-transcription failure are unrelated failures." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "A local dataset loading problem and a multimodal model loading issue are distinct." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different subsystems and failure modes: pipeline output shape versus BART generate masking." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline APIs is not the same as SigLIP2 producing wrong results." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs in different training/evaluation paths; only a vague loss-related similarity." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "One is an embedding/category limit error; the other is a cache length tensor type issue." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different quantization/inference code paths." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Generate-time decoder mask error versus post-init embedding reinitialization are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "A general buffer initialization regression is not the same as GPTNeoX config reload losing rotary_pct." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both touch serve, but one is KV-cache continuation indexing and the other is a processor attribute error." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper token decoding crash and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config bug and Python 3.13 decorator parsing failure have no common code path." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Both mention kernels, but one is a specific registration crash and the other is a broad compatibility complaint." + }, + { + "left": "issue:23647", + "right": "issue:29127", + "accept": false, + "reason": "WandB sweep objective handling is unrelated to LayoutLMv3 error messaging." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash loading versus Janus image-generation test failure." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both are model-specific regressions, but they concern different models and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert and category-count overflow are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and AMD quark class update are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to local dataset loading in an example script." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Docs cleanup and AMD backend class update are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is not the same as Whisper failing on empty transcription." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure in Sam3, but one is video OOM and the other is a different submodel's overflow symptom." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different model/input issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Label reduction bug and image over-padding bug are unrelated preprocessing 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": 28, + "review_unit_index": 42, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:43295", + "issue:43317", + "issue:43335", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45520", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45907", + "issue:46170", + "issue:46421", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46858", + "issue:46897", + "issue:47145", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:45381|issue:46655", + "issue:45632|issue:46617", + "issue:43295|issue:45276", + "issue:43335|issue:44190", + "issue:39692|issue:44190", + "issue:44779|issue:46489", + "issue:44933|issue:45362", + "issue:43854|issue:44964", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:43994|issue:47321", + "issue:47145|issue:47321", + "issue:43673|issue:46421", + "issue:43643|issue:44496", + "issue:44242|issue:46897", + "issue:45127|issue:45357", + "issue:45520|issue:46170", + "issue:44521|issue:45381", + "issue:43611|issue:47321", + "issue:43317|issue:47312", + "issue:44112|issue:45600", + "issue:42175|issue:44279", + "issue:44112|issue:44964", + "issue:44246|issue:45003", + "issue:44462|issue:45907", + "issue:27957|issue:35141", + "issue:43673|issue:46858", + "issue:44964|issue:45600", + "issue:32090|issue:35141" + ], + "prepared_review_unit_hash": "8a571a1dbc9dd10159e660f67bd24bcf8bd1f6cf7910ec096bf2accd1160185b", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35854, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated areas like multimodal/video processing, tokenizer regressions, cache/chunked-prefill behavior, model loading, packaging, and CI/test failures. I do not see any clear duplicate pair among the proposed soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span many unrelated failure modes with no single underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative for the same reason: the cluster is not centered on one bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video/multimodal inputs, but one is Qwen2.5-VL vision_position_ids and the other is SmolVLM video padding; different code paths and symptoms." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code/cache behavior, but one is a leaf-directory cache collision for local models and the other is a FileNotFoundError when loading from cache." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both mention model-loading/output behavior after API changes, but one is a processor.tokenizer regression and the other is resize_token_embeddings not updating Gemma4 outputs." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers is unrelated to loading a local dataset in a training script." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to the local-dataset loading failure in the no-trainer image classification script." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer complaints, but one is a general v5 regression and the other is specifically DeepSeek-Coder v1 with a fix gap; not clearly the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and transformers serve KV-cache continuation crashes are different problems." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings/output-embedding updates are unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 bad outputs and an AMD quark-class update issue are unrelated." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 weight_scale loading corruption is unrelated to the AMD quark class update issue." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve chunked prefill/cache, but one is a missing cache in v5 and the other is recompilation from lazy cache initialization; different concrete bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code and an unrecognized-model/model_type error are distinct config-loading issues." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different loss-calculation bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocabulary collapse with tied embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "A Python 3.13 flash_attn import bug and a Windows ROCm/torch.distributed dependency issue are unrelated platform/import failures." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but apply_chat_template assistant-mask generation and Qwen2.5-VL video vision_position_ids are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "Base_model_prefix loading regression in Transformers 5.0.0 is unrelated to the AMD quark class issue." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized-model offload loading and kernel-version incompatibility are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale CI test and outdated auto_mappings references to removed configs are different failures." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A missing TensorFlow backend in the torch extra and a general dependency issue are too broad and not the same concrete bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI test flakiness and Phi-4 multimodal loading are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and unsafe sys.modules access are related only at a high level; not the same bug or fix." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository-resolution problems." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/chunked prefill, but one is a missing cache attribute and the other is a device-tensor seq_length arithmetic bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale auto_mappings references to removed configs are different issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one TypeError is unrelated to embedding reinitialization after resizing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 43, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:25251", + "issue:29925", + "issue:33290", + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43295", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43531", + "issue:43673", + "issue:43976", + "issue:44016", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44737", + "issue:44938", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45290", + "issue:45335", + "issue:45446", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:45803", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47217", + "issue:47333" + ], + "soft_pairs": [ + "issue:43404|issue:45216", + "issue:42796|issue:44521", + "issue:43531|issue:45600", + "issue:44737|issue:45803", + "issue:44496|issue:47217", + "issue:43335|issue:45593", + "issue:45290|issue:46752", + "issue:45632|issue:46234", + "issue:44496|issue:45042", + "issue:44938|issue:45542", + "issue:36246|issue:38617", + "issue:25251|issue:29925", + "issue:36246|issue:41628", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:44496|issue:45759", + "issue:41950|issue:44016", + "issue:43976|issue:44987", + "issue:29925|issue:33290", + "issue:39692|issue:46932", + "issue:44683|issue:45446", + "issue:44295|issue:46506", + "issue:43673|issue:46424", + "issue:43673|issue:44336", + "issue:44279|issue:46515", + "issue:42994|issue:47333", + "issue:43381|issue:45593" + ], + "prepared_review_unit_hash": "29cc84d411ba23f92f31b13793b4be09d1a4d0b960a8fae0bba531208d73ad75", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35193, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly not duplicates: they cover different bugs across model loading, tokenizers, chat templates, configs, cache behavior, flex attention, and docs. One pair is thematically close (two `apply_chat_template` crashes), but the triggers and failure modes are different, so I would not merge it.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this set: the items are heterogeneous and do not form one duplicate bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as an umbrella; the closest item is `issue:44521`, but it only covers one multimodal chat-template bug and does not represent the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different code paths: Mistral3 weight tying vs Qwen3.5 checkpoint saving." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are unrelated bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto-mappings references for Sam3LiteText configs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU device placement in XLNet positional encoding is a different bug from Fuyu's exception handling." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Model-type config loading failure is unrelated to image placeholders inside user text for VL models." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss logic are separate model bugs." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is tool-call assistant content and the other is an empty list; different inputs and likely different failure paths." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collisions for local trust-remote-code models are unrelated to a missing import utility symbol." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the tensorboard-without-TensorFlow backend issue." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules: Qwen2.5 VL image processor vs `layer_type_validation`." + }, + { + "left": "issue:25251", + "right": "issue:29925", + "accept": false, + "reason": "Pipeline `top_k` output-shape change and SigLIP fast-tokenizer enforcement are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules with different root causes." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and T5Gemma embedding resizing are different code paths and bugs." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3 Omni-MoE feature-length helper behavior and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Config recognition failure and `text_config` unwrapping in multimodal `from_config` are different issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup bug and notebook syntax error are not the same underlying problem." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "General Python version support failure and loading one specific model on 5.1.0 are different bugs." + }, + { + "left": "issue:29925", + "right": "issue:33290", + "accept": false, + "reason": "Tokenizer fast-path enforcement is unrelated to an Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "SigLIP2 doc example errors and Gemma4 quantized embedder dtype casting are separate concerns." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failing on torch>=2.9 is different from a bad PyTorch version check for AuxRequest import." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer access and CPU/CUDA output divergence are unrelated bugs." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing in GenerationMixin and cache max length handling for quantized cache are different cache features." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI-color reporting are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency issue and a torch 2.4.1 incompatibility are too broad and not the same concrete failure." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Quantized model saving and disk-offloaded model saving are different save paths with different bugs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses are unrelated model behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 44, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44466", + "issue:44496", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45276", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46614", + "issue:46752", + "issue:47085", + "issue:47217", + "issue:47332" + ], + "soft_pairs": [ + "issue:43526|issue:43901", + "issue:44327|issue:46752", + "issue:44016|issue:44220", + "issue:46082|issue:46121", + "issue:42994|issue:47332", + "issue:44016|issue:44062", + "issue:43650|issue:44220", + "issue:43441|issue:45588", + "issue:44792|issue:46424", + "issue:42907|issue:43441", + "issue:45335|issue:45584", + "issue:41950|issue:45020", + "issue:43824|issue:44933", + "issue:44279|issue:45405", + "issue:43901|issue:44496", + "issue:43976|issue:44279", + "issue:43295|issue:44779", + "issue:43901|issue:47217", + "issue:39692|issue:43901", + "issue:44779|issue:45812", + "issue:43299|issue:45216", + "issue:42796|issue:43650", + "issue:41950|issue:45823", + "issue:43479|issue:45375", + "issue:44466|issue:45276", + "issue:43577|issue:45216", + "issue:46123|issue:46369", + "issue:46614|issue:47085", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "e8ede60f3b3a0ca3297fa999ef70bd220006286abfd69bbe567d47d18d3b7815", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35852, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are unrelated bug reports spanning tokenizers, saving/loading, configs, pipelines, and docs. None of the soft pairs appear to be the same underlying issue, so no duplicates should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a clear canonical here; the candidate pairs only overlap at a broad subsystem level and describe different concrete failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the collection is not one cohesive bug cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different problems: BeitImageProcessorFast label reduction vs a docs/behavior mismatch for TextClassificationPipeline." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds crash and empty chat-template input crash are unrelated code paths." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction TypeError; no shared bug." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are distinct config-validation issues." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both involve saving models, but one is quantized-model saving and the other is disk-offloaded Qwen3-VL saving." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken special-arg duplication are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue with no concrete bug vs an fbank feature-extraction failure." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is Ministral-3 model failure and the other is a sink-less-model AttributeError in the integration code." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure and cache-length handling for quantized cache are different issues." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized model saving and FlashAttention model failure are not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings propagation bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor selection and remote_code breakage are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "ImportError for a specific Qwen2.5-VL class vs a missing image_utils import; different symbols and causes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs a bumped MIN_PEFT_VERSION not yet released." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch in text classification vs unrecognized model/config loading failure." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version compatibility breakage and a dependency issue are not the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression with images vs Deepseek tokenizer output regression; different model families and failure modes." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "TextClassificationPipeline docs issue and VL image-placeholder handling are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc example errors and return_all_scores docs mismatch are different documentation problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL model loading regression and Qwen3.5 save_pretrained serialization regression are separate issues." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling bug vs placeholder issue; no overlap." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config classes and different bugs: default sub-config initialization vs missing field dropped by strict serialization." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights vs resize_token_embeddings propagation in Gemma4." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load vs Qwen3.5 checkpoint serialization after save_pretrained." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch completion logic in mask generation vs memory overflow in sam3-litetext." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend selection and tokenizer thread-safety are different problems." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary-loss behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 45, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43381", + "issue:43441", + "issue:43644", + "issue:43650", + "issue:43784", + "issue:43854", + "issue:43873", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44186", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217", + "issue:47405" + ], + "soft_pairs": [ + "issue:47145|issue:47405", + "issue:43976|issue:45405", + "issue:43381|issue:47000", + "issue:44462|issue:45081", + "issue:43644|issue:47145", + "issue:44075|issue:44368", + "issue:43299|issue:45357", + "issue:46082|issue:46399", + "issue:43299|issue:43854", + "issue:44242|issue:45200", + "issue:43931|issue:47145", + "issue:46082|issue:46512", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:44351|issue:45278", + "issue:43650|issue:46209", + "issue:45081|issue:45907", + "issue:45859|issue:46851", + "issue:43873|issue:47145", + "issue:45103|issue:45372", + "issue:45542|issue:45800", + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:43441|issue:45834", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:44246|issue:47217", + "issue:43784|issue:45542", + "issue:44186|issue:47000" + ], + "prepared_review_unit_hash": "e19a1bd66159aa0979fc58801969d005cbdbdf6a218d9a3e7760addfe0818949", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36724, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers regression reports, with a loose concentration around quantization/offload/loading issues. I did not find any soft pair that clearly describes the exact same underlying bug, so all soft edges are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the best umbrella issue here: it is open, has the most discussion/inbound activity, and its quantization/offloading scope is the broadest match for the cluster\u2019s recurring model-loading problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative and triage-worthy issue in the set because it is active, well-discussed, and centered on the dominant theme of quantization/offload behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47145", + "right": "issue:47405", + "accept": false, + "reason": "Both are about loading problems that can lead to bad model behavior, but one is FP8 compressed-tensors weight scaling and the other is wrong Auto-class / model_type conversion. Different code paths and failure modes." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support failure and PEFT minimum-version bump are unrelated release/dependency issues." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated functional bugs." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are different tokenizer loading bugs with no clear shared root cause." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "One concerns non-persistent buffers being initialized with junk; the other concerns missing FP8 weight_scale application. Both touch loading, but not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD arguments not being used and a tie_word_embeddings warning are unrelated optimizer/config issues." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen models, but one is a loading regression for Qwen3VL MoE and the other is save_pretrained writing wrong visual encoder keys. Not the same defect." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration crash are unrelated model-specific bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash test loading are different model-specific loading failures." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss when router logits are off and Gemma 4 requiring mm_token_type_ids are separate model-behavior bugs." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Shape mismatch on Qwen3-VL loading is unrelated to FP8 frozen checkpoint weight_scale handling." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head-dim config validation and stale config.dtype after from_config are unrelated configuration bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and missing TensorFlow backend handling are unrelated compatibility issues." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention sink-less crash and RTDetrLoss infeasible cost matrix are different concrete code paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import is not the same bug as broad import errors after upgrading to 5.5.0." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "The generic 'ADD THE DATA' issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crashing and list_repo_files not forwarding revision are unrelated API bugs." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in a rotary embedding forward method and variable-length position_ids handling are distinct Qwen3.5 issues." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve quantization/offloading, but one is a general offload expectation issue and the other is a specific silent FP8 checkpoint scaling bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma 4 processor import failure are unrelated reflection/import problems." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend detection and torch/transformers incompatibility are separate dependency issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are related broadly, but not the same underlying bug or mergeable fix." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI codes in loading_report and variable-length Qwen3.5 position_ids behavior are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention regression in Ministral-3 and Kosmos2.5 long OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM errors and Deepseek tokenizer regressions are separate model/tokenizer bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Slow imports and VL image-placeholder handling are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "A sentence-transformers import NameError and TensorFlow backend handling are different import/runtime issues." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes and RTDetrLoss infeasible cost matrix are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 46, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42491", + "issue:42617", + "issue:42796", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44749", + "issue:45072", + "issue:45083", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46829", + "issue:46846", + "issue:46851", + "issue:47145", + "issue:47333", + "issue:47427" + ], + "soft_pairs": [ + "issue:42175|issue:43976", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:45325|issue:46851", + "issue:43673|issue:43761", + "issue:43479|issue:43525", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:33290|issue:45656", + "issue:46399|issue:46846", + "issue:43575|issue:47145", + "issue:44261|issue:44263", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:42796|issue:43441", + "issue:45600|issue:45712", + "issue:45588|issue:47427", + "issue:45362|issue:47333", + "issue:43824|issue:43976", + "issue:44246|issue:44496", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:42617|issue:43976", + "issue:46291|issue:46399", + "issue:44297|issue:45397", + "issue:42491|issue:43299", + "issue:46399|issue:46851", + "issue:46655|issue:46726", + "issue:45072|issue:46829", + "issue:45083|issue:46851" + ], + "prepared_review_unit_hash": "be09ee70373da80a3c3e7f5c6166dbafa3755c3f375517a39901e42d5347d5be", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "This is a heterogeneous issue set, not a true duplicate cluster. The soft pairs mostly share broad themes only (tokenizers, loading, Qwen, deepspeed, etc.) but do not point to the same concrete bug or code path.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical for the whole set; the items span unrelated bugs, regressions, and docs/perf reports.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues cleanly represents the others as a duplicate anchor; at best they are loosely related by subsystem or model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: backend extras packaging vs Python version compatibility." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files is unrelated to data preprocessing slowdown after upgrade." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different save/load paths and different model families; not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but they affect different Qwen models and distinct logic paths." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Cache handling in generation is unrelated to CLIP hidden_states regression." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Config default initialization bug vs missing pad_token_id attribute; different failures." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model/config errors with no shared concrete code-path." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for a pipeline option is unrelated to intermittent slow imports." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed, but one is OOM with Adafactor and the other is double optimizer stepping." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Kernel registration crash is unrelated to missing TP plan entries and shape/OOM issues." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "TP OOM on model load is unrelated to FP8 weight_scale being skipped on frozen checkpoints." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: RMS norm epsilon precision issue vs torch.split indexing semantics." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage type lookup failure is unrelated to chat-time Qwen3.5 crashing." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE handling and FlashAttention failure are different bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references and leftover dummy classes are different CI hygiene issues." + }, + { + "left": "issue:45588", + "right": "issue:47427", + "accept": false, + "reason": "FlashAttention s_aux handling is unrelated to redundant init on non-CUDA hardware." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Chat crash vs disk-offload save failure are separate code paths." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing import for a VL class is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow imports are unrelated to unrecognized model config loading." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI formatting and a docstring typo are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to ESM2 breakage." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3D parallel example failure is unrelated to Python-version support." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel dependency/version import error is not the same as the rotary-pos-emb registration crash." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata bug is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE regressions, but the model variants and failure modes differ too much to merge." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration failure is unrelated to variable-length position_ids handling." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug is unrelated to backend-missing image processor errors." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "BF16 dtype mismatch bugs are unrelated to hidden_states packaging in classification output." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen model subsystems and different symptoms; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 47, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42915", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44479", + "issue:44779", + "issue:44871", + "issue:44995", + "issue:45003", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45701", + "issue:45759", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:47176|issue:47177", + "issue:45003|issue:47217", + "issue:43526|issue:45003", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:44246|issue:44871", + "issue:45103|issue:46399", + "issue:44295|issue:45397", + "issue:45561|issue:45563", + "issue:43550|issue:46506", + "issue:44336|issue:46424", + "issue:43540|issue:46752", + "issue:46614|issue:46665", + "issue:36246|issue:43596", + "issue:42915|issue:47312", + "issue:46726|issue:47217", + "issue:43540|issue:46655", + "issue:43257|issue:45137", + "issue:44779|issue:45292", + "issue:44479|issue:46655", + "issue:43901|issue:45003", + "issue:41950|issue:44220", + "issue:45375|issue:45759", + "issue:45292|issue:45701", + "issue:44242|issue:45593", + "issue:43295|issue:45292", + "issue:43352|issue:45250", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "b03e4b87486e30d6a9565159069091b988bf73b2d054fe8de4e386f7de0c83da", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of largely unrelated issue reports across security, pipelines, multimodal/Qwen, DeepSpeed, docs, and model-specific bugs. None of the soft edges look like the same concrete underlying bug or change, so no duplicates are accepted.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Different security bugs: command-substitution allowlist bypass vs tar/zip-slip arbitrary file write." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unrelated failures: unsafe sys.modules access vs vision-language placeholder handling in user text." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to the sys.modules access issue." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Different code paths: flash-attention sinkless-model crash vs variable-length position_ids handling." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: sys.modules lookup bug vs TimesFM window_size attribute error." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Different model/config problems: missing router aux loss vs eos_token_id mismatch." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotations crash is unrelated to Qwen rotary registration/decorator failure." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different failures: position_ids buffer access vs Gemma-4 Zero3 from_pretrained issue." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist captured_info race and stale num_return_sequences warning are separate bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Both mention runtime behavior, but one is torch.compile/SDPA and the other CPU vs CUDA output divergence." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI color output in loading_report is unrelated to cache max_cache_length behavior." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and empty-list chat template IndexError are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend language is unrelated to from_pretrained behavior inside classes." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Import error for Qwen2_5_VLImageProcessor and DeepSpeed Zero3 BertModel index error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to kernels 0.16 compatibility." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend/unrecognized image processor is different from image-placeholder-in-user-text failure." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing issues, but they affect different models and appear to be different bugs." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 weight conversion with accelerate/deepspeed is unrelated to the ZeRO3 empty-deque error." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different problems." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the broad Qwen VL regression and SmolVLM padding bug are not the same concrete issue." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are separate pipeline bugs." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing deepstack_visual_indexes and not unwrapping text_config are different composite-Qwen config issues." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings bug is unrelated to tokenization changes across versions." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses in D-FINE are related only by general 'loss not added' wording, not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific FA2 unsupported error is not the same as the generic Flash Attention 2.0 topic." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma 4 mm_token_type_ids defaulting issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 48, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44368", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46431", + "issue:46506", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47321", + "issue:47429" + ], + "soft_pairs": [ + "issue:36246|issue:44351", + "issue:36246|issue:42757", + "issue:44466|issue:45335", + "issue:44060|issue:44077", + "issue:46170|issue:47321", + "issue:45137|issue:45600", + "issue:44162|issue:45200", + "issue:42886|issue:46132", + "issue:44295|issue:44749", + "issue:44451|issue:46752", + "issue:44995|issue:45588", + "issue:44877|issue:45375", + "issue:45685|issue:46431", + "issue:44479|issue:46170", + "issue:47217|issue:47429", + "issue:43475|issue:46369", + "issue:45003|issue:45561", + "issue:44877|issue:46170", + "issue:44987|issue:45459", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:45397|issue:45656", + "issue:29870|issue:30333", + "issue:44242|issue:44857", + "issue:43475|issue:43540", + "issue:43653|issue:44162", + "issue:44368|issue:44977" + ], + "prepared_review_unit_hash": "1f126e030b39724ca7317841928c0a0012478fa7661d02d0c7e462971825a589", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35820, + "estimated_input_tokens": 8955, + "estimated_eval_tokens": 18166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share only broad vocabulary (imports, configs, vision/video, deepspeed, tied weights) but point to different code paths and different fixes. I would not merge any of the proposed soft pairs as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must represent the cluster, issue 44479 is the broadest user-facing regression (video input breakage across multiple Qwen variants), but overall there is no true single canonical duplicate here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest representative because it spans several related model variants and describes a concrete regression, unlike the mostly isolated model-specific import/config bugs around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely unrelated failure points: Qwen2.5 VLImageProcessor vs HybridCache." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages; one is transformers model export, the other is huggingface_hub offline helper." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve weight/tied-embedding behavior, but one is device-dependent serialization of lm_head.weight and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different problems: a tied-weights warning in Qwen3-Next versus PatchTSMixer post_init API/behavior." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Both mention AMD-related setups, but one is a Windows ROCm/torch.distributed import error and the other is a quark class update issue." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and symptoms: ESM2 breakage versus Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated subsystems." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer is not the same bug as a generic performance slowdown after upgrading Transformers." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Loading a specific model failing is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to an s_aux=None flash-attention AttributeError." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech and missing deepstack_visual_indexes in Qwen3.5MoeVisionConfig are different config issues." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for Int tensors is unrelated to missing chat templates in processors." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to Windows ROCm/torch.distributed import failures." + }, + { + "left": "issue:47217", + "right": "issue:47429", + "accept": false, + "reason": "One is a VL placeholder-handling bug; the other is a tokenizers version upper-bound packaging issue." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM 3 Video is unrelated to memory overflow in sam3-litetext." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is a different bug from the xdist race on captured_info.txt." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "These are unrelated: config strictness for granite_speech versus Windows ROCm import/type errors." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is not the same as tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "processor.save_pretrained missing files is different from AutoProcessor reporting an unrecognized image processor due to missing backend." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are different concrete code paths." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma-4 zero3 from_pretrained and a duplicate optimizer step under deepspeed are separate training/runtime bugs." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job-state reporting are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss when output_router_logits=False is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM 3 Video missing an attribute and Qwen3OmniMoe video-input validation failures are different model pipelines." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode behavior is unrelated to ESM2 being broken." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-weights warning in Qwen3.5 fine-tuning is not the same as a flash-attention generation regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 49, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:39692", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:45103", + "issue:45229", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46305", + "issue:46315", + "issue:46399", + "issue:46421", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:47020", + "issue:47059", + "issue:47068", + "issue:47145", + "issue:47312", + "issue:47429" + ], + "soft_pairs": [ + "issue:46305|issue:46315", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:47059|issue:47429", + "issue:43931|issue:44368", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:44361|issue:44749", + "issue:45103|issue:46858", + "issue:42199|issue:46851", + "issue:43994|issue:46726", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:46132|issue:47145", + "issue:46752|issue:47020", + "issue:43701|issue:44749", + "issue:45593|issue:47068", + "issue:43976|issue:47429", + "issue:44483|issue:46202", + "issue:43784|issue:46399", + "issue:44188|issue:46421", + "issue:44749|issue:45656", + "issue:44297|issue:44623", + "issue:39692|issue:46726", + "issue:43065|issue:46123", + "issue:43475|issue:46821" + ], + "prepared_review_unit_hash": "5a97b4ed62100e788416cabc50ae724f02f590ff37f21d78d2e750f1f711557a", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36641, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous, and every soft edge looks like a false positive rather than a true duplicate. The items span unrelated tokenizer, model-loading, cache, compile, pipeline, and documentation bugs.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: these items cover unrelated bugs across tokenizers, cache, models, pipelines, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative; the soft pairs are all non-duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Different failure modes: a streaming mask off-by-one versus a tokenizer conversion slowdown regression." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure is unrelated to kernel compatibility with version 0.16." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are different problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as a model-type mismatch warning." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory cleanup and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to Gemma multi-GPU CUDA OOM." + }, + { + "left": "issue:47059", + "right": "issue:47429", + "accept": false, + "reason": "A CLI test break with huggingface_hub is not the same as the tokenizers upper-bound packaging issue." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are different concerns." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough to match the Gemma pipeline roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq_length contract bug and LlamaConfig head_dim validation are different code paths." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to a post-upgrade filtering slowdown." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotations crash and cache seq_length tensor arithmetic are unrelated regressions." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class logic does not match Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc/model mismatch plus quantization failure is unrelated to missing vision-backend image processor handling." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning is not the same as a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile kernel divergence is unrelated to the Gemma pipeline roundtrip tokenization issue." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change and FP8 weight_scale omission are distinct bugs." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat template crash and XLMRobertaTokenizer Unigram type mismatch are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch does not share the same underlying cause as the data-filtering slowdown." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Missing auxiliary losses and a CUDA tensor conditional synchronization issue are different." + }, + { + "left": "issue:43976", + "right": "issue:47429", + "accept": false, + "reason": "Python version support breakage is unrelated to the tokenizers version upper-bound packaging problem." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions request rejection is unrelated to the Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Missing nn import and a missing decorator on apply_rotary_pos_emb registration are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "These are both compile/cache-related, but they affect different mechanisms and code paths." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown regression is not the same as optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are distinct save-path bugs." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to AutoProcessor backend-missing behavior." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy Conv2d and mask-generation partial-batch handling are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video and TimesFM window_size AttributeError 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": 28, + "review_unit_index": 50, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43723", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44279", + "issue:44373", + "issue:44451", + "issue:44623", + "issue:44661", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46132", + "issue:46326", + "issue:46463", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47217", + "issue:47429" + ], + "soft_pairs": [ + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:46463|issue:46877", + "issue:44623|issue:45656", + "issue:44373|issue:46851", + "issue:28282|issue:30990", + "issue:44871|issue:46132", + "issue:43723|issue:46326", + "issue:44188|issue:46851", + "issue:45561|issue:47217", + "issue:46877|issue:47000", + "issue:43232|issue:43673", + "issue:44451|issue:47429", + "issue:44038|issue:44623", + "issue:44869|issue:45356", + "issue:44279|issue:47429", + "issue:36010|issue:41628", + "issue:45375|issue:45478", + "issue:44661|issue:47059", + "issue:43873|issue:44945", + "issue:41628|issue:44933", + "issue:43278|issue:45137", + "issue:45310|issue:45375", + "issue:45081|issue:45103" + ], + "prepared_review_unit_hash": "7bb680d17fdd04bb6c71a78282809ba21dcb41473349ce42854ec695e6047aab", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34857, + "estimated_input_tokens": 8715, + "estimated_eval_tokens": 17686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct user reports across unrelated regressions, model families, or tooling issues. The only strong duplicate-adjacent cluster is the Qwen3.5-Moe v5.4.0 from_pretrained/config regression.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45310 is the clearest user-facing report of the Qwen3.5-Moe transformers>=5.4.0 regression, with the affected model, version, and failure mode spelled out.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it is concrete, broadly phrased enough to capture the regression, and directly tied to the affected model/version.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are transformer-related, but they describe different problems: custom model init vs ESM2 breakage." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "A model-loading regression and a DeepSpeed ZeRO3 deque error are unrelated code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "One is a SAM3 vision encoder attribute bug; the other is AutoConfig/trust_remote_code returning incomplete fields." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and GGUF loading with v5 are different failures." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a gemma-4 Zero3 from_pretrained issue do not describe the same bug." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Decoder input validation error messaging and auto_docstring stdout logging are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files is not the same as an optimizer stepping twice under deepspeed." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; the other is a runtime position_ids bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different symptoms with different causes." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message with mistral_common are different tokenizer bugs." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention kernel branching and Qwen3.5 variable-length position_ids are different issues." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A test xdist race on captured_info.txt is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time docstring diagnostics and RTDetrLoss cost-matrix infeasibility are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one concerns sync_gpus kwargs propagation and the other missing GenerationMixin cache." + }, + { + "left": "issue:44451", + "right": "issue:47429", + "accept": false, + "reason": "ScandiBERT loading failure and a tokenizers upper-bound packaging issue are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe breakage and processor.save_pretrained missing files affect different paths." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are different tokenizer edge cases." + }, + { + "left": "issue:44279", + "right": "issue:47429", + "accept": false, + "reason": "A generic dependency issue is not the same as the specific tokenizers version-cap problem." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different API breakages." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both reports point to the same Qwen3.5-Moe transformers>=5.4.0 from_pretrained regression; one just phrases it via the missing config field." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "add-new-model-like/tokenizer mapping logic and a cli completion attribute error are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect pipeline-parallel LLM output are different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Missing AutoImageProcessor import and a nonexistent image_utils import are similar API complaints but not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to a Zero3 deque pop error." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same underlying Qwen3.5-Moe v5.4.0 regression: from_pretrained fails because required config data is missing or mishandled." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex patching and auto_docstring future-annotations crashes are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These are duplicate descriptions of the same Qwen3.5-Moe from_pretrained/config regression in transformers>=5.4.0." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only clearly duplicate-adjacent cluster is the Qwen3.5-Moe v5.4.0 from_pretrained/config regression, and the true soft-edge verdicts there are supported by the titles. The false verdicts are cautious and do not overstate sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 51, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:29925", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44186", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45092", + "issue:45125", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46202", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:42371|issue:45092", + "issue:29925|issue:30333", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:43232|issue:44792", + "issue:43784|issue:43824", + "issue:42175|issue:44933", + "issue:44038|issue:45310", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:45561|issue:47059", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:44945|issue:45753", + "issue:42831|issue:44222", + "issue:42898|issue:45812", + "issue:44496|issue:45561", + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:44843|issue:47085", + "issue:44568|issue:47085", + "issue:43479|issue:46829", + "issue:44186|issue:47085", + "issue:42673|issue:46693", + "issue:44060|issue:45125", + "issue:42673|issue:43704" + ], + "prepared_review_unit_hash": "d3dcb4d4813b67a3082306a9a2f68188665d1dc2f2515dd73ce2e684f6d47774", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36920, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports across unrelated bugs. The only clear duplicate soft edge is the repeated Qwen3ForCausalLM VRAM leak report (#42673 / #43704).", + "confidence": 0.93, + "canonical_issue_reason": "#42673 is the strongest anchor in the only true duplicate pair: #43704 repeats the same VRAM-leak title, while #42673 has more discussion/context.", + "canonical_pr_reason": null, + "best_issue_reason": "#42673 is the best issue to keep as the representative ticket because it is the earliest, has more context, and matches an exact duplicate (#43704).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Different problems: TF32 backend settings vs. old InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:29925", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated: SigLIP tokenizer fast-tokenizer enforcement vs. MLflow reporting after failed training." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Different bugs in different areas: LwDetrImageLoss AMP/CUDA crash vs. docstring lint output at import time." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a tokenizer roundtrip failure." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Same model family, but distinct failures and code paths: tokenizer roundtrip vs. image-text pipeline not working." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated: D-FINE auxiliary-loss behavior vs. auto_docstring printing diagnostics at import." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-sync kwargs issue vs. a janus image generation test failure; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors affecting different symbols and models." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend installation dependency issue vs. a missing image_utils import; no shared code path." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but different model variants and errors across different versions." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor vs. HybridCache." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained/moe behavior is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different runtime issues: MLflow reporting vs. DeepSpeed OOM with Adafactor." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning issue vs. import-time docstring diagnostics; unrelated." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Different generation/runtime issues in separate code paths." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Pytest-xdist file race vs. CLI breakage with huggingface_hub; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Dependency/backends packaging issue vs. dummy class cleanup in repo checks." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but they describe different behaviors and likely different fixes." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output bug vs. an image-triggered infinite loop in Qwen3_5." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained/moe behavior." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior vs. wrong token IDs for Granite models." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: unrecognized model/config issue vs. pytest-xdist captured_info race." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang vs. embedding reinitialization bug; not the same underlying problem." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue vs. missing import from image_utils." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline model_info call bug vs. tokenizer thread-safety regression; different code paths." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token regression vs. fast tokenizer thread-safety; not duplicates." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Config initialization bug vs. output object field mismatch; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs. tokenizer thread-safety; different failures." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance/runtime-related, but one is a VRAM leak in multi-dataloader threads and the other is a long-context FA2 regression." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3 model bugs: tied-weights warning vs. missing tensor-parallel plan." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate: same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and the only clearly supported duplicate is #42673/#43704, which share the same title and bug description. The representative-ticket rationale is conservative and backed by earlier creation date plus more discussion/context. The soft-edge rejections also stay cautious and do not overclaim merges or duplicates beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 52, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46431", + "issue:46665", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:44623|issue:45310", + "issue:39692|issue:46909", + "issue:43723|issue:44568", + "issue:30333|issue:36331", + "issue:43479|issue:44079", + "issue:30333|issue:34689", + "issue:45600|issue:47059", + "issue:42898|issue:44448", + "issue:42898|issue:43295", + "issue:42673|issue:47085", + "issue:42898|issue:44779", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:22355|issue:28282", + "issue:46077|issue:46123", + "issue:42222|issue:45200", + "issue:46209|issue:46431", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:42796|issue:43723", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:43116|issue:44190", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:43479|issue:46665", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44075|issue:46231", + "issue:45245|issue:46132", + "issue:44222|issue:44623" + ], + "prepared_review_unit_hash": "4813c4ec4f49468f42086dda4c163ba569f117dc3f9823cf919e72f3beebb619", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37074, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false positives: this cluster is a grab bag of unrelated Transformers bugs (tokenizers, model loading, training, docs, serving, infra). None of the soft pairs look like the same underlying issue/change, so there is no meaningful duplicate canonicalization here.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items span many unrelated code paths and only share broad repository-level similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue for deduping. The closest repeated theme is tokenizer/v5 regressions, but even those pairs still describe different bugs and fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: processor.save_pretrained missing files vs a Qwen3.5 MoE from_pretrained error. Same broad loading area, different code path." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but for different models and different mistakes; not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading in v5 and special_tokens/BOS-EOS behavior are distinct tokenizer bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to Trainer.compute_loss() receiving num_items_in_batch." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4 config initialization and ModelOutput key assignment are separate internals with no shared failure mode." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow job-state reporting is unrelated to Llama 3.2 Vision model loading breakage in 4.46.2." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings.py stale config references and huggingface_hub CLI breakage are different CI/runtime issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenization cleanup behavior in v5 is not the same as Pegasus output differences between v4 and v5." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "clean_up_tokenization_spaces regression and processor.tokenizer/images handling regression affect different APIs." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leakage across dataloader threads is not the same as fast tokenizer thread-unsafety." