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"left_ranges": [ + 598, + 605 + ], [ - 56, - 62 + 618, + 634 ], [ - 77, - 83 + 676, + 688 ], [ - 113, - 119 + 699, + 705 ], [ - 194, - 200 + 711, + 718 ], [ - 211, - 222 + 731, + 748 ], [ - 280, - 286 - ] - ], - "right_ranges": [ + 752, + 762 + ], [ - 296, - 302 - ] - ] - }, - { - "filename": ".github/workflows/new_model_pr_merged_notification.yml", - "left_ranges": [ + 771, + 777 + ], [ - 13, - 19 - ] - ], - "right_ranges": [ + 782, + 789 + ], [ - 38, - 44 + 798, + 813 + ], + [ + 831, + 836 ] ] }, { - "filename": ".github/workflows/release-conda.yml", + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", "left_ranges": [ [ - 19, - 25 + 458, + 464 ] ], "right_ranges": [ [ - 22, - 28 + 458, + 464 ] ] } ] } ] - }, - { - "cluster_id": "cluster-44024-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44076, - "issue_numbers": [], - "pr_numbers": [ - 44024, - 44076 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44024, - "right_pr_number": 44076, - "code_similarity": 0.269, - "size_similarity": 0.976, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.492, - "shared_filenames": [], - "shared_file_areas": [] - } - ] } ], "duplicate_issues": [ + { + "cluster_id": "cluster-45157-11", + "canonical_issue_number": 47333, + "duplicate_issue_numbers": [ + 47332 + ], + "reason": "Issues in cluster-45157-11 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46894-7", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46897, + 46901 + ], + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-47138-4", "canonical_issue_number": 47138, @@ -7749,15 +3931,6 @@ "target_issue_number": 41211, "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." }, - { - "cluster_id": "cluster-42975-2", - "canonical_pr_number": 42976, - "duplicate_pr_numbers": [ - 42975 - ], - "target_issue_number": null, - "reason": "PRs in cluster-42975-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43240-3", "canonical_pr_number": 43251, @@ -7765,64 +3938,18 @@ 43254 ], "target_issue_number": 43240, - "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference evidence." + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-19", - "canonical_pr_number": 47322, + "cluster_id": "cluster-43451-4", + "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 43451, - 45157, - 46509, - 46658, - 47003, - 47096, - 47143, + 46836, 47163, - 47210, - 47216, - 47294, - 47298, - 47301, - 47306, - 47336, - 47367, - 47383, - 47387 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-19 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-43488-3", - "canonical_pr_number": 43532, - "duplicate_pr_numbers": [ - 43488, - 46747 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43488-3 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-43612-2", - "canonical_pr_number": 43612, - "duplicate_pr_numbers": [ - 43613 + 47210 ], "target_issue_number": null, - "reason": "PRs in cluster-43612-2 are treated as duplicates because they share soft_similarity 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, soft_similarity evidence." + "reason": "PRs in cluster-43451-4 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -7850,24 +3977,6 @@ "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-43998-11", - "canonical_pr_number": 44025, - "duplicate_pr_numbers": [ - 43998, - 44000, - 44001, - 44002, - 44004, - 44026, - 44027, - 44028, - 44029, - 44030 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43998-11 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -7877,15 +3986,6 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-44024-2", - "canonical_pr_number": 44076, - "duplicate_pr_numbers": [ - 44024 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44024-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -7896,13 +3996,20 @@ "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-45415-2", - "canonical_pr_number": 45425, + "cluster_id": "cluster-45157-11", + "canonical_pr_number": 47336, "duplicate_pr_numbers": [ - 45415 + 45157, + 46509, + 47216, + 47301, + 47304, + 47367, + 47383, + 47387 ], - "target_issue_number": null, - "reason": "PRs in cluster-45415-2 are treated as duplicates because they share soft_similarity evidence." + "target_issue_number": 47333, + "reason": "PRs in cluster-45157-11 are treated as duplicates because they converge on issue #47333 with closing_reference, soft_similarity evidence." }, { "cluster_id": "cluster-45561-3", @@ -7941,30 +4048,63 @@ "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-46894-4", - "canonical_pr_number": 46895, + "cluster_id": "cluster-46504-3", + "canonical_pr_number": 46716, + "duplicate_pr_numbers": [ + 46504, + 46563 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46504-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-7", + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ + 46895, 46958, 47090 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46912-4", + "canonical_pr_number": 47298, + "duplicate_pr_numbers": [ + 46912, + 47175, + 47294 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46912-4 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-47122-9", + "cluster_id": "cluster-47122-2", "canonical_pr_number": 47122, "duplicate_pr_numbers": [ - 47123, - 47124, - 47266, - 47280, - 47281, - 47282, - 47310, - 47380 + 47224 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47122-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47123-2", + "canonical_pr_number": 47123, + "duplicate_pr_numbers": [ + 47280 ], "target_issue_number": null, - "reason": "PRs in cluster-47122-9 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47123-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47138-4", @@ -7974,18 +4114,36 @@ ], "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-47184-2", + "canonical_pr_number": 47184, + "duplicate_pr_numbers": [ + 47292 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47184-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47282-2", + "canonical_pr_number": 47380, + "duplicate_pr_numbers": [ + 47282 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "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 + "cluster_id": "cluster-45157-11", + "issue_number": 47333, + "reason": "Issue #47333 is the strongest global issue candidate because it is open, belongs to a cluster with 11 artifacts, and carries 5 discussion comments plus 4 inbound references.", + "score": 224.0 }, "best_pr": { - "cluster_id": "cluster-43451-19", - "pr_number": 47322, - "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 19 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 318.986 + "cluster_id": "cluster-45157-11", + "pr_number": 47336, + "reason": "PR #47336 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": 238.982 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 2489ee78f77c4be51be4f2cd709550f1cd3baa69..3cb5e407ca2a03992d7cf7ba5da9e9f6b43cc182 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": "20260717T180032Z", - "generated_at": "2026-07-17T18:29:20Z", + "snapshot_id": "20260718T000029Z", + "generated_at": "2026-07-18T00:12:15Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -11,7 +11,7 @@ "component_count": 28, "review_unit_index": 1, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -146,11 +146,341 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with a couple of clear duplicate pairs. The strongest same-bug pair is 43596/43638 (ZeRO-3 BERT index-0-out-of-bounds), and 45800/46515 is another clear compatibility duplicate. Most other soft links look like false positives across different models, subsystems, or unrelated failures.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43596 is the clearest canonical issue because it anchors the strongest concrete duplicate pair in the set: the same ZeRO-3 BERT index-0-out-of-bounds failure as 43638.", + "canonical_pr_reason": null, + "best_issue_reason": "43596 is the best representative issue because it sits in the most specific same-bug duplicate pair; 45800/46515 is also a valid duplicate pair, but the cluster is otherwise mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/subsystem problems: AMD GPU model failure vs MPS op limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms; no shared underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model-specific failure vs broken official example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific bugs with no clear shared code path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export errors." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export problems: ONNX export vs FP8 compatibility." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and auto device-map CUDA assert are different failures." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Runtime task crash vs outdated docs; not the same bug." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export failure and GenerationMixin import error are unrelated code paths." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they remove different references." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume failures with different triggers and symptoms." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume/trust-remote-code issue is unrelated to multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/index shape mismatch is not the same as Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different bug families: ZeRO-3 BERT init vs tensor mask shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 index error is unrelated to training resume with remote code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Index/shape errors, but with different models and setups." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch and video token/feature mismatch are different failures." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Training resume issue is unrelated to example breakage." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Indexed-tensor mask mismatch is unrelated to GPT-OSS TP failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration error is unrelated to model-training resume." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed-related failures with different model/code paths." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-exact duplicate: both report the same ZeRO-3 BERT index-0-out-of-bounds failure." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/reload mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime error is unrelated to LoRA save/reload inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Activation-checkpointing mismatch is different from iterable-dataset multi-GPU crashes." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config errors." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors: weight dimensionality vs collective mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch and YOLO device-map failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different tensor shape/runtime problems in different training contexts." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram-op limitation is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP/checkpointing mismatch is unrelated to CustomTrainer signature breakage." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module family, but different device/materialization failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT init error is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model and failure mode; no shared code-path evidence." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific dtype/device issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures with no common code path." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Inputs-embeds reverse lookup issue is unrelated to video token mismatches." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error is unrelated to Mistral tokenizer regex crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Clear duplicate compatibility report: both describe torch 2.4.1 incompatibility with nearly identical wording." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device-map mismatch and reverse embedding lookup are different problems." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen3 NVFP4 runtime error are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral tracing error is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both mention dtype/precision, but they affect different models and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different device/backend issues with no shared underlying bug." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram-op failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model/runtime failures with no common code path." + }, + { + "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 different model-specific reports." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output is mostly conservative, but it overstates the evidence by calling issue 45800/46515 the \"strongest\" near-exact duplicate set. In the packet, 43596/43638 looks at least as strong and has higher similarity, so the ranking is not grounded. The summary should say there are a couple of clear duplicate pairs, not single out 45800 as the strongest without qualification." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -160,7 +490,7 @@ "component_count": 28, "review_unit_index": 2, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -274,42 +604,270 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 3, - "review_unit_count": 65, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "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:43645", - "issue:43716", + "analyst_result": { + "summary": "Mostly a heterogeneous issue set; the only clear duplicates are the tokenizer-ID regression pair, and possibly the ZeRO-3 index-out-of-bounds pair. Most other soft matches are just broad subsystem similarity, not the same bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45920 is the broadest, clearest statement of the shared tokenizer-ID regression and covers multiple affected model families, so it is the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most actionable and general duplicate target in the cluster: explicit v5 regression, multiple impacted models, and a concrete symptom that subsumes the narrower Granite-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they describe different stale references (pipeline() vs run command), not the same underlying bug/change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failures and code paths: autocast dtype mismatch vs an MPS int-kernel limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Same broad model/runtime area, but unrelated bugs: Liger Kernel cross-entropy invocation vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Completely different problems: distributed collective mismatch vs a CustomTrainer API signature break." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpoint/FSDP recompute mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model loading/runtime failure is unrelated to outdated RAG examples." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete bugs: Liger Kernel cross-entropy call vs a mask/tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they concern different breakages and different failure modes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 is not the same as missing Sam3 text encoder weights." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and symptoms: missing sliding_window_pattern in vLLM vs cudaErrorAssert during auto device mapping." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same Zero-3 init/load index-0-on-empty-tensor failure during model loading, just on different model families." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both touch docs, but they are about different outdated references and not the same issue." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPU/model loading failure and table QA task crashes are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy and Qwen3-vl video StopIteration are unrelated bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device-mismatch during forward are different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-map forward mismatch and video chat-template feature/token mismatch are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption is not the same as ModelOpt/NVFP4 compatibility." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code breakage and USE_DISTRIBUTED=0 support are different regressions." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "Both involve multi-GPU/distributed usage, but one is an IterableDataset length crash and the other is a 3d_parallel.py run failure." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression producing wrong token IDs across multiple model families." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to RAG docs." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading failures; not the same underlying bug." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the model/config failures are not specific enough to treat as the same bug." + }, + { + "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 init issue with a different root cause." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash load failure is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and the PretrainedConfig/pydantic regression are different compatibility issues." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compiler/regression reports, but they concern different models, ops, and failure modes." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA task crash do not share the same underlying bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3 loading crash and torch/transformers version incompatibility are distinct problems." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper can't-run failure is unrelated to the pydantic PretrainedConfig regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The tokenizer-ID regression pair is clearly the strongest duplicate match, and the ZeRO-3 index-0 pair is presented cautiously as only a possible duplicate. The other soft-edge rejections are mostly reasonable distinctions between different bugs or docs changes." + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43645", + "issue:43716", "issue:43828", "issue:43866", "issue:43872", @@ -404,84 +962,321 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 4, - "review_unit_count": 65, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:33666", - "issue:35308", - "issue:36331", - "issue:38175", - "issue:39692", - "issue:40990", - "issue:41762", - "issue:42915", - "issue:43054", - "issue:43404", - "issue:43493", - "issue:43644", - "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:40990|issue:44960", - "issue:42915|issue:45399", - "issue:45632|issue:45698", - "issue:43404|issue:45005", - "issue:43873|issue:45005", - "issue:44360|issue:44512", - "issue:35308|issue:36331", + "analyst_result": { + "summary": "This cluster is dominated by unrelated Transformers regression reports across different models, loaders, and runtime paths. I don\u2019t see any soft pair that is strong enough to merge as the same underlying bug; most are only superficially similar by error type or subsystem.