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but they concern different tokenizers and different broken behavior." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default init bug is unrelated to Whisper word timestamp decode crashing on trailing replacement characters." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error is not the same as a docs parameter-name mismatch." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch for AutoModel are separate import/dependency issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and final partial-batch dropping are unrelated pipeline/model bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaults involve different model families and fixes." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and apply_chat_template requiring a chat template are unrelated features." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a registered position_ids buffer is unrelated to DeepSpeed causing optimizer.step() to run twice." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache continuation indexing and auto_docstring future-annotations handling are different subsystems." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling and AutoTokenizer.from_pretrained loading are different tokenizer issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method and remote-code meta-init incompatibility are both multimodal loading problems, but not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version-pin bump to unreleased peft and leftover dummy classes failing repo checks are unrelated maintenance issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification example output and local dataset loading in a different example script are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output drift and AttentionInterface.register behavior changes do not share a concrete code path." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained for MoE and tokenizer_class mismatch in tokenizer_config.json are different save_pretrained bugs." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Incorrect default multimodal config init is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config class mismatch and doubled optimizer steps are completely separate issues." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy problems and processor.save_pretrained missing files are different failures and fixes." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD args being ignored is not the same as a documentation parameter-name typo." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained and processor.save_pretrained missing files are different APIs and defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 53, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:43986", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46614", + "issue:46726", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:44933|issue:45712", + "issue:43723|issue:44977", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43232|issue:47276", + "issue:43504|issue:47059", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44327|issue:47059", + "issue:43475|issue:46305", + "issue:43232|issue:45834", + "issue:41628|issue:42757", + "issue:30990|issue:38175", + "issue:45071|issue:46082", + "issue:44295|issue:44623", + "issue:45092|issue:45357", + "issue:46369|issue:46909", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:44222|issue:44484", + "issue:42907|issue:46050", + "issue:43408|issue:46402", + "issue:44360|issue:46762", + "issue:43986|issue:46726", + "issue:45381|issue:46305", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:44279|issue:46328" + ], + "prepared_review_unit_hash": "a69c1bb91fb50af662483e0c85b27e9d38d06e69e6f822f6bb83e43aeea8ea68", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35791, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers regression reports around loading/saving/imports/config validation, not a single duplicate bug. None of the soft pairs look like the same underlying issue closely enough to merge.", + "confidence": 0.34, + "canonical_issue_reason": "Issue #43723 is the broadest v5 loading-related regression in the set, so it is the most reasonable anchor if one must pick a representative issue; however, the overall cluster is too heterogeneous for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "#43723 is the best single issue anchor because it is general and user-facing, but it still only covers one narrow loading problem and does not truly represent the rest of the mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both mention import-related breakage, but one is a missing import from image_utils and the other is leftover dummy classes leaking into dir(transformers); different root causes and fixes." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation failure are unrelated bugs affecting different code paths." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "One is a wrong docstring for position_ids; the other is a RoPE implementation discussion. Not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Both are save/load-related, but one is tokenizer_class metadata on save and the other is a Qwen3.5 MoE from_pretrained regression; different failures." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Both touch synced_gpus/generation warnings, but one is a model-kwarg update bug and the other is a misleading warning in continuous batching; not the same underlying defect." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "A Beit pretrained preset loading bug and a CLI completion failure from huggingface_hub are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior across versions and FP8 inference on B200 are entirely different issues." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated subsystems and failures." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "A QA top-k crash and a CLI attribute error from hub version skew do not share the same code path." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 output attribute missing and Moonshine streaming mask off-by-one are different model bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling and Kosmos2.5 OCR index overflow are not the same defect." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different dependencies; no shared underlying fix." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SIGLIP2 zero-probability output are unrelated model issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both involve config validation in v5, but PretrainedConfig type checking and LlamaConfig head_dim rejection are different concrete problems." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a buffered position_ids tensor and processor.save_pretrained missing files are separate serialization/model API issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are model compatibility regressions, but one is meta initialization for old InternVL2 remote-code checkpoints and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext and a broken DIA documentation example are not the same bug." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "One is a generation-kwarg bug after sync_gpus; the other is cache config max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained for MoE and the default max_shard_size are not the same issue." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load of quantized models, but dequantized Ministrals/Devstrals and sinq round-tripping are different quantization workflows." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model-type warning for sam3_tracker and missing text encoder weights in Sam3Model are separate SAM3 bugs." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and numerical differences in Minimax MSA attention are different code paths." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both are backend-missing AutoProcessor failures, but one is torchvision missing for a video model and the other is an unrecognized image processor error; not the same concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Moonshine sliding window masking are unrelated sequence-handling bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and an InternVL2 meta-init incompatibility do not match." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer split semantics and a docstring typo about position_ids are clearly different issues." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A general dependency issue and a SequenceFeatureExtractor.pad performance regression are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 54, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46655", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:22355|issue:27957", + "issue:46305|issue:46655", + "issue:41628|issue:43824", + "issue:43784|issue:45600", + "issue:22355|issue:28218", + "issue:42831|issue:45310", + "issue:44483|issue:45406", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44188|issue:44373", + "issue:44261|issue:45092", + "issue:44263|issue:44360", + "issue:43986|issue:47217", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:42796|issue:43122", + "issue:42831|issue:45753", + "issue:43540|issue:46909", + "issue:39401|issue:44568", + "issue:43408|issue:46369", + "issue:45381|issue:46909", + "issue:42886|issue:43066", + "issue:39379|issue:46172", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:42757|issue:45278" + ], + "prepared_review_unit_hash": "46b04855a13e31403b651f61f948703d0256e8475534b47b949a2944e57ddf56", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35711, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to be the same underlying bug/change; most are related only by broad subsystem or theme (tokenizers, imports, vision-language models) but differ in concrete failure mode, code path, or affected model. There are no pull requests in the set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:47217 is the strongest standalone report: it has a clear, reproducible VL-model failure mode, a specific trigger (image placeholder in user text), and likely broad user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Different problems: missing transformers.onnx module vs XLM-Roberta Flash Attention 2 behavior." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are model/video bugs, but the concrete logic differs: sliding-window off-by-one vs padding calculation." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for unrelated symbols and models; no shared code path is evident." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and removed Sam3LiteText config references are unrelated regressions." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Module import failure and tokenizer spacing bug are not the same issue." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions API rejection and Gemma4Processor missing _tokenizer are different failure surfaces." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Transformers env CLI breakage and sentence-transformers import NameError are distinct." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer mismatch and tied-weights warning are different model-construction bugs." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading error is unrelated to CLI completion breakage from huggingface_hub." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy issue and Qwen3-VL-Moe bug are different code paths and symptoms." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA layernorm and remote-code meta-init incompatibility are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/GLM-MoE internals, but the actual defects differ: split semantics vs missing ReLU." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor crash without torchvision and VL image-placeholder handling are separate video/vision issues." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 degenerate training and NaNs after checkout/init are different training-stability problems." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and sliding-window off-by-one are unrelated implementation bugs." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Model-specific BPE marker handling and general version-to-version tokenization change are not clearly the same root cause." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different model behaviors." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping and mdeberta-v3 add_special_tokens BOS/EOS regression are distinct tokenizer bugs." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 tracker/model-type warning and sam3-litetext memory overflow are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to DIA docs." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are separate tokenizer/runtime regressions." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "MLLA mask handling and DeepSeek-V4 tensor transpose/casting are different low-level bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading and quantized model saving are unrelated failures." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading hang are distinct problems." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A single missing huggingface_hub symbol is not the same as broad import errors after a major upgrade." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 55, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43646", + "issue:43824", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44995", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:46002", + "issue:46326", + "issue:46697", + "issue:47059" + ], + "soft_pairs": [ + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:43329|issue:47059", + "issue:43122|issue:46326", + "issue:44295|issue:44297", + "issue:44625|issue:44829", + "issue:42907|issue:44964", + "issue:22355|issue:29159", + "issue:44117|issue:44704", + "issue:39401|issue:44521", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:42907|issue:43452", + "issue:43408|issue:43475", + "issue:42371|issue:44263", + "issue:43824|issue:44351", + "issue:42907|issue:43937", + "issue:44038|issue:44297", + "issue:44038|issue:44295", + "issue:43116|issue:45200", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:43122|issue:43906", + "issue:44995|issue:46697", + "issue:44360|issue:44485", + "issue:43278|issue:44945", + "issue:22355|issue:29127" + ], + "prepared_review_unit_hash": "92848e44085a33c2c2a8aa1c8281331cd66a118c183a1c3913f9d5c1e4b00391", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36125, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issues spanning different subsystems (tokenization, multimodal, import/export, CLI, model loading, and platform-specific bugs). I only see one plausible duplicate pair around Qwen3.5 save/load regression; the rest are not the same underlying problem.", + "confidence": 0.68, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both are model initialization failures, but one is about custom model init breaking in 5.0 and the other about NaNs in classification heads after checkout/init; different symptoms and likely different code paths." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stuck for Sentence Transformers and a MacOS bus error with a CLIP community model are unrelated failure modes." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "One is a multimodal token-counting bug in video processing; the other is a CLI compatibility error with huggingface_hub/typer. No shared code path." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer bugs: version-to-version tokenization drift versus mistral_common continue_final_message behavior." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered buffer error and tokenizer_class mismatch on save_pretrained are distinct serialization issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are different model-specific bugs." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX import error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor cached_file kwargs are different loader bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset_mapping and multimodal assistant_masks are different tokenizer/template behaviors." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "An AutoImageProcessor import error may be one example of broader import failures, but the issues are not clearly the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenization offset bug versus a model loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Model save/dequantization issue and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression and pipeline parallelism output issue are different problems." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer/template bugs: tokenization drift versus multimodal assistant mask generation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to chat template crashes with tool-call assistant messages." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file loading failures affect different code paths." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both involve SAM 3 Video, but one is a model-type warning and the other is a missing attribute during vision encoding; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API warning and GlmMoeDsaIndexer torch.split behavior are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports for different symbols; no shared underlying issue is evident." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save/load issue and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load bug and tokenizer save_pretrained class mismatch are not the same problem." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer access are separate failures." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are different issues." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Both are Qwen3.5 MoE regressions tied to transformers 5.4.0+ and appear to concern the same save/load serialization path, just with different user-facing symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe are different model-specific bugs." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer version drift and an isolated reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa second forward cache bug and Swin2SR image over-padding are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are separate model-internal concerns." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate and incorrect LLM output under pipeline parallelism are different bugs." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Transformers.onnx import error and layoutlmv3 box info error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The one accepted Qwen3.5 pair is plausibly related by model family, version window, and save/load path, while the rest of the soft-edge verdicts avoid overclaiming duplicates and mostly explain why the symptoms look different." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 56, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:28348", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42796", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43232", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44075", + "issue:44188", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45362", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46710", + "issue:46762", + "issue:46877", + "issue:46909", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:46172|issue:46762", + "issue:42175|issue:44938", + "issue:28348|issue:46640", + "issue:42222|issue:47312", + "issue:39401|issue:46614", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:42757|issue:44351", + "issue:42673|issue:45072", + "issue:36296|issue:43116", + "issue:45357|issue:45478", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:44483|issue:47217", + "issue:43976|issue:45446", + "issue:44610|issue:46909", + "issue:44625|issue:46002", + "issue:45083|issue:45446", + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:43116|issue:43493", + "issue:43066|issue:44779", + "issue:44075|issue:44936", + "issue:43937|issue:44485", + "issue:45362|issue:45478", + "issue:42673|issue:42796", + "issue:43066|issue:46710" + ], + "prepared_review_unit_hash": "9b03d8670939580ecb0b494c71df92c4c4cebec7afbabf3f90ccdcd0cc3cf2b3", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35499, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not look like one duplicate set. The only strong duplicate-like link is the tokenizer v5 regression pair (43066 \u2194 44779); the rest are distinct bugs/features across unrelated subsystems.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43066 is the best anchor because it describes the broad v5 tokenizer decoder regression that plausibly explains the model-specific symptom in 44779.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the most reusable and central bug report among the only plausible duplicate pair, so it best represents the cluster if one issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different problems in different attention math paths: deepseek-v4 dtype/transpose issue vs Minimax attention numerical drift." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One is a package/backend dependency installation issue; the other is a Python version loading failure." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a GPT2 support request and the other is a separate runtime issue report." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose model breakage and kernel compatibility are too broad and do not point to the same concrete failure." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizers and different bugs: Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama masking logic and generation kwargs after sync_gpus are unrelated code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both are vision-model regressions, but one is a SigLIP2 implementation mismatch and the other is an infinite-loop image bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors from different modules and different missing symbols." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3 CausalLM threads is unrelated to bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and empty multi-label classification results are different failures." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is a from_pretrained error." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "A docs parameter-name mismatch is not the same as auto-docstring printing diagnostics at import time." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization cleanup behavior changes and phonemizer backend state are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat-completions request handling and VL image-placeholder handling are different API paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both are version-check issues, but they affect different dependencies and code paths." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor image-size mismatch and documentation example breakage are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config is distinct from NaNs in classification heads." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper-length calculation bug and a PyTorch version check bug are not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and classification-head NaNs are different regressions." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import may be one symptom of broader import breakage, but this is not enough to treat them as the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output and SigLIP2 implementation differences are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": true, + "reason": "44779 looks like a model-specific manifestation of the same v5 tokenizer decoder regression described generically in 43066." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate() failing after train() are different training bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation and GLM-5 RoPE implementation are different GLM-5 issues, not the same defect." + }, + { + "left": "issue:45362", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 crashes, but one is chat runtime and the other is model loading; no shared concrete bug is evident." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in Qwen3 CausalLM is unrelated to tokenizer BPE-marker handling." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "The DeepSeek accuracy regression may be related to v5 behavior, but it is not the same concrete tokenizer-decoder bug as 43066." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair (43066 \u2194 44779) is supported by the shared v5 tokenizer-regression theme, while the other soft pairs are reasonably rejected as distinct subsystems or failure modes based on the titles. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 57, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43064", + "issue:43116", + "issue:43208", + "issue:43408", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43742", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44704", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46894", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:46726|issue:46981", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43827|issue:45446", + "issue:42371|issue:43874", + "issue:43992|issue:44704", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:43824|issue:46981", + "issue:44291|issue:45071", + "issue:39379|issue:43688", + "issue:46328|issue:47116", + "issue:44117|issue:45081", + "issue:43673|issue:46328", + "issue:33453|issue:39401", + "issue:43208|issue:46894", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:42617|issue:45341", + "issue:45092|issue:46762", + "issue:42222|issue:47000", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:43937|issue:44977", + "issue:42222|issue:43441", + "issue:43408|issue:43742" + ], + "prepared_review_unit_hash": "6bd06b91d2a6394640ac8accaf06a360aa0630358ae315545eb6b5a2ba6d13c1", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35236, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated regressions across tokenizers, generation, loading, docs, and model-specific behavior. The soft-similarity pairs are mostly broad thematic matches, not the same concrete bug or change.", + "confidence": 0.18, + "canonical_issue_reason": "Issue #44117 is the closest broad representative because it concerns a core from_pretrained/tokenizer-loading assumption that sits near the center of several loading-related regressions, but the overall cluster is too heterogeneous for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44117 is the best single issue to anchor the cluster if one must be chosen, since it is a general loading-path bug rather than a model-specific or docs-only complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both are AutoProcessor/loading-related, but one is about missing vision backend handling and the other is about repeated 429 retries; different failure modes and code paths." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "A runtime error on compiled Python files is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both mention output fields, but they affect different model heads and different incorrect assignments; not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label classification returning empty results is unrelated to pipeline() wording/error-message behavior." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug in flex_attention are unrelated issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings behavior and a missing image-processor method in GLM46V are distinct model/runtime bugs." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder weight-loading and AutoProcessor kwarg forwarding are different loading bugs in different layers." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump in docs/config is not the same as a runtime version-check bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None and a flash_attention crash on s_aux=None are unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "An import error for a missing model class is unrelated to HTTP 429 retry behavior." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Meta-initialization arg handling and PretrainedConfig type checking are both v5-adjacent but not the same concrete defect." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "mllama mask handling and auxiliary-loss normalization are different numerical/logic bugs." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "A padding performance issue is not the same as a streaming pipeline regression." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patching crash involve different tokenizer-loading failures." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to SequenceFeatureExtractor padding overhead." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a loading regression and the other is a wrong offset_mapping issue." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are separate model/training issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to missing cache during generation chunked_prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation issues." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a small testing_utils bug do not describe the same underlying problem." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for remote-code checkpoints is unrelated to Minimax attention numerical differences." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose loading breakage and RTDetrLoss infeasible cost-matrix errors are unrelated model-specific failures." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs in classification heads are different bugs with different symptoms and likely fixes." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling being ignored and Gemma4 bidirectional attention masking are distinct attention-behavior bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation/flash-attention themed, but one is invalid config validation and the other is a model-specific flash-attention generation failure." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 flash-attention failure are unrelated model-specific regressions." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3 tracker/model-type warning and a MobileLLM loading KeyError are different model-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": 28, + "review_unit_index": 58, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43421", + "issue:43450", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44493", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45440", + "issue:45464", + "issue:45561", + "issue:45632", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43450|issue:43986", + "issue:39379|issue:46897", + "issue:45071|issue:46512", + "issue:42222|issue:46752", + "issue:44263|issue:46762", + "issue:44877|issue:46231", + "issue:39401|issue:44779", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:45071|issue:47059", + "issue:45440|issue:46328", + "issue:39401|issue:43421", + "issue:44483|issue:45464", + "issue:44704|issue:47110", + "issue:43937|issue:44496", + "issue:38617|issue:41628", + "issue:38617|issue:44220", + "issue:43122|issue:46298", + "issue:44964|issue:45278", + "issue:43097|issue:44493", + "issue:42371|issue:44261", + "issue:42371|issue:42831", + "issue:44261|issue:46762", + "issue:43208|issue:46897", + "issue:44484|issue:45310", + "issue:44077|issue:46981", + "issue:43931|issue:44410" + ], + "prepared_review_unit_hash": "c7bca8269605790829213c50365b1e84a97f25f6f4e9e611bbf95f8060560f62", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36150, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of unrelated Transformers issues (imports, tokenization, multimodal loading, training regressions, API behavior, and docs/perf). None of the soft pairs look like the same underlying bug, so all are rejected and there is no single canonical duplicate target for the cluster.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44704 is the most concrete, actionable bug report in the set: it names a specific code path (`AutoProcessor.from_pretrained`) and a clear failure mode (missing kwargs reaching `cached_file`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video/multimodal processing, but one is a batched-output shape bug and the other is a torchvision-dependent loading crash; different failure modes and code paths." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask handling and Florence2 training-loss shift are unrelated model-specific bugs." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a type-checking regression in `PretrainedConfig`; the other is `from_config(dtype=...)` leaving `model.config.dtype` stale. Different APIs and symptoms." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty `apply_chat_template` input crash are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "`torch.split()` return-value handling in an indexer is not the same bug as numerical drift in Minimax MSA attention." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for `granite_speech` is unrelated to a documentation mismatch in `set_training()`." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different outputs (`offset_mapping` vs incorrect tokenization behavior)." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration is unrelated to a `save_pretrained` checkpoint regression for Qwen3.5." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "A local-model cache-path collision and repeated 429 retries in `AutoProcessor` are distinct download/cache behaviors." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small bug in `testing_utils.py` is not the same as a pytest-xdist race on `captured_info.txt`." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 and a Qwen3.5 MoE `from_pretrained` failure are different model-architecture/loading issues." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Type checking for `PretrainedConfig` and a CLI completion error from `huggingface_hub` are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46328", + "accept": false, + "reason": "Divergence from a reference implementation and a padding performance regression are different kinds of problems." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong tokenizer `offset_mapping` and runtime post-processor updates are separate tokenizer issues with different mechanics." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is an acceptance failure and the other is a streaming inference failure; not the same concrete bug." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Passing kwargs to `cached_file` in `AutoProcessor.from_pretrained` is unrelated to `special_tokens` being a list instead of a dict." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid `GenerationConfig` and unrecognized model/config loading are distinct loading/validation failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules (`layer_type_validation` vs `AutoImageProcessor`)." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Importing a missing config symbol is unrelated to the `_torch_extract_fbank_features()` issue." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization changes and a noisy logging message do not describe the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific multimodal model load failure and a broad report of many import errors after upgrade overlap only at a high level; not the same concrete issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed `tie_embeddings_and_encoder_decoder` support and unexpected position-id keys are unrelated regression reports." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior guidance and a missing `rms_norm_eps` in MLA are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy problems are different topics." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "A layer-norm epsilon config bug is not the same as attention numerical discrepancy." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are unrelated model-specific training issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "`save_pretrained` shard-size behavior and Qwen3.5 MoE `from_pretrained` failure are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "`patchtsmixer` post-init semantics and `AutoProcessor` HTTP 429 retry behavior are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Model weight-shape mismatch for Qwen3-VL and missing projections in qwen3next are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 59, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:27957", + "issue:29159", + "issue:29925", + "issue:30947", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43957", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:29925|issue:30947", + "issue:43673|issue:45341", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:45071|issue:45542", + "issue:44038|issue:44230", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43957|issue:44351", + "issue:43874|issue:44261", + "issue:46752|issue:47116", + "issue:43531|issue:45341", + "issue:27957|issue:43352", + "issue:43582|issue:45341", + "issue:43097|issue:45588", + "issue:44117|issue:44987", + "issue:44263|issue:46172", + "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:44261|issue:44485", + "issue:29159|issue:30947", + "issue:43097|issue:43873", + "issue:43208|issue:43550", + "issue:45753|issue:46369", + "issue:43986|issue:45341" + ], + "prepared_review_unit_hash": "1e96d571350fdc3506e6b2e6cd371b612c25690e397961f1192daf840572a3cb", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers v5 regressions across tokenizers, model loading, FlashAttention, and model-specific code paths. I do not see any soft-edge pair that clearly reflects the same underlying bug or fix.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43122 is the most representative broad regression report here, since it describes cross-version tokenization behavior change in a general way rather than a narrowly model-specific failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the best global representative because it captures a user-visible version regression affecting tokenizer output, which is closer to the common theme than the many model-specific tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both are optimizer-related, but one is SGD args being ignored while the other is a double-step issue with DeepSpeed; different code paths and failures." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but one is a wrong decoder type and the other is changed tokenization output; not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-family model loading issues, but they affect different model variants and different failure modes." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but one is a torch.split indexing issue and the other is a RoPE implementation discussion; distinct problems." + }, + { + "left": "issue:29925", + "right": "issue:30947", + "accept": false, + "reason": "Both are tokenizer bugs, but one is about enforcing use_fast and the other is BOS/EOS tokens not being applied; separate behaviors." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "A GenerationMixin cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed config option in v5, the other is a gguf_file/from_pretrained loading failure; different underlying issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen VL models, but the reported mismatches and loading failures are not the same code-path problem." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking and missing TensorFlow backend handling are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a bug in Qwen3-VL-Moe loading; the other is an fp8 support request. Not duplicates." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model support/load failure and the other is degenerate training with flash_attention_3; different problems." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time precision warning and incorrect dtype propagation on Blip2 are not the same issue." + }, + { + "left": "issue:43957", + "right": "issue:44351", + "accept": false, + "reason": "Meta-device model loading breakage and a missing HybridCache import are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image processor method and missing rms_norm_eps in MLA q_a_layernorm are different bugs." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "An empty-list crash in apply_chat_template and a streaming pipeline regression are not the same failure." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both concern FlashAttention 2 support, but for different models and different support gaps." + }, + { + "left": "issue:43582", + "right": "issue:45341", + "accept": false, + "reason": "Apple Silicon caching allocator TypeError and a testing_utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed v5 config field and a flash_attention.py crash on s_aux=None are different code paths." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and a specific model loading failure are not the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor-shape/manipulation bugs in different model families; no shared concrete fix." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question and a Qwen3.5 MoE loading error are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A DSA indexer activation issue and a DeepSeek tensor operation issue are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed encoder-decoder tying and quantization save/load breakage are different regressions." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision and missing ReasoningEffort imports are separate dependency/import problems." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but one is a missing config epsilon issue and the other is a RoPE implementation discussion." + }, + { + "left": "issue:29159", + "right": "issue:30947", + "accept": false, + "reason": "General slow-vs-fast tokenizer inconsistency and LLaMA3 BOS/EOS token application are different tokenizer bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed v5 field and offloading/quantization behavior are not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "An xLSTM training triad of bugs and a Bamba SDPA torch.compile failure are separate model-specific issues." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific image and a memory overflow on sam3-litetext are different multimodal failures." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A processor import crash without torchvision and a testing_utils bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 60, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:30947", + "issue:33453", + "issue:34567", + "issue:38617", + "issue:41950", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43673", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44246", + "issue:44263", + "issue:44315", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45440", + "issue:45712", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:45440|issue:46172", + "issue:44246|issue:46981", + "issue:44117|issue:46701", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44410|issue:45375", + "issue:30947|issue:33453", + "issue:43673|issue:46123", + "issue:30947|issue:34567", + "issue:43874|issue:44263", + "issue:44038|issue:44410", + "issue:46655|issue:46664", + "issue:46172|issue:46710", + "issue:46298|issue:46752", + "issue:44936|issue:46365", + "issue:43986|issue:44484", + "issue:38617|issue:42757", + "issue:44704|issue:45103", + "issue:43064|issue:44315", + "issue:38617|issue:41950", + "issue:42890|issue:46298", + "issue:43502|issue:43992", + "issue:44380|issue:46421", + "issue:44451|issue:47116", + "issue:44938|issue:46178", + "issue:43208|issue:43526", + "issue:43064|issue:47116", + "issue:43012|issue:43550", + "issue:45712|issue:46298" + ], + "prepared_review_unit_hash": "748c3661d87195c4c07dd4528bfb0c71a0d047a7d7d046b6e0ff41fccad35e0d", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36209, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the soft pairs mostly share only a broad subsystem name or generic regression wording, not the same concrete bug. I would reject all soft-edge duplicate candidates and avoid selecting a single canonical issue/PR for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-related failures: model divergence vs a dtype/transpose bug in a separate MoE path." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Both involve loading/network behavior, but one is slow imports while the other is repeated 429 retries in AutoProcessor." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated failures: tokenizer mapping fallback vs an image-text-to-text pipeline crash." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "One is an AddedToken constructor argument conflict; the other is tokenizer mapping returning None." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "Different bugs and code paths: PyTorch bfloat16 warning vs a TimesFM window_size AttributeError." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3-related, but one is missing projections in layer 0 and the other is a config field being dropped." + }, + { + "left": "issue:30947", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer-related, but one is about BOS/EOS flags not being applied and the other is a broader tokenizer loading regression." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both touch generation/prefill behavior, but cache initialization and final-batch masking are different bugs." + }, + { + "left": "issue:30947", + "right": "issue:34567", + "accept": false, + "reason": "Completely different areas: tokenizer special-token handling vs TrainerState token counting." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different components and symptoms: image processor method missing vs incorrect torch.split return handling." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen3-VL/Qwen3 family, but one is a Transformers v5 compatibility issue and the other is a missing projection bug." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same model family, but padding calculation and num_frames semantics are distinct video-processor bugs." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek issues: a low-level tensor operation bug vs an accuracy regression after upgrade." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "No overlap beyond general API area; noisy logging and empty-list chat templating are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluation failure after train is unrelated to an import conflict with datasets." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to save_pretrained shard size defaults." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors from dependency churn, but they concern different symbols and different upstream packages." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and auto_docstring annotation handling are separate code paths." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:38617", + "right": "issue:41950", + "accept": false, + "reason": "An import error for a removed utility is not the same as video-classification pipeline processor selection." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test nondeterminism from missing set_seed is unrelated to a logging-message issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and a missing embed_tokens weight in UMT5Encoder are different loading bugs." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling being ignored and cache lazy-init recompilation are separate generation/runtime problems." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and an invalid backend name in BACKENDS_MAPPING are different import/config issues." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Optimizer-state corruption in training is unrelated to the streaming pipeline regression." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning and a Bamba SDPA compile failure are not the same bug." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes and noisy logging do not describe the same underlying change or failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 61, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:30947", + "issue:33357", + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43352", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:43066|issue:43906", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45584|issue:46365", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:44734|issue:47116", + "issue:43827|issue:47116", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:44077|issue:46365", + "issue:30947|issue:33357", + "issue:44162|issue:46172", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:44380|issue:46132", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:43012|issue:47276", + "issue:43756|issue:44485", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:36010|issue:42757", + "issue:42831|issue:44261", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43618|issue:43761" + ], + "prepared_review_unit_hash": "42442e60f731a99d4cd7c94b8fb07933e148038c2b0f699b56cf7203e09f586d", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35659, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a set of mostly unrelated false-positive similarities: import errors, model-specific regressions, save/load issues, warnings, docs, tests, and runtime bugs. I found no pair that clearly describes the same underlying change or bug.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue cleanly represents a duplicate group here; the soft pairs span different subsystems and different failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue: there is no real duplicate cluster to anchor, so any issue would be an arbitrary representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Both mention transformer internals, but one is a tokenizer/type regression and the other is an isolated reproduction of a different issue." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Save/dequantization failure and image-driven infinite loop are different bugs in unrelated code paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is about dequantized model save failure and the other about saving Pipeline objects; not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation failure and Trainer import conflict are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "One is a PyTorch compile warning for bfloat16; the other is a tie_word_embeddings warning in a different model workflow." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Both are pipeline-related, but one is an error-message/docs issue and the other is a save_pretrained failure." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Different server/runtime regressions: KV-cache continuation indexing vs streaming pipeline behavior." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a streaming pipeline runtime regression." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weight on load and a max_shard_size question on save are different save/load concerns." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support error and Python version compatibility are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and importing Trainer with datasets installed are unrelated." + }, + { + "left": "issue:30947", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer BOS/EOS handling and a CLIP Mac bus error are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor operation bug are different model-specific issues." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config missing vocab_size and an Apple Silicon TypeError in caching warmup are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling config ignored and zero-loss classification behavior are different bugs." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention code, but one is a GPT2 scaling regression and the other changes AttentionInterface.register behavior." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend selection for pip extras and a Trainer import issue are unrelated dependency problems." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "A compile-time precision warning and a synced_gpus warning message are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are model-specific implementation discrepancies, not the same underlying issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different features and failures: Flash Attention support gating vs attention scaling behavior." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed API without indication and a noisy logging message are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different dependency breakages." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both concern precision/accuracy, but they describe different models and different numerical issues." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "MoE save_pretrained failure and MoE from_pretrained error are related thematically but not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions endpoint behavior and Qwen2.5-VL chat template batching crash are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "A flaky model integration test and a CLI compatibility break with huggingface_hub are unrelated test failures." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption and GPT2 attention scaling are entirely different code paths." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but attentions being unset and hidden_states missing are different outputs and likely different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 62, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:29870", + "issue:29925", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42548", + "issue:43010", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44263", + "issue:44351", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45593", + "issue:45759", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47321", + "issue:47332", + "issue:47337" + ], + "soft_pairs": [ + "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:38617|issue:43502", + "issue:44625|issue:46077", + "issue:44655|issue:47321", + "issue:44655|issue:47332", + "issue:43299|issue:43867", + "issue:43611|issue:44655", + "issue:43618|issue:44380", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:36683|issue:44077", + "issue:46077|issue:46512", + "issue:43976|issue:44938", + "issue:44263|issue:45759", + "issue:44355|issue:46877", + "issue:29925|issue:33453", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:44625", + "issue:43618|issue:45216", + "issue:36683|issue:47110", + "issue:44355|issue:44855", + "issue:29870|issue:36296", + "issue:43867|issue:46202", + "issue:44908|issue:46851", + "issue:43992|issue:47317", + "issue:44393|issue:47337", + "issue:44075|issue:46365", + "issue:43010|issue:45278", + "issue:44393|issue:47000", + "issue:43992|issue:45310", + "issue:42548|issue:44351", + "issue:29870|issue:33453" + ], + "prepared_review_unit_hash": "e1c608fcdd9e02c05d0d82f42f78bc93dd190d186468a0a49e2698173e6b8c3a", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37426, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues; the textual similarity is driven by broad themes like import/load regressions, config propagation, or model-specific attribute bugs, but none of the soft pairs look like true duplicates of the same underlying fix.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here ('Many import errors after update from 4.57.0 to 5.5.0') and best matches the cluster\u2019s recurring import/load-regression motif, even though the other issues are mostly distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative because it is the most general, most cluster-like problem statement among otherwise narrow, model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is about resize_token_embeddings not updating outputs while the other is about bidirectional attention still building causal masks; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to an import failure caused by datasets; no shared underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing import of layer_type_validation and ignoring local_files_only are separate failures in different areas." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different models and different bugs: Qwen3.5 num_labels propagation vs Gemma4 attention-mask construction." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Saving Pipeline objects and an AMD quark class not being updated are unrelated issues." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Pipeline save_pretrained failure and disk-offloaded Qwen3-VL save failure are distinct save/offload paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression and sorted state_dict load error are different load-time problems with different triggers." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading breakage is not the same bug as Pipeline save_pretrained serialization." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling under SDPA/FlashAttention are different attention-related regressions." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both mention missing attributes, but Gemma3Config vocab_size and SAM3VisionEncoderOutput fpn_position_embeddings are unrelated objects and code paths." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention 2 support in NemotronHForCausalLM and D-FINE auxiliary-loss behavior are unrelated model features." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init validation." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Bidirectional attention mask construction and stale config.dtype after from_config are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility complaints, but they refer to different releases and failure modes." + }, + { + "left": "issue:44263", + "right": "issue:45759", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to unwrapping text_config in composite Qwen configs." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python import errors and auto_docstring stdout diagnostics are different import-time problems." + }, + { + "left": "issue:29925", + "right": "issue:33453", + "accept": false, + "reason": "SigLIP use_fast enforcement is too specific to be the same as the broader tokenizer-loading regression." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A load error when state_dict is sorted is not the same as a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import/load failure and a huggingface_hub CLI compatibility issue are different environment regressions." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3Config vocab_size and Qwen3.5 num_labels propagation are separate configuration bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions missing and Qwen3.5 checkpoint saving corruption are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and special_tokens being a list instead of a dict are unrelated attribute/type errors." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Running compiled Python files and a torch.jit.script parsing IndentationError are both import-time issues, but not the same underlying bug." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate UnboundLocalError and a tensor-parallel training bug are unrelated model/runtime failures." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state_dict loading and Gemma pipeline roundtrip on \u2581 are different serialization/tokenization issues." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and PPFormulaNet training-loss bug are unrelated model-specific issues." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and a flaky bbox-range test are not the same failure." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args not being used and Trainer import failing due to datasets are separate problems." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A no_grad decoration issue for cache/layer updates is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox output issues and RTDetrLoss infeasible cost matrix are different vision-model failures." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained errors are different model-loading bugs." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but missing PreTrainedModel and missing HybridCache are distinct exported-symbol problems." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug and SigLIP tokenizer loading regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 63, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43976", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:47317" + ], + "soft_pairs": [ + "issue:43064|issue:44492", + "issue:36296|issue:43575", + "issue:44222|issue:45125", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43867|issue:45375", + "issue:28282|issue:33453", + "issue:43010|issue:43976", + "issue:43618|issue:44977", + "issue:43010|issue:45850", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:43525|issue:47317", + "issue:42890|issue:44964", + "issue:44734|issue:46617", + "issue:44387|issue:44556", + "issue:41628|issue:42548", + "issue:43723|issue:44556", + "issue:44222|issue:44230", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:42898|issue:46664", + "issue:45071|issue:47317", + "issue:46143|issue:46144", + "issue:43502|issue:44485" + ], + "prepared_review_unit_hash": "190859b9b467e3eef3aa00095961d3f389214fa95349ae93abc24856303fe3cf", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36367, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous issue reports across unrelated regressions. The only pair that looks like the same concrete bug is the Qwen3.5 MoE tensor-parallel load/from_pretrained failure; the rest are too broad or touch different code paths.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45125 is the most concrete root-cause report in the only plausible duplicate pair: it names the missing `_tp_plan` tensor-parallelism implementation behind the broader Qwen3.5 MoE from_pretrained failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45125 is the best representative issue here because it is specific, diagnostic, and likely the actionable root cause for the related Qwen3.5 MoE loading error.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Different problems: FSDP/PEFT optimizer-state corruption vs a cache-strategy typo." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is a model-loading OOM; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained MoE bug vs tensor-parallel plan missing for Qwen3.5 MoE; different failure modes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-time slowdown and import-* cleanup are related broadly, but not clearly the same underlying bug/change." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model behaviors: CLIPOutput attentions vs PatchTSMixer post_init policy." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test failures: seeding-related instability vs xdist file-race in testing utils." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load error with sorted state_dict vs incorrect visual encoder keys on save_pretrained; not the same issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting load error is unrelated to a missing vision config field." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Torch-no_grad cache update change vs Python version compatibility issue; different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP output attentions bug vs Qwen3.5 flash-attention generation issue; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache update change is not the same as the broad 'many models break' report." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete Qwen3.5 MoE loading failure: the broad from_pretrained error is plausibly caused by the missing `_tp_plan` tensor-parallel implementation." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel `_tp_plan` omission vs missing `deepstack_visual_indexes` in vision config; different defects." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU complaint is unrelated to DeepSeekV3MoE divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak vs AddedToken argument conflict; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues with no shared code path." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4 config pad_token_id attribute error vs PPFormulaNet training-loss bug; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SamHQ test seeding issue vs Phi-4-multimodal model load failure; unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache indexing crash in serve vs trust_remote_code cache FileNotFoundError; different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression vs checkpoint reload compatibility after upgrade; different symptoms and likely causes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors from transformers, but for different symbols and likely different missing exports." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression vs checkpoint reload failure after upgrade; too broad to call duplicates." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; not the same underlying change." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad behavior vs a dummy Conv2d in Sam3PixelDecoder; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs remote-code cache FileNotFoundError; different issues." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior change vs SmolVLM num_frames semantics; unrelated." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs PPFormulaNet training-loss bug; unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is about kwargs forwarding and the other about attention interface usage; not clearly the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leak vs GLM-5 RoPE implementation discussion; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The verdicts stay conservative, and the only accepted soft pair is defensible from the packet: issue 45125 is a specific root-cause report for the Qwen3.5 MoE from_pretrained failure seen in issue 45478. The remaining pairs are reasonably rejected as different bugs or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 64, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:36296", + "issue:38617", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44749", + "issue:44861", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45850", + "issue:46095", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:46664|issue:46726", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44230|issue:46095", + "issue:29870|issue:31795", + "issue:44038|issue:45125", + "issue:43576|issue:43824", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:36296|issue:43901", + "issue:31795|issue:38617", + "issue:43475|issue:46617", + "issue:44077|issue:44861", + "issue:44623|issue:45230", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:45362|issue:45850", + "issue:45375|issue:47110", + "issue:43673|issue:44492", + "issue:44485|issue:44961", + "issue:43352|issue:44961", + "issue:43525|issue:47110" + ], + "prepared_review_unit_hash": "fc0ebd1cf4143e760128128ba3a76ecb50f0b477eac7737f5a42aa3b6292f1fb", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36278, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformer issues. None of the soft pairs are strong duplicates from titles alone; the clearest representative issue is the local_files_only regression because it states a precise contract violation with an obvious reproduction path.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43502 is the most concrete and actionable bug report here: it describes a specific regression where `local_files_only=True` still triggers API requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the strongest canonical-style issue because it is narrowly scoped, user-facing, and easy to validate; the other issues are either model-specific, broader compatibility reports, or documentation problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: compiled Python file execution errors vs a performance regression after upgrading Transformers." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "One is a loading hang in Sentence Transformers; the other is documentation confusion about `input_ids` and `past_key_values`." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different code paths: missing image-processor method vs FileNotFoundError loading a `trust_remote_code` model from cache." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Too broad and unrelated: a general v5 breakage complaint vs a `special_tokens` attribute error." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation internals, but one is about `@torch.no_grad` on cache/layer updates and the other is a sync_gpus generation bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to FP8 `save_pretrained` behavior for MoE models." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 upgrade regressions, but one is a Qwen3-VL-Moe load failure and the other is a general checkpoint reload problem." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM `num_frames` semantics are unrelated to AutoProcessor backend-missing error handling." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to a tensor-parallel training bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation references to `pipeline()` have nothing to do with the unrelated `racoon` report." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is not the same underlying issue as a DeepSeekV4 weight-conversion question." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A runtime `decoder_attention_mask` error is not the same as documentation confusion about generation inputs." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen-related, but one is a broad transformers-v5 bug report and the other is a missing `_tp_plan` tensor-parallel implementation detail." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "A broken `transformers env` command is not the same failure as an import error for a specific model class." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "`local_files_only` network leakage and an unrelated placeholder issue are clearly different." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to `PretrainedConfig` type-checking regressions." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A CLI environment command failure is not the same as a type-checking breakage in `PretrainedConfig`." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "The `transformers env` command issue is different from the `huggingface_hub` CLI completion incompatibility." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An `is_offline_mode` import error may affect CLI behavior, but it is not the same concrete bug as the v5 env-command report." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training issues are unrelated to `TextClassificationPipeline` docs still mentioning `return_all_scores`." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about generation args is unrelated to a missing `layer_type_validation` import." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video attribute loss is unrelated to a cache FileNotFoundError for trust-remote-code models." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "A `post_init` allowance policy issue is unrelated to `_get_tied_weight_keys` crashing on a list." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files and a generic bug report are not the same underlying issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and cache FileNotFoundError are different cache-loading problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in `model_init` is unrelated to a DSA indexer/ReLU discussion." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crashes are model-specific, while the other issue is a broad complaint that v5 breaks many models." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "A missing config field in Qwen3.5 Moe vision is unrelated to a `special_tokens` list/type error." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "A missing GenerationMixin cache during chunked prefill is not the same as a typo in cache strategy docs/code." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder `racoon` issue." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash-Attention support for Nemotron is unrelated to the placeholder `racoon` issue." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "A missing `pad_token_id` on `Llama4Config` is not the same as a `special_tokens` list attribute error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 65, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44961|issue:45468", + "issue:45381|issue:46664", + "issue:44315|issue:46209", + "issue:43867|issue:47110", + "issue:44273|issue:45003", + "issue:44466|issue:44556", + "issue:41669|issue:43673", + "issue:44655|issue:44861", + "issue:43572|issue:45850", + "issue:43525|issue:45850", + "issue:44485|issue:46664", + "issue:44393|issue:45753", + "issue:44295|issue:45230", + "issue:44393|issue:45071", + "issue:44297|issue:45230", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:46018|issue:46172", + "issue:43408|issue:44315", + "issue:44492|issue:45850", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:43976|issue:44393", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:44908|issue:45071", + "issue:43298|issue:46095", + "issue:41669|issue:44351", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43976|issue:46218", + "issue:45230|issue:45656", + "issue:43976|issue:47176" + ], + "prepared_review_unit_hash": "ca2b5042c214a53c7a69e37da76b5f8995cbae976d31760e5389dede59a3077e", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38126, + "estimated_input_tokens": 9532, + "estimated_eval_tokens": 19320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of Transformers v5 regression/compatibility issues, but the individual reports cover different models, APIs, and failure modes rather than one exact bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the recurring v5 breakage theme and can represent the cluster better than the more narrowly scoped reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the most representative high-level issue for the shared upgrade/regression pattern, even though it is vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Different bugs: lazy loading behavior vs TensorFlow backend detection/install handling." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated; one is a placeholder issue, the other is a Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both involve multimodal/video handling, but they target different models and concrete semantics." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different code paths: model_init application of Liger Kernel vs FP8 inference on B200." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "Load/state_dict sorting error is unrelated to special_tokens dict/list handling." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Import performance/lazy-loading is not the same bug as unsafe sys.modules access." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Both touch v5 compatibility, but one is tied-weight serialization and the other is checkpoint reload compatibility." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/perf issue is unrelated to chunked_prefill cache availability." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key extraction are different failures." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing config attribute vs a broad complaint about many v5 regressions." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config attribute error, not the same underlying bug as the generic v5 breakage report." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model implementations and different bugs (RoPE vs video frame semantics)." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same family (Qwen vision) but different models and failure modes; not one concrete bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer access error is not the same as an unspecified bug report." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different issues: Qwen3-VL output bug vs PretrainedConfig type checking regression." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the generic bug report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade compatibility complaints, but they concern different model families and mechanics." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings API guidance is unrelated to a typo in cache strategies." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "A broad v5 regression report does not match a specific CLI break from huggingface_hub 1.22.0." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading malfunction are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-V4 problems: gating logic vs tensor dtype/transpose operation." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Completely different subsystems and failures; no shared code-path bug." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is not the same as the broad v5 regression umbrella." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star usage/performance issue is unrelated to a missing exported model class." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and a Qwen3-VL vision bug are different issues." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness and scheduler kwarg propagation are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding is unrelated to inverse_sqrt scheduler behavior." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import cleanup/performance issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different code paths." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import performance cleanup is not the same as failing to export HybridCache." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs propagation are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI env command breakage is unrelated to a shell command-substitution allowlist bypass." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and missing model export are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45656", + "accept": false, + "reason": "Generic bug report vs optimizer step being called twice under deepspeed." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python support issue and shell allowlist bypass are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 66, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:31795|issue:33453", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44861|issue:47110", + "issue:45468|issue:46894", + "issue:42913|issue:43066", + "issue:44360|issue:45468", + "issue:44485|issue:47176", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:31795|issue:37428", + "issue:43576|issue:44273", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:44861|issue:47059", + "issue:41669|issue:43704", + "issue:43576|issue:46218", + "issue:44485|issue:45468", + "issue:43606|issue:45468", + "issue:42371|issue:43704", + "issue:43704|issue:44485", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:28348|issue:45250", + "issue:44261|issue:45468", + "issue:45850|issue:46218", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:45290", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44230|issue:45310", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:29870|issue:31515", + "issue:43298|issue:44230", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795" + ], + "prepared_review_unit_hash": "37e4775e78b8143655ab0fe3dc106669ccb2e54dcce50e5a80951a36c766727b", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41345, + "estimated_input_tokens": 10337, + "estimated_eval_tokens": 20930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heavily over-broadened: most items are unrelated Transformers issues, with only a loose recurring theme around v5/model-loading/tokenizer regressions. No soft pair looks like a true duplicate with the same concrete code path.", + "confidence": 0.33, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the recurring v5 breakage theme, so it is the best representative issue even though it is very generic.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue to anchor the cluster because it captures the widest shared regression theme across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs a tokenizer-loading regression; different problem and fix surface." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but one is timestamp math and the other is padding math in a different path." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different subsystems: Liger/model_init application versus flash-attention training degradation." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Separate AttributeErrors in unrelated helpers; not the same failing code path." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different model families and different numerical bugs; no shared concrete change." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 behavior, but the reported failures are different enough that a shared code path is not clear." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU issue vs Gemma audio positional encoding bug; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation issue versus shell allowlist security bypass; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility bug versus tar/zip slip RCE; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp bug versus RoPE implementation bug; different code paths." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Doc clarification issue versus import failure for a flash-attention helper; not duplicates." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading are different features, despite both surfacing in v5." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "Model positional encoding issue versus security file-write exploit; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading regression and scheduler kwargs handling are unrelated bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation versus scheduler parameter handling; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Different failures in different utilities; no shared underlying bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue versus a VRAM leak in multithreaded dataloading; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command breakage and model import failure are different regressions." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation and audio positional encoding are both positional topics, but not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch versus audio positional encoding; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings warning versus VRAM leak; different concerns." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE implementation are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Generic v5 breakage report versus a security file-write exploit; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Generic model-breakage umbrella versus shell-command allowlist bypass; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash-attention support gap versus arbitrary file-write exploit; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected network access during local loading versus processor timestamp bug; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug versus missing save_pretrained outputs; different behavior." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT-2 support and the other is an unrelated generic request." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Different numerical/configuration issues in different models; not the same bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 regressions umbrella versus a specific model import failure; not the same issue." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak versus a testing_utils bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-attention support error versus missing model import; different code paths." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Two import errors, but for different symbols and likely different causes." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights crash versus chat-template tool-call crash; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request versus processor save_pretrained file emission bug; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both concern Flash Attention 2.0, but they are different model-specific support requests/failures." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug versus an irrelevant/non-technical issue; no relation." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "No meaningful technical overlap; unrelated issues." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "No meaningful technical overlap; unrelated issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request versus a Qwen3.5 MoE from_pretrained error; different problems." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo versus unrelated issue; no duplicate signal." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression versus unrelated issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading versus an import error; different failure mode and fix." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder mask crash versus slow checkpoint loading; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio support versus fp8 inference support; different feature gaps." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting failure versus checkpoint loading slowness; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading performance issue versus tensor-parallel training bug; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Runtime loading performance versus documentation confusion; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 67, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-540", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "440478fe7ffb2b4fbe7e5b5176f66a390bb5e655ad6d4fbb81a33af8ab68f387", + "component_budget": { + "node_count": 540, + "item_count": 540, + "soft_pair_count": 1994, + "serialized_chars": 1033373, + "estimated_input_tokens": 258344, + "estimated_eval_tokens": 516944 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8608, + "estimated_input_tokens": 2152, + "estimated_eval_tokens": 4560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of unrelated bug reports across different models/configs/tokenizers. The similarity signals are superficial; none of the soft pairs look like the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "If a single representative is needed, issue 46144 is the most concrete code-path bug and the broadest implementation concern, but it is not a true duplicate anchor for the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46144 is the strongest standalone report: it names a specific model, a specific attention implementation problem, and a plausible fix path. It is the best representative issue in this otherwise heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different models and different bugs: Mamba/Mamba-2 init_weights handling versus RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value plumbing is unrelated to DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a ModernBERT config type-hint issue; the other is a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage and loss kwargs forwarding are different code paths and different defects." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation is unrelated to RoFormer attention interface behavior." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model ignore_value handling and tokenizer regex warnings are unrelated subsystems." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model families and no shared failing code path." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss/input handling is unrelated to a typo in quantization conversion naming." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT config typing and quantization-typo reports do not describe the same bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding versus a config annotation mistake are not the same underlying issue." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm implementation semantics and ModernBERT config type hints are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage is unrelated to ModernBERT norm_eps typing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "716c504e073322508ff6b24aac2a82db3abeac4cbfe78467c814e6f10b9ea577", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated: one requests truncation from the beginning for tokenization, one asks for ReduceLROnPlateau-like scheduler behavior, and one asks for word time offsets in Wav2Vec2. No duplicate cluster is present.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas and problems: token truncation behavior vs Wav2Vec2 word timestamp extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: tokenizer truncation direction vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and use cases: scheduler behavior vs Wav2Vec2 alignment/timing offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "d0d20fb7464430aed0a10f27b7422b9ab5d4aa59c76e71db79a870ecec4b16bf", + "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 three issues do not look like duplicates of one another. They cover three different problems: Tapas tokenization mismatch, private-model download/auth error handling, and a generic bert-base-uncased loading failure.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster well, because the reports describe different underlying bugs rather than one shared failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue had to be kept as the most representative, issue #16618 is the broadest and most user-facing model-loading report, but it should not absorb the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different bug classes: Tapas tokenization behavior vs failure to load bert-base-uncased. Same general ML area, but not the same code-path problem." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model download/auth error messaging is a different underlying issue from a public model loading failure; they would need different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-19631-8", + "nodes": [ + "issue:19631", + "issue:19865", + "issue:20334", + "issue:20362", + "issue:22352", + "issue:22372", + "issue:25725", + "issue:25839" + ], + "soft_pairs": [ + "issue:19631|issue:22372", + "issue:19631|issue:20362", + "issue:19865|issue:25725", + "issue:19865|issue:22372", + "issue:20334|issue:22352", + "issue:20334|issue:20362", + "issue:20334|issue:25725", + "issue:20362|issue:25839", + "issue:20362|issue:25725", + "issue:22352|issue:25725", + "issue:22372|issue:25725" + ], + "prepared_review_unit_hash": "368597d888f1e556cdeb666f3ae60f7dd0c48f5f2a89a8074d332a759a3610d1", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 8191, + "estimated_input_tokens": 2048, + "estimated_eval_tokens": 4352 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 8191, + "estimated_input_tokens": 2048, + "estimated_eval_tokens": 4352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate feature requests for adding different models or model-specific workflows. The shared wording is superficial (\u201cAdd X model\u201d), but the underlying changes target different architectures and use cases, so this is not a duplicate cluster.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "EDSR/MDSR and Restormer are different image-restoration models; they would require separate integrations and code paths." + }, + { + "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "EDSR/MDSR and FlexiBERT are unrelated model additions in different model families, so they are not the same change." + }, + { + "left": "issue:19865", + "right": "issue:25725", + "accept": false, + "reason": "VATT and Meta-Transformer are distinct model architectures with different implementation requirements." + }, + { + "left": "issue:19865", + "right": "issue:22372", + "accept": false, + "reason": "VATT and Restormer are different models for different tasks; no evidence they share the same concrete fix." + }, + { + "left": "issue:20334", + "right": "issue:22352", + "accept": false, + "reason": "longformer_content and Whisper XVector finetuning describe different workflows and targets; not the same underlying request." + }, + { + "left": "issue:20334", + "right": "issue:20362", + "accept": false, + "reason": "longformer_content and FlexiBERT are separate model-related requests with no shared code-path problem." + }, + { + "left": "issue:20334", + "right": "issue:25725", + "accept": false, + "reason": "longformer_content and Meta-Transformer are unrelated model additions; similarity is only topical." + }, + { + "left": "issue:20362", + "right": "issue:25839", + "accept": false, + "reason": "FlexiBERT and D_Nikud are distinct model requests, likely for different NLP tasks and implementations." + }, + { + "left": "issue:20362", + "right": "issue:25725", + "accept": false, + "reason": "FlexiBERT and Meta-Transformer are different model families and do not look mergeable into one PR." + }, + { + "left": "issue:22352", + "right": "issue:25725", + "accept": false, + "reason": "Whisper XVector finetuning and Meta-Transformer are not the same change; one is a training workflow, the other a model addition." + }, + { + "left": "issue:22372", + "right": "issue:25725", + "accept": false, + "reason": "Restormer and Meta-Transformer are unrelated model additions; no shared concrete bug or code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-16", + "nodes": [ + "issue:26350", + "issue:26794", + "issue:27088", + "issue:28936", + "issue:30191", + "issue:30240", + "issue:33260", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299", + "issue:47402" + ], + "soft_pairs": [ + "issue:26350|issue:33260", + "issue:26794|issue:44370", + "issue:26794|issue:44365", + "issue:26794|issue:47402", + "issue:26794|issue:43834", + "issue:26794|issue:47299", + "issue:26794|issue:27088", + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:47402", + "issue:27088|issue:43834", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:44365", + "issue:28936|issue:30240", + "issue:28936|issue:38435", + "issue:27088|issue:30191", + "issue:26794|issue:30191", + "issue:30191|issue:30240", + "issue:28936|issue:30191", + "issue:26794|issue:30240", + "issue:30240|issue:44370", + "issue:30240|issue:44365", + "issue:30240|issue:47402", + "issue:30240|issue:43834", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:47402", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47402", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:47402", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44370|issue:47402", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:46222|issue:47402", + "issue:43834|issue:46222", + "issue:46226|issue:47402", + "issue:46226|issue:46931", + "issue:44370|issue:46931", + "issue:44365|issue:46931", + "issue:43834|issue:46931", + "issue:46931|issue:47402", + "issue:47299|issue:47402", + "issue:46226|issue:47299" + ], + "prepared_review_unit_hash": "5101f9e89a29c55e0620ba0ac3b15964448e67e7912f1285cc779a46ed77c18c", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 55, + "serialized_chars": 29305, + "estimated_input_tokens": 7327, + "estimated_eval_tokens": 14910 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 55, + "serialized_chars": 29305, + "estimated_input_tokens": 7327, + "estimated_eval_tokens": 14910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly noisy similarity: one unrelated Flash Attention 2 vs GGUF pair, plus a large i18n translation-template family that shares boilerplate but appears to cover distinct language requests. I would not merge any of the soft pairs.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43834 is the most generic hub among the i18n template issues, so it is the best anchor for that subgroup, though the overall cluster is not a single duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as above: 43834 is the strongest representative of the near-identical translation-template subgroup, but not a global duplicate target for the unrelated items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Flash Attention 2 support and GGUF support are unrelated features." + }, + { + "left": "issue:26794", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:26794", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:26794", + "right": "issue:47402", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:26794", + "right": "issue:43834", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:26794", + "right": "issue:47299", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:26794", + "right": "issue:27088", + "accept": false, + "reason": "Different language requests; similarity comes from the shared i18n template." + }, + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:27088", + "right": "issue:47402", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Different language request; shared wording is just the translation template." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language requests; same template, not the same task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; shared wording is just the translation template." + }, + { + "left": "issue:28936", + "right": "issue:30240", + "accept": false, + "reason": "Different language requests; same template, not the same task." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests; same template, not the same task." + }, + { + "left": "issue:27088", + "right": "issue:30191", + "accept": false, + "reason": "Different language requests; same template, not the same task." + }, + { + "left": "issue:26794", + "right": "issue:30191", + "accept": false, + "reason": "Different language requests; same template, not the same task." + }, + { + "left": "issue:30191", + "right": "issue:30240", + "accept": false, + "reason": "Different language requests; same template, not the same task." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Different language requests; same template, not the same task." + }, + { + "left": "issue:26794", + "right": "issue:30240", + "accept": false, + "reason": "Different language requests; same template, not the same task." + }, + { + "left": "issue:30240", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:30240", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:30240", + "right": "issue:47402", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:30240", + "right": "issue:43834", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:38435", + "right": "issue:47402", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Different language request; the overlap is boilerplate translation text only." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Placeholder/template titles overlap, but there is no evidence they are the same language task." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Placeholder/template titles overlap, but there is no evidence they are the same language task." + }, + { + "left": "issue:43834", + "right": "issue:47402", + "accept": false, + "reason": "Placeholder/template titles overlap, but there is no evidence they are the same language task." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Placeholder/template titles overlap, but there is no evidence they are the same language task." + }, + { + "left": "issue:44365", + "right": "issue:47402", + "accept": false, + "reason": "Placeholder/template titles overlap, but there is no evidence they are the same language task." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:47402", + "accept": false, + "reason": "Placeholder/template titles overlap, but there is no evidence they are the same language task." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Different Thai-text request/title; not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:47402", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:47402", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-text request/title; not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:46931", + "right": "issue:47402", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:47299", + "right": "issue:47402", + "accept": false, + "reason": "Different language/request text; not the same underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Different Thai-text request/title; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-30396-2", + "nodes": [ + "issue:30396", + "issue:31103" + ], + "soft_pairs": [ + "issue:30396|issue:31103" + ], + "prepared_review_unit_hash": "c8272be11fae4419c3b25345337ed1250e4414e86bb1fde131850ed74403cf72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related in theme but do not clearly describe the same underlying request: one asks to add a specific model, while the other asks to add a CausalLM class/implementation. I would not merge them as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 30396 is the more concrete feature request, with a specific model name and clearer scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 30396 is the best representative because it is more specific and self-contained.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30396", + "right": "issue:31103", + "accept": false, + "reason": "Both are about HelpingAI-related additions, but the requested change is not the same: one is a model add request, the other is an API/class addition request. Too little evidence they are 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": 7, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-23", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "issue:40330", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:37334", + "issue:36879|issue:37015", + "issue:37334|issue:41115", + "issue:37334|issue:43837", + "issue:37334|issue:43671", + "issue:37334|issue:42503", + "issue:40330|issue:42503", + "issue:40330|issue:43671", + "issue:40330|issue:42954", + "issue:40330|issue:46653", + "issue:40330|issue:42738", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41211|issue:43671", + "issue:37015|issue:42503", + "issue:42503|issue:43837", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:37334|issue:42954", + "issue:42954|issue:43671", + "issue:42503|issue:42954", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:41115|issue:45027", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:37334|issue:45027", + "issue:43837|issue:45177", + "issue:42954|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "b00711c22ecd7e1ca5063c3226844f96bebf6d26c8724f0e2a213900b8936288", + "component_budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33613, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33613, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are mostly unrelated model-request tickets that share generic wording like \"add/support model\". The similarity is topical, not duplicative, so I would not collapse the cluster into one canonical change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the cluster mixes many distinct model-addition requests across different architectures, checkpoints, and modalities.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative; choosing one would incorrectly merge unrelated requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Related keypoint tasks, but RoMa matcher and LoMa detector+matcher are different model requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different scope: keypoint matcher request vs MiniCPM3 model architecture support." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models entirely: EuroBert config vs DEIMv2 support." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model families: EuroBert vs RF-DETR." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "Different requests: EuroBert config vs XiaoMi MiMo." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Detection model vs audio model; not the same change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR support is unrelated to the weight-sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR target different modalities and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR support is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a text model; LFM2.5 Audio is an audio model." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT and LLMDet are different model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR detection support and NeoBERT support are unrelated." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support and MiniCPM3 architecture support are different changes." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet and Qwen3-ASR are different models with different code paths." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet support is unrelated to ModernVBERT model support." + }, + { + "left": "issue:40330", + "right": "issue:42503", + "accept": false, + "reason": "open-qwen2vl-base and ModernVBERT are different model requests." + }, + { + "left": "issue:40330", + "right": "issue:43671", + "accept": false, + "reason": "Vision-language model support vs TTS support; not the same change." + }, + { + "left": "issue:40330", + "right": "issue:42954", + "accept": false, + "reason": "open-qwen2vl-base and XiaoMi MiMo are unrelated models." + }, + { + "left": "issue:40330", + "right": "issue:46653", + "accept": false, + "reason": "open-qwen2vl-base is a model request; Mirko Privitera is unrelated to model support." + }, + { + "left": "issue:40330", + "right": "issue:42738", + "accept": false, + "reason": "open-qwen2vl-base and BERT-like models with RoPE are different requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 support and Qwen3-ASR support are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 support is unrelated to ModernVBERT models." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and modalities." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are distinct model requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are different model support requests." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE models and XiaoMi MiMo are not the same change." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo support is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models and XiaoMi MiMo are different requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are opposite speech tasks and should not be merged." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is unrelated to the weight-sparse transformer request." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both mention TTS, but Qwen3-TTS and Voxtral-4B-TTS are different model-specific requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support is unrelated to the weight-sparse transformer request." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR vs TTS; Qwen3-ASR and Voxtral-4B-TTS are not the same fix." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different modality/model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink are different code changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support and Voxtral-4B-TTS support are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both model requests, but they are distinct models and changes." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo support is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models are unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral-4B-TTS support is unrelated to the Mirko Privitera issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "db8f1fdb92f238068d07ea61086e63748b6470b06e0ee593e9b741e478236c47", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a vision RoPE refactor. No duplicate relationship is supported.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the more substantive technical item and is the only one plausibly central to a code change; #38740 is a standalone docs request and unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the better representative issue for this set because it describes an actual implementation refactor, while #38740 is a separate documentation task.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: docs/third-party framework mention versus a vision RoPE refactor. They do not appear to describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "326d4733cdb4c6d1eefbc00a609bc0fe7ea52438fec0b6b00c7ee37f5211ff46", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different requests: one is about block decoding behavior, the other about adding DeepSeek v3.2 support. There is no evidence they are duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different scope and target: block decoding is a decoding-mode feature, while DeepSeek v3.2 support is a model-compatibility request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "ec7d6b44e10ff3e9df203d462642c2b468cb2912cd50aa1a5430e3e769a5413b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about efficiency-oriented model changes, but they target different mechanisms and code paths: FLCE flag handling in `from_pretrained()` versus integrating TiledMLP for lower memory use. They do not look like duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue for this pair; they describe different feature requests in different model components rather than the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be picked as the best representative, #41306 is more concrete and implementation-bound, with a specific API/behavior target (`from_pretrained()` flag handling).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requests and likely different code paths: one is about TiledFusedLogitsLoss/FLCE configuration in `from_pretrained()`, the other is about adding TiledMLP to reduce memory footprint. Shared high-level efficiency theme is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "ff40b263f58b92ef6683d79ab88d0b68e543b1042d00784d024cfea6924009d9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a very high level around Trainer customization, but they describe different problems: unused-column handling vs FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the reports target different code paths and user-visible behaviors.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more central/reusable representative of the cluster because it focuses on Trainer behavior that affects customization broadly; issue 43600 is a separate estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems: one is about `remove_unused_column` behavior/customizability, the other about FLOPS estimation for custom trainers. Shared Trainer context is too broad to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "ee752b1f58376d6eb0f4c559f0c10f1ea34f68f7e6167b25bb224b1566a9e67a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate feature requests for different Qwen model families and different AutoModel task heads, so they should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader model-registration request, but it does not subsume 44405; the two issues target different configs and heads.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the closest representative of the cluster only because it is the more general AutoModel registration request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. Same broad area, but not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "a371a5aca064f6c98c7bd60536850f97f4c6e255d084ef548f41336877500e92", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A tiny cluster of four very low-information issues: one off-topic-looking title (\u201cFett\u201d) and three nearly identical \u201chuggingface \u201d issues. There isn\u2019t enough substantive content to confidently merge any pair, though 43845/43846 are the closest match by title/body similarity.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \u201chuggingface \u201d reports and has the strongest duplicate signal among the set, so it is the best placeholder canonical issue for this sparse cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue representative because it is one of the repeated huggingface-titled reports, appears earliest, and is more plausibly the anchor for deduping the nearly identical follow-up issue 43846.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body/detail evidence tying them to the same problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no body/detail evidence tying them to the same problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no body/detail evidence tying them to the same problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Very similar titles, but the issues are too content-poor to verify they describe the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title, but not enough substantive description to confirm a duplicate." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title, but not enough substantive description to confirm a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "39ec439a241b2e018af292f1abaefda54bc2305c01a014b853f5e238233fd404", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly spam/off-topic issues with no clear shared bug or feature request. I reject all soft edges; the only exact-title matches are still too underspecified to treat as the same underlying actionable issue.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' placeholders with no actionable details; not enough evidence they represent the same underlying bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: identical spam-like titles, but no concrete shared problem to collapse into one issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "'' and 'Documentation Enhancement Suggestion' are unrelated and describe different kinds of content." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "No clear relationship between a spam placeholder and 'Community benchmark tip'." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "No shared bug/change; 'Check out \"Google LLC\"' is unrelated to the spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same underlying issue as a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Different content and intent; no evidence of the same actionable issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Exact same placeholder title, but the bodies are too empty to confirm a real duplicate bug/change; treat as spam duplicates rather than a mergeable issue pair." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "No meaningful overlap between a spam placeholder and a community benchmark tip." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated topics; nothing indicates the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No shared concrete problem or change request." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No evidence these are the same issue; titles point to different kinds of off-topic content." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "687660fa16ae3ce49a1c257375fd5351114fa2aa6c87cc536971ca2f6c5eaa0f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and very similar body length/content signals, so they appear to be duplicates of the same report/request. Issue #45145 is the better canonical issue because it was created first and has an inbound reference; there are no PRs in this cluster.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earlier report and has the only inbound reference, so it is the best canonical issue for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative issue: same title as #45151, earlier creation time, and more linkage evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and nearly identical issue metadata/body size strongly indicate the same underlying issue; this is a straightforward duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the issues have identical titles, close body lengths, both are closed, and #45145 is earlier with the only inbound reference. The duplicate/canonical conclusions are conservative enough, and there are no PRs to evaluate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "a489de44f04c73b636836a5aff1c801008226b38fd9e7fdadb91392ea4bcd1a3", + "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": "Reject as duplicate: both closed issues are empty, name/date-style titles with no body or references, and there is no evidence they report the same underlying problem.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good canonical candidate; both are content-free and appear unrelated/spam-like rather than duplicate bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Shared surname similarity is not enough; the titles name different people with different dates and provide no bug/context overlap, so they do not look like the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "4a83f3a76e75d7e33acefea8062e5bd1f5c908d8623a812dfb12a89a1412e5e8", + "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 closed issues are not duplicates; they are just two unrelated titles containing similar personal-name/date patterns. No PRs are present.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different subject names and dates; no shared problem statement, code path, or actionable linkage. The similarity is only superficial." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "93a9e807825895d5c043c0ce53063d84aac2ddd7d36c7e2a696890cba8d5706e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new token-classification model class for Qwen3_5, while the other asks for FP8 training support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; they address different areas (model head support vs. training precision). There is no clear canonical issue in this pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests with no shared code path or concrete bug: adding Qwen3_5ForTokenClassification versus FP8 training support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "cd1683c049ed2fa277d7c84f073f38989f23fd1a9ed57a8424cdff838f8e42f9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5719, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5719, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set contains two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different financial dataset request and should not be merged with either pair.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the whole set because it splits into two unrelated duplicate topics; within the 'Financial time series prediction with DataForge' pair, 45870 is the cleanest representative.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall representative because it is an exact duplicate of 45871, appears first, and has the clearest focused example title among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same finance domain, but 45869 is a dataset bundle promo/request while 45870 is an example/tutorial; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifact types: dataset bundle versus example request. Shared theme is too broad to treat as a duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and same body size, with no distinguishing signals; this looks like a direct duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but 45872 adds a scraping service component; these are different feature requests." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different scope: example/prediction request versus example plus scraping service. Not the same concrete change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Exact duplicate of the example issue on one side, but the other side is a different 'scraping service' request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same mismatch as above: example/prediction request versus example plus scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and body size strongly indicate a direct duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are well-supported duplicate pairs from identical titles and body lengths, while 45869 is meaningfully different by title and should stay separate. The soft-edge rejections are conservative, and the canonical-issue framing matches the observed split." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "4f23a3258c7311f4ce6383688472df19e6ee8b26dd5e3541d76e37c21ba532e6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items concern static-cache failures around `linear_attention`, but they describe different concrete breakages: one is an early-initialization shape corruption leading to `RuntimeError`, the other is a Qwen3.5 `KeyError` for a missing cache entry. They are related subsystem reports, not clearly the same bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader underlying problem in static-cache `early_initialization` affecting linear-attention layers, rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster since it names the likely root cause and general failure mode, making it more useful for grouping related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related area, but not clearly the same underlying bug: one reports shape corruption during early initialization, the other a `KeyError` for `linear_attention` in Qwen3.5. Different failure signatures and likely different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "fda07d6cdf51a143c0ca43dda418b66deb1a60465c60737837d67e2a8834d1c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are near-perfect duplicates: same title, same body, same tokenizer regression in v5. Issue #46551 is the best canonical/best issue choice because it was created slightly earlier and is otherwise identical.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46551 is the earliest of two identical reports and cleanly represents the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46551 is the strongest issue representative because it is identical to the other report and posted first.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same body describing the same Wav2Vec2CTCTokenizer v5 special-token leak bug; this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the two issues have identical titles, identical body length, and the soft-similarity signal is maximal (Jaccard 1.0). Choosing #46551 as canonical because it was created earlier is conservative and well supported. No PR-pair concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "d1517f0c19fd926881a14467fd3e4f28ea7f5a5bd6765735680603af731e6fa3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, the other reports out-of-memory after several epochs while training RT-DETR v2. The overlap is only broad training context.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #46657 is the more specific, actionable report, but there is no true canonical issue because the two tickets describe different failure modes and likely different root causes.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the best representative issue for the cluster only because it is the clearer, more concrete bug report; #46692 is a separate OOM symptom and should remain distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: one issue is a tensor-shape mismatch, the other is an OOM after epochs. Same broad training 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": 24, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "0a6a350a6649aab44c069dbe227b5d28487c53e97581251133ea65c81e3001a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different bugs: one is a ZeRO-3 zero.Init partitioning/OOM problem, the other is a 4-bit device_map/max_memory dispatch-to-CPU error. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits both reports because they hit different code paths and failure modes; 46823 is more concrete and already closed, but it is not a duplicate of 46822.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying bugs: ZeRO-3 composite submodule partitioning vs 4-bit auto device mapping with max_memory causing CPU dispatch/ValueError. Shared theme is model loading, but not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-22", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309", + "issue:47377", + "issue:47390", + "issue:47406", + "issue:47419" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47265|issue:47377", + "issue:47279|issue:47309", + "issue:47279|issue:47377", + "issue:47309|issue:47377", + "issue:47182|issue:47309", + "issue:47309|issue:47419", + "issue:47390|issue:47406", + "issue:47390|issue:47419", + "issue:47377|issue:47390", + "issue:47227|issue:47390", + "issue:47279|issue:47390", + "issue:47406|issue:47419", + "issue:47377|issue:47406", + "issue:47279|issue:47406", + "issue:47120|issue:47406", + "issue:47377|issue:47419", + "issue:47279|issue:47419", + "issue:47265|issue:47419" + ], + "prepared_review_unit_hash": "37ff8569a64aa3b3480988269ceb6a0fbaf7eb8b13c67954b9dbf14a86d866ab", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 71, + "serialized_chars": 37832, + "estimated_input_tokens": 9458, + "estimated_eval_tokens": 19172 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 71, + "serialized_chars": 37832, + "estimated_input_tokens": 9458, + "estimated_eval_tokens": 19172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are date-stamped \"[serge] integration failure triage\" issues. The similarity is from a shared template and recurring triage workflow, not from a single underlying bug. I do not see a true duplicate cluster here; these are separate daily reports.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate: each issue is a separate daily serge integration triage report for a different date, so they should not be merged as the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be kept as the active tracker, issue:47419 is the newest open report; however, it is still a date-specific triage issue, not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same template/title, but different daily triage snapshots for different dates; no evidence of the same underlying failure." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Date-separated triage reports; similarity is template-level only, not a shared bug." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different day\u2019s triage report; not the same concrete issue." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Recurring tracker format, but these are distinct dated reports." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same triage series, but separate daily snapshots rather than one duplicate bug." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Different dates in the same triage series; no shared concrete failure identified." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Template match only; these appear to be separate daily reports." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Different integration triage dates, so not the same underlying issue." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Same broad workflow, but not the same bug or change." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Distinct dated triage issues; similarity is superficial." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Separate daily reports, not a duplicate bug." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No evidence they describe the same failure, only the same triage template." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Consecutive daily triage reports; likely different snapshots/incidents." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Different date and report content scope; not the same underlying problem." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same series, but each issue is a separate daily triage entry." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Different daily triage reports rather than one duplicated issue." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Template-only similarity; no shared concrete code-path bug." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Separate dated triage entries, not the same bug." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same triage tracker format, but different daily incidents." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Different dates and likely different failure snapshots." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Adjacent daily reports; not enough to treat as duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Recurring triage series only; no concrete shared failure shown." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Different day\u2019s triage report; not the same underlying issue." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same broad integration-triage theme, but separate reports." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "No explicit shared target or code-path; these are likely distinct daily snapshots." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Different dates in the same tracking series; not a duplicate." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Same template, but separate triage instances." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Date-stamped reports, not one underlying bug." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Different daily integration triage issues; no mergeable duplicate evidence." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Separate triage days; similarity is only in the title and structure." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Recurring report format, but not the same concrete failure." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different dated snapshots in the serge triage series." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same umbrella topic, but each issue is a distinct daily report." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "No sign of a shared bug; these are separate day-by-day triage entries." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same triage template, but different dates and likely different failure sets." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Separate daily integration-failure triage reports; not the same issue." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Different dated snapshots; similarity is superficial." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Recurring triage tracker, not a duplicate bug report." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Same series, but these are distinct daily reports." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "Different day\u2019s triage entry; no shared concrete fix target." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Separate daily reports rather than duplicate issues." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Same broad topic, but distinct triage snapshots." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "No evidence of the same underlying bug; only shared template text." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "Date-separated triage reports, not one duplicate problem." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Same tracking pattern, but different report dates." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Distinct daily integration-failure triage entries." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Adjacent reports in the series, but still separate daily snapshots." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Template overlap only; no shared concrete code-path issue." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Different daily triage reports with the same naming convention." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Not the same bug; just recurring serge triage reporting." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Separate dated issue reports, not duplicates." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Same triage series, but different days and likely different failures." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Distinct daily triage entries; no same underlying issue shown." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "Different dates and report instances; not a duplicate." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Recurring template only; these are separate reports." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "No shared concrete bug or fix target, just similar triage text." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "Different daily integration-triage snapshots." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same broad serge triage topic, but not the same failure." + }, + { + "left": "issue:47309", + "right": "issue:47419", + "accept": false, + "reason": "Separate day-stamped reports; not a duplicate issue." + }, + { + "left": "issue:47390", + "right": "issue:47406", + "accept": false, + "reason": "Same triage series, but different dates and likely different incidents." + }, + { + "left": "issue:47390", + "right": "issue:47419", + "accept": false, + "reason": "Different daily tracker entries; no evidence they describe one bug." + }, + { + "left": "issue:47377", + "right": "issue:47390", + "accept": false, + "reason": "Adjacent daily triage issues, but not the same underlying problem." + }, + { + "left": "issue:47227", + "right": "issue:47390", + "accept": false, + "reason": "Shared title pattern only; distinct dated reports." + }, + { + "left": "issue:47279", + "right": "issue:47390", + "accept": false, + "reason": "Recurring tracker format, but separate failure snapshots." + }, + { + "left": "issue:47406", + "right": "issue:47419", + "accept": false, + "reason": "Different dates in the same triage stream; not a duplicate." + }, + { + "left": "issue:47377", + "right": "issue:47406", + "accept": false, + "reason": "Separate daily integration triage issues." + }, + { + "left": "issue:47279", + "right": "issue:47406", + "accept": false, + "reason": "No indication of the same concrete bug; only title similarity." + }, + { + "left": "issue:47120", + "right": "issue:47406", + "accept": false, + "reason": "Same reporting template, but different daily entries." + }, + { + "left": "issue:47377", + "right": "issue:47419", + "accept": false, + "reason": "Different date-stamped triage reports; not the same issue." + }, + { + "left": "issue:47279", + "right": "issue:47419", + "accept": false, + "reason": "Recurring serge integration triage reports, but distinct instances." + }, + { + "left": "issue:47265", + "right": "issue:47419", + "accept": false, + "reason": "Same high-level triage theme, but not a duplicate bug report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "08b45285c8e87c765842aa7a9d7be07d72a926ca60b320101e2c6bef1981b1f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are near-certain duplicates: same title, same feature request, and highly similar bodies. Keep one as the canonical representative and close the other as duplicate.", + "confidence": 0.98, + "canonical_issue_reason": "issue #46984 is the better representative because it has some discussion activity, suggesting it accumulated more context, while otherwise matching #46983 almost exactly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #46984 is the best issue in the cluster for the same reason: it appears to be the more active duplicate and is equally on-topic for RWKV7 support.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same exact title and clearly the same underlying feature request (RWKV7 model support); this is a duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate call is grounded by the identical title, very high body similarity, and the modest activity difference supports picking #46984 as the representative. The wording is a bit strong, but not beyond the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "9365bc277847bd7a09da27648dbe83ebc43d69c4e2e98fc5e71eea286ac8de5e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically similar AI/cybersecurity writeups, but they do not look like the same underlying report or change. This is a soft topical overlap, not a duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 47015 is the broader, more umbrella-like AI-vulnerability-discovery topic, but neither issue is a clear duplicate of the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the better representative of the cluster because it is broader and more canonical in framing; 47007 reads more like a specific lessons-learned variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They share the same general AI vulnerability-discovery theme, but the titles indicate different angles and likely different content rather than one underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 28, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "b3d53ebb9d62ea3f0c532adbf0c97d5fef516af307099f10784648dd2b47e9d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are duplicate reports of the exact same bug report/title and should be clustered together as one issue.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #47138 is the better canonical representative because it was created slightly earlier and has more inbound references, while the titles/bodies are effectively identical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47138 is the best issue to keep as the primary tracker for this duplicate pair for the same reasons: earliest creation and marginally higher reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title, same reported behavior, and no distinguishing evidence; these are the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering decision is grounded: both issues have the same title, identical body length, and a soft-similarity score of 1.0, with only a small difference in inbound references and creation time. The choice of issue:47138 as the canonical tracker is conservative and supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-81", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:45157", + "pull_request:46196", + "pull_request:46266", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47105", + "pull_request:47108", + "pull_request:47129", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47291", + "pull_request:47292", + "pull_request:47295", + "pull_request:47301", + "pull_request:47304", + "pull_request:47336", + "pull_request:47360", + "pull_request:47374", + "pull_request:47383", + "pull_request:47384", + "pull_request:47395", + "pull_request:47420" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:47090|pull_request:47395", + "pull_request:46903|pull_request:46958", + "pull_request:46903|pull_request:47395", + "pull_request:47268|pull_request:47284", + "pull_request:46958|pull_request:46974", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47204|pull_request:47374", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47078", + "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", + "pull_request:47204|pull_request:47243", + "pull_request:47105|pull_request:47129", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47301|pull_request:47360", + "pull_request:47360|pull_request:47383", + "pull_request:47216|pull_request:47360", + "pull_request:44775|pull_request:47275", + "pull_request:47166|pull_request:47173", + "pull_request:47291|pull_request:47384", + "pull_request:47077|pull_request:47275", + "pull_request:47275|pull_request:47301", + "pull_request:47216|pull_request:47275", + "pull_request:47163|pull_request:47284", + "pull_request:46912|pull_request:47284", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47179", + "pull_request:46836|pull_request:47202", + "pull_request:46196|pull_request:47210", + "pull_request:47003|pull_request:47204", + "pull_request:47093|pull_request:47275", + "pull_request:45157|pull_request:47093", + "pull_request:46995|pull_request:47163", + "pull_request:47163|pull_request:47173", + "pull_request:47108|pull_request:47420", + "pull_request:45157|pull_request:46395", + "pull_request:46836|pull_request:47275", + "pull_request:46912|pull_request:47082", + "pull_request:47204|pull_request:47295", + "pull_request:47163|pull_request:47384", + "pull_request:44775|pull_request:47301", + "pull_request:46196|pull_request:46995", + "pull_request:47301|pull_request:47384", + "pull_request:47216|pull_request:47384", + "pull_request:47243|pull_request:47304", + "pull_request:47336|pull_request:47384", + "pull_request:47077|pull_request:47301", + "pull_request:47166|pull_request:47292", + "pull_request:44775|pull_request:47077" + ], + "prepared_review_unit_hash": "017b689b71ec4cd958a3986d19ec6749561f951429c0a3afc5b89d816ac1d745", + "component_budget": { + "node_count": 81, + "item_count": 81, + "soft_pair_count": 225, + "serialized_chars": 279853, + "estimated_input_tokens": 69964, + "estimated_eval_tokens": 140184 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 54, + "serialized_chars": 127466, + "estimated_input_tokens": 31867, + "estimated_eval_tokens": 63990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated PRs; only the fixed_cross_entropy kwargs pair and the CohereASR double-shift fixes look like true duplicates. 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"left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "RoPE tests versus a new keypoint-matcher model." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter implementation versus exporter test-image dependencies; distinct PRs." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "Different new-model additions." + }, + { + "left": "pull_request:45157", + "right": "pull_request:47093", + "accept": false, + "reason": "Different model support efforts." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47275", + "accept": false, + "reason": "Different model additions and code paths." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "Separate test changes, not the same bug." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": 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They do not describe the same bug or change and should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative because the cluster contains two unrelated changes in different model families and code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different functionality: TimesFM covariate forecasting vs DINOv3 image classification. No shared code path or mergeable combined change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 32, + "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": "2614590065f61c97ec496d0eb818183edd71094b518a1cb0457139fbd1b9b4d1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two GitHub Actions upgrade PRs overlap in workflows but target different action families and motivations, so they are not duplicates and should not be merged.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better umbrella candidate because it explicitly targets Node 24 compatibility across many workflows, whereas 42976 is a narrower docker/build-push-action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both update workflow dependencies, but they change different actions (checkout/cache/upload-artifact vs docker/build-push-action) and solve different upgrade goals, so they are not the same underlying 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": 5, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "27e039afffcc2ada84feaa9cc4abe4e763671a79be6ec8b022dac3c373f7a53a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four superficially similar but substantively different model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They share framework plumbing like docs and auto-registry files, but each targets a different model/codepath, so none should be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each item adds a different model and associated integration, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, 46562 is the broadest standalone model-addition change, but it is still unrelated to the others as a duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are just integration boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different architectures and codepaths; only generic registration/docs overlap." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model integrations, not the same bug or change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM vs Step3p7 are distinct model additions with different implementation surfaces." + } + ] + }, + "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": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "6dd3099fde00aa17b2cebd1ff8b42f4802d2bb197ae31cf46261cfe79edd2c2c", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19595, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19595, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated small PRs, but the YOLOS pair (46886, 46922) targets the same device-mismatch bug under `device_map=\"auto\"` and overlaps on the same issue. The rest touch different models or unrelated test/CI areas and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the more complete YOLOS fix: it addresses the concrete runtime mismatch in the model forward path and also preserves the split-prevention change. It is the better representative of the underlying bug than the narrower 46886 patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest standalone fix in the cluster because it directly patches the failing code path (`hidden_states + interpolated_mid_position_embeddings[i]`) and includes the device-map safeguard as part of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs address the same YOLOS device-mismatch bug under `device_map=\"auto\"` in `src/transformers/models/yolos/modeling_yolos.py`. 46886 only adds `_no_split_modules`, while 46922 fixes the forward-path tensor device placement and also includes the same split-prevention change, so they are mergeable as one underlying fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The YOLOS pair is supported by shared issue target 46869 and the diffs show 46886 adds the split-prevention list while 46922 adds the device-placement fix plus the same list, so treating them as mergeable pieces of one bugfix is reasonable. The rest of the cluster is correctly characterized as unrelated model/test/CI work." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "2c46c3cf9534910b251107c3063873656a7ba6d12f87b15a1c8eebe7d38258ba", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are all unrelated '[don't merge]' demo/test changes that only share superficial CI/test overlap. They do not fix the same concrete bug or implement the same change, so none should be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the broadest representative of the set because it touches the most files and the largest CI/testing surface, but it is still not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "One changes packaging/versioning and a test file; the other changes a security-gate workflow. Different code paths and different purposes." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only superficial overlap in test/CI areas. 43488 is about setup.py/dependency/version changes, while 43532 rewires comment-driven CI workflows and testing utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch GitHub workflows, but they modify different workflows for different behavior. Not the same underlying bug or change, and not something that would plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 32, + "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": "526b1fe3f32f94327add73f8ce7ab8b239b6e72840b894ddcf9fec9f99b80bd1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct pipeline additions: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share documentation/registry plumbing, but the model integrations, tests, and target task are different enough that they should not be deduplicated as one PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "Neither PR is a duplicate of the other; each introduces a different pipeline and different model/test coverage, so there is no canonical PR among them.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader change if you need one representative because it touches more model integrations and tests, but it is not a substitute for 43612 since it covers a different task.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They only overlap on shared docs/registry plumbing. The actual features are different pipeline additions with different target tasks, different model files, and different test suites, so they are not the same underlying change and 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": 9, + "component_count": 32, + "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": "a4508e6289f4006d8f6942f21c893617c65f5cbb649157c5f5cdfdea78c7abfc", + "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 PRs both touch `trainer.py`, but they solve different problems: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "If a single PR must represent the cluster, #43651 is the better fit because it introduces a concrete trainer behavior change and new API hook; #43663 is a separate refactor for input-column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes and code paths: gradient accumulation loss scaling vs. signature-column filtering for PEFT/custom trainers. Shared file alone 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": 10, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "05c1a30e51e854496be45532d4bd8fff9031455f7c66474fa87a0c6307e2cc9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs in the same file both address TypeAdapter-related CLI typing/runtime issues, but they fix different failure modes: one is a future-annotations/type-hint NameError cleanup, the other is a pydantic-optional import problem.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the broader, more central fix for the CLI TypeAdapter NameError and is the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #43656 is the best representative because it addresses the core CLI NameError directly; #43842 is a narrower follow-up for the pydantic-not-installed path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: they share a file and symptom area, but the fixes target different concrete problems. #43656 changes annotations/imports to resolve a TypeAdapter NameError in the CLI, while #43842 specifically avoids importing TypeAdapter at runtime when pydantic is absent. They are not the same underlying bug 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": 11, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "5fd4b3486ec01159309957f927ef6b60bb2ac957d9313ca4dd9e856236f34b73", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76937, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a broad family of model-specific refactors toward standardized output tracing. The packet does include multiple issue-linked PRs targeting #43979; the tightest duplicate candidates are within the GPT-J/CodeGen and GPT-Neo subclusters, while most other PRs are only thematically similar and not the same concrete change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "Several PRs explicitly target #43979, so the packet is not issue-free. Among them, 44722 is the best canonical PR because it is a concrete multi-file GPT-J/CodeGen output-tracing refactor on the shared issue-linked code path and is the strongest representative of that subcluster.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest global PR candidate because it most clearly represents the shared GPT-J/CodeGen output-tracing change family, with explicit issue linkage and a broad, concrete implementation rather than a narrow or unrelated model-specific variant.", + "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); only the broad tracing theme overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and files; same standardized-output initiative, not the same concrete fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same underlying code path, so they look mergeable into one change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet vs EfficientNet are separate model-specific refactors, not one bug or change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen touch unrelated code paths; same pattern is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated implementations." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are unrelated models despite similar decorator wording." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT are separate concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model file/test path, so they appear to be the same underlying change family." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are distinct code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are separate model-specific refactors." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated models; same decorator style is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different architectures and code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are separate refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are not the same concrete fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different models; shared tracing language is only thematic." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model-specific changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are unrelated model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are separate model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT do not share the same concrete code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different architectures; only the broad pattern matches." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are distinct code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are not the same bug or change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT touch different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are separate changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa-v2 are separate model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same underlying file set, so they are the same change family." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same code path, making them overlapping implementations of the same concrete refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are separate concrete refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and ViLT are not the same underlying fix." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; only the decorator pattern is shared." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the output is not fully grounded in the packet. The canonical_pr_reason says \"No issue artifacts are present,\" but the packet shows multiple PRs with explicit_issue_links/targets, including 44722 and 44085 (target 43979) and others. That is a factual overstatement. The soft-edge verdicts are mostly conservative, but the summary and canonical reasoning need to reflect the presence of issue-linked PRs rather than denying them." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 32, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "073ae63e7592770de77b5e2f716609bc48878dab1395f08d0902074b304f6d99", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors for standardized output tracing/capture, but they touch different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR here is a true duplicate of another; if one representative is needed, 44073 is a clean example of the shared output-tracing refactor pattern, but it remains specific to VisualBert.", + "best_issue_reason": null, + "best_pr_reason": "44073 is the most representative of the cluster\u2019s common theme: a straightforward model-level migration to capture_outputs/can_return_tuple with explicit output-recording hooks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad refactor theme, but different models and files (VisualBert vs TextNet); not the same underlying change or code path." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing migrations, but they target different architectures and internal modules, so they are not mergeable as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model implementations and distinct refactor scopes; shared decorator usage alone is not enough for duplicate status." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated code paths; these are separate model migrations, not the same fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert output-collection refactor and SpeechT5 output tracing are separate model-specific changes; SpeechT5 also has an explicit issue target and a different functional area." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "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": "2f6a7d3f917139a0dd04e1e944ea1b06b50c157291955c4b00b181809c9630aa", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs all share a surface theme around output-tracing refactors, but they target different model implementations and code paths, so they should not be deduplicated against each other.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate anchor: the changes are model-specific refactors across unrelated forward paths, not one shared bug or fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest representative of the theme because it spans two closely related Mamba-family files and adds the tracing/capture plumbing, but it still is not a duplicate of the other model-specific PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (timm_backbone vs upernet); 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PR #45115 is a narrower precursor refactor focused on inheritance/conversion naming.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best single PR in this cluster since it most clearly defines the final intended model packaging and user-facing behavior. PR #45115 appears to be an earlier internal refactor rather than the main functional change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files alone are not enough: #45115 is a conversion/refactor to GraniteMoeHybrid-compatible naming, while #45569 splits NemotronH into dense/sparse variants and updates docs/tests. They are related but not the same underlying fix and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 32, + "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": "d5689837f48a2fdac94e0178a62d9124e69bcddbb2f6973f9b1f792ac5d255f7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate typing-related pull requests, not duplicates. PR 45415 is a broad repo-wide type-checking sweep across many files, while PR 45425 makes a more focused internal typing refactor around `_typing.py`, `modeling_utils`, PEFT-related protocols, and type-checking helpers.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical representative for this cluster because it is more focused and has a clearer concrete change-set centered on shared typing abstractions, whereas PR 45415 is a broad type-checking pass across many modules.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best standalone PR in the pair: it targets a specific typing infrastructure change and is easier to evaluate independently. PR 45415 is broader and more of a sweeping cleanup than a single change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they address different scopes and concrete changes. PR 45415 is a broad type-checking sweep across many files; PR 45425 introduces specific typing protocols and integrations. They would not plausibly be merged as 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": 19, + "component_count": 32, + "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": "6fb3270b9fa6bcb68fde994b78815f4f1728d7f99388d339756cd32522097f2e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch expert-parallel loading, but they fix different failure modes: #45548 targets EP + DeepSpeed ZeRO-3 loading via accelerate launch and serialization of distributed_config, while #45662 targets EP + FSDP2 where experts are silently overwritten by rank-0 broadcast and adds post-shard wrapping in the loader. They are related, but not the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster because it addresses a concrete loader-path corruption bug with broader code-path changes; #45548 is a narrower fix for a different loading/serialization issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best candidate to keep as the cluster representative since it fixes a specific post-shard overwrite problem in the model-loading path and is more directly aligned with the shared EP loading theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different concrete bugs: #45548 is about preserving distributed_config and enabling EP+ZeRO-3 loading, while #45662 fixes expert parameters being overwritten after rank-0 broadcast during FSDP2 loading. Shared subsystem only, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 32, + "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": "fc4638da4fcf0997139222ece914d679b010bc96ff0b7323d85c78e3bd862afb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same underlying xdist collision bug for captured_info logs under the same tracked issue; PR 45645 is the broader, more complete fix and subsumes 45639.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe logging fix plus the CI workflow update to collect multiple captured_info files, making it the more complete implementation of the shared bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best overall PR for this cluster since it addresses the same concrete collision problem as 45639 and also preserves CI debug-log collection, so it is the more comprehensive change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same concrete bug: captured_info output collisions under pytest-xdist. The shared target and overlapping testing_utils changes indicate they could be merged into one PR, with 45645 adding workflow support on top." + } + ] + }, + "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": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "31d4e5a89f0809c3775a840a32e6db702fe9ff0cf06bdc9d0fe8c94606dfaece", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates. PR #46126 is a focused EP/trainer integration change around router/tensor-parallel behavior, while PR #46269 is a broad distributed branch base PR touching many unrelated areas. Shared filenames alone are not enough to merge them.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the better canonical PR because it is the more specific, feature-scoped change with a clear concrete code path (EP routing and trainer integration).", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative of the cluster since it is narrowly about the underlying EP/trainer functionality, unlike the broad base-branch PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the overlap is only superficial. #46126 targets EP router masking and trainer integration, while #46269 is a large base branch PR spanning many distributed subsystems. They do not look like the same underlying fix and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "b18bb471e46d042a703ea442a6558658dd8f61c0458567d9f92dcce00750f2b2", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26686, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26686, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly small workflow maintenance changes, but they split into unrelated edits across different files and even within .github/workflows/pr-ci-security-gate.yml the changes address different concerns. I do not see any true duplicate PRs here.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest representative of the cluster\u2019s most substantive workflow/security change: it adds checkout-based diff inspection and explicit failure paths for workflow/CI-infra changes. Even so, it is not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated fixes: stdin handling in self-comment CI vs security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes; not the same bug or code path." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "self-comment CI command invocation vs a reusable-workflow note in pr-ci-security-gate; unrelated." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow behavior entirely; one updates CI comment handling, the other changes secrets passing in a security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow edits in different files: stdin piping vs commit-message grep behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated runner/benchmark changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "ssh-runner hardening is unrelated to anti-slop permissions placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different functionality; not the same underlying issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflows: SSH runner hardening vs security-gate file scanning." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow paths and fixes; no shared concrete bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows: anti-slop permissions vs benchmark trigger conditions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated updates." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "anti-slop permissions change is unrelated to build-ci-docker-images command handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different files and concerns; anti-slop auth scope vs PR CI security gate logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated reviewer-assignment vs benchmark trigger changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "assign-reviewers checkout ref change is unrelated to build-ci-docker-images commit-message parsing." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated fixes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "benchmark_v2 trigger update and build-ci-docker-images parsing change are different changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated logic changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different code paths: build-ci-docker-images commit parsing vs PR CI security gating." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file but different concrete changes: file-diff security checks vs permissions/approval gating; not mergeable as one fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file but different concerns; one changes security checks, the other adds explanatory comments for a reusable workflow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file but distinct changes: security checks vs removing inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file but different changes to different parts of the job; not the same underlying bug." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate changes: permissions/approval flow vs secrets inheritance." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments/documentation-style note vs secrets configuration change; not the same fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated security/runner concerns." + } + ] + }, + "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": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "76afe1a81f5e12956e374d9456e70b620a691600b54223d33cec478cce35625e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same off-by-one bug in MoonshineStreaming\u2019s sliding_window_mask_function right-window boundary; PR 47162 is a broader, more complete version that also adds the same Moonshine fix plus Gemma4 coverage and tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical representative because it contains the same MoonshineStreaming fix as 46310, adds tests, and appears to be the more complete patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the best overall representative since it covers the same concrete bug with a fuller implementation and validation, while 46310 is a narrower subset of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying off-by-one right-window boundary bug in MoonshineStreaming; the Moonshine diffs match and 47162 is a superset that could plausibly subsume 46310." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "700b0a3454d1c5020cc9762787d0e9fac56ab9344b8b3750d0a47e38bf774614", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate pull requests touching different tokenizer problems: CodeLlama decode stripping on leading spaces versus DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: 46574 changes CodeLlama tokenizer decode behavior, while 46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek checkpoints. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310", + "pull_request:47380" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47380", + "pull_request:47124|pull_request:47281", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47380", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47280|pull_request:47380", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47380", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282", + "pull_request:47310|pull_request:47380" + ], + "prepared_review_unit_hash": "0373b990f385bdee34f58d47c5c1a83d3de6221a2eb2f266b13a195687a75d66", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28953, + "estimated_input_tokens": 7239, + "estimated_eval_tokens": 14734 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28953, + "estimated_input_tokens": 7239, + "estimated_eval_tokens": 14734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated, model-specific serge integration-test fix PRs. Only two soft-duplicate pairs look like true same-bug duplicates: the MiniMax-M3-VL load_error fixes and the Mamba2 OOM fixes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "47280 is the clearest representative of a true duplicate pair: it is the more complete MiniMax-M3-VL load_error fix and directly subsumes the earlier offload-folder workaround in the same test file.", + "best_issue_reason": null, + "best_pr_reason": "47280 is the strongest standalone PR in this cluster because it targets one concrete failure mode cleanly and reads like the best canonical target among the true duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different changes; both are test/integration fixes, but not the same underlying bug or code path." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and failure modes: EdgeTAM import_or_config vs MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models; no shared concrete bug despite both being serge-generated test-fix PRs." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 is a bundled multi-fix PR spanning unrelated files/models, so it is not the same underlying change as the focused EdgeTAM fix." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and code paths; same broad symptom class is not enough." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error in the same test file; 47280 is a fuller version of the offload-folder fix and could plausibly subsume 47123." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "MiniMax-M3-VL load_error vs DeepSeek-V3.2 load_error are different models and likely different causes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and code paths; not the same bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "MiniMax-M3-VL load_error and Falcon-Mamba output mismatch are unrelated failures." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Both are output-mismatch fixes, but for different models and different generation behavior/code paths." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes; output mismatch is not the same as Mamba2 OOM." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and unrelated concrete fixes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models; same broad integration-test theme is too weak." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and different failure mechanisms; not the same bug." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "DeepSeek-V3.2 load_error vs GLM46V model changes are unrelated." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Same serge-generated style, but different models and unrelated fixes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "MiniMax-M3-VL load_error vs Gemma3 generation-config behavior are unrelated." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and different concrete failures; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and unrelated problems." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same Mamba2 OOM integration-test failure in the same file; both are memory-related fixes that could plausibly be merged into one PR." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Mamba2 OOM vs Gemma3 output-mismatch are different concrete issues." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and unrelated failures." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and different fixes; only a broad test-failure theme is shared." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "c6e7017a4cdd2c00cf0cc34e9f6f46ca95996fec6842ff488f57c8fc297c306d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs appear to fix the same chat CLI base-URL bug around management endpoints when the server URL includes /v1, with one normalizing the service root centrally and the other routing load_model to the service root.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47140 is the cleaner canonical fix: it normalizes the chat client base URL once and makes all management calls use the service root, directly addressing the /v1 handling bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 47140 is the best overall match because it fixes the underlying URL normalization in one place instead of patching a single call site.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": true, + "reason": "Both PRs target the same concrete chat management URL problem for /v1 service URLs and are plausibly mergeable as alternative implementations of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is supported by the packet: both PRs address the chat CLI\u2019s `/v1` base-URL handling for management endpoints, and the soft-edge accept is conservative because the changes are clearly in the same file, overlap the same bug area, and look mergeable into one fix. The wording stays within the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "d64d8746ce05c60bcbd294badd1357a23385bf4948329f6e4b2fec075f979cf6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one fixes loss scaling with label smoothing during gradient accumulation, while the other adds/enforces min_tokens_to_keep in TopHLogitsWarper. They do not appear to be duplicate fixes for the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the stronger canonical PR for the cluster because it has an explicit issue link (#46731) and a narrowly defined training-loss bug fix with clear code-path changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the best representative PR overall because it is the more specific, well-scoped bug fix and is directly tied to an issue; PR 47262 addresses a separate generation-time validation behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Reject: these touch different subsystems and fix different problems (trainer label smoothing/gradient accumulation vs. TopHLogitsWarper parameter validation). They are not the same underlying bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 32, + "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-47315-2", + "nodes": [ + "pull_request:47315", + "pull_request:47430" + ], + "soft_pairs": [ + "pull_request:47315|pull_request:47430" + ], + "prepared_review_unit_hash": "6c59c5933435d58ac02e0eab252dd6b0ea0c853b790d82e7d3d5003ba6bf8cb2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4382, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4382, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `compressed_tensors` MoE decompression, but they fix different bugs: one repairs shape reconstruction for non-32-divisible bit widths, while the other propagates `zero_point` for asymmetric quantization. Related area, not a duplicate change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:47315` is the cleaner representative of the cluster topic: it fixes a concrete decompression bug in the low-bit shape fallback, with a narrowly scoped change and a clear failure mode.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:47315` is the strongest standalone PR because it addresses a specific, reproducible decompression error and is more directly tied to the underlying code-path bug than the zero-point propagation fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47315", + "right": "pull_request:47430", + "accept": false, + "reason": "Different underlying bugs in the same subsystem: 47315 fixes incorrect `weight_shape` fallback for 3/5/6/7-bit packing, while 47430 fixes missing `zero_point` handling for asymmetric MoE expert decompression. Not the same change and not safely mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 32, + "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-47400-2", + "nodes": [ + "pull_request:47400", + "pull_request:47421" + ], + "soft_pairs": [ + "pull_request:47400|pull_request:47421" + ], + "prepared_review_unit_hash": "2bf09c643e95f3b850f48e015ae5a7af1b0d6b29cff8d9ffb170fc752d19bb27", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4618, + "estimated_input_tokens": 1155, + "estimated_eval_tokens": 2566 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4618, + "estimated_input_tokens": 1155, + "estimated_eval_tokens": 2566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate GGUF-loading feature PRs for different model families (Phi-2 vs DeepSeek-V3). They overlap in the same integration/docs/tests files, but the underlying changes are not the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: #47400 adds Phi-2 GGUF support, while #47421 adds DeepSeek-V3 support; they share infrastructure but target different architectures.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate representative of the other; both are valid but distinct feature additions, so there is no global best duplicate PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47400", + "right": "pull_request:47421", + "accept": false, + "reason": "Different GGUF model-support additions for different architectures; shared files reflect common loader plumbing, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 32, + "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-47431-2", + "nodes": [ + "pull_request:47431", + "pull_request:47434" + ], + "soft_pairs": [ + "pull_request:47431|pull_request:47434" + ], + "prepared_review_unit_hash": "024f1e398fde87cb34506572df1ea3f4edf83b8fe65905a2392e2caf201c62c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3810, + "estimated_input_tokens": 953, + "estimated_eval_tokens": 2162 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3810, + "estimated_input_tokens": 953, + "estimated_eval_tokens": 2162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are the same dependency-bound relaxation for tokenizers, with identical diffs and the same target issue (#47429). PR 47434 is the better canonical PR because its title is clearer and it explicitly closes the issue.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:47434 is the clearest canonical PR: it has the most explicit title, directly references the tracked issue, and the diff matches the other PR exactly.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:47434 is the best PR candidate because it is explicit about fixing #47429 and is identical in scope and code changes to pull_request:47431.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47431", + "right": "pull_request:47434", + "accept": true, + "reason": "Accept: these are duplicate PRs with identical file edits and the same underlying change\u2014relaxing the tokenizers upper bound from <=0.23.0 to <0.24.0 to allow 0.23.1." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260721T000056Z/analysis-runs/hybrid-model-20260721t000056z/manifest.json b/snapshots/20260721T000056Z/analysis-runs/hybrid-model-20260721t000056z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..19843961c3ac5b0d063528d66da674203abf925f --- /dev/null +++ b/snapshots/20260721T000056Z/analysis-runs/hybrid-model-20260721t000056z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260721t000056z", + "artifacts": { + "hybrid": "snapshots/20260721T000056Z/analysis-runs/hybrid-model-20260721t000056z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260721T000056Z/analysis-runs/hybrid-model-20260721t000056z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-21T00:24:04Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260721T000056Z", + "variant": "hybrid" +} diff --git a/snapshots/20260721T000056Z/manifest.json b/snapshots/20260721T000056Z/manifest.json index cb1cebaf54b50b1cfb45c4aa78ba4959e03abe94..41230ddb5004aa0bb52f4f97e9b429c832b6919f 100644 --- a/snapshots/20260721T000056Z/manifest.json +++ b/snapshots/20260721T000056Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1857 }, "extracted_at": "2026-07-21T00:00:56Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260721t000056z", + "runs": { + "hybrid-model-20260721t000056z": { + "analysis_id": "hybrid-model-20260721t000056z", + "artifacts": { + "hybrid": "snapshots/20260721T000056Z/analysis-runs/hybrid-model-20260721t000056z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260721T000056Z/analysis-runs/hybrid-model-20260721t000056z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260721T000056Z/analysis-runs/hybrid-model-20260721t000056z/manifest.json", + "model": null, + "published_at": "2026-07-21T00:24:04Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260721T000056Z", "watermark": {