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style regression report in the set, but the cluster does not contain a single clear duplicate core; most other items are narrower, model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best representative issue because it captures a wider recent-version regression theme and is more general than the highly specific model/runtime breakages elsewhere in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat flows, but one is a chat-template/model crash and the other is a streaming API failure; different code paths." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure modes: torch dynamo grouped_mm tracing vs multi-GPU device-map handling." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Both are runtime crashes, but one is Qwen NVFP4-specific and the other is table-question-answering; no shared concrete bug." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 missing attribute and Gemma4 device mismatch are distinct regressions with different root causes." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference on Qwen3.5 is unrelated to an MPS histogram kernel int-type error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma/vLLM attribute error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram failure are different code paths and bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different models and symptoms: float32 grouped_mm tracing vs autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compilation error are not the same bug." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoE invalid-method bug and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the reported tensor shapes and loading scenarios differ enough that this is not clearly the same defect." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class lookup are separate issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 config regressions, but one is missing pad_token_idx and the other is a PretrainedConfig pydantic-field issue." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "A general torch/transformers incompatibility is not the same as a Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes _is_hf_initialized incompatibility and Sam3 bf16 compilation regression are different problems." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related, but one is a mask-length mismatch and the other is an embedding unpacking failure in SFT training." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Qwen3.5 streaming inference failing." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated requests/issues." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch and a bf16 compilation regression are different failures." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights unexpected-argument breakage and pydantic PretrainedConfig field exposure are different regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a config-field pydantic break are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM and tied weights on translation models are unrelated." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compile regression do not share a concrete root cause." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers version incompatibility are broad but distinct reports." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoE invalid-method calls are not the same as a bf16 compilation regression." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but one is image-preprocessor dtype mismatch and the other is video token/feature count mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both mention zero-3-related IndexErrors, but the shapes, models, and failure stages are different." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both concern Qwen video inputs, but one is a broad v5.3 regression while the other is a specific chat-template feature/token mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Different SigLIP variants and different symptoms: degraded embeddings vs nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "A broken official example is not the same as a multi-GPU device-map bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen 3.5/3.6 multimodal configs, but one is from_config text_config unwrapping and the other is uninitialized-memory materialization." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero-3 BertModel index errors and remote-code resume/training issues are unrelated." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 fallback behavior and remote-code config_class errors are separate code paths." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image dtype mismatch and SFT embedding unpacking are different multimodal/training failures." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and embedding unpacking failure do not indicate the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback checks 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": 4, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43644", + "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:40990|issue:44960", + "issue:42915|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:35308|issue:36331", "issue:44492|issue:44512", "issue:44918|issue:45507", "issue:44530|issue:45005", @@ -528,28 +1323,226 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 5, - "review_unit_count": 65, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:24643", + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but a few pairs are clear duplicates around the same underlying regression: non-persistent buffer initialization/loading, cache length return-type bugs, Gemma4 quantized embedder dtype casting, offloading save failure, and decoder/input validation messaging.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43950 is the strongest canonical issue candidate because it states the broad non-persistent-buffer regression cleanly, and it appears to subsume nearby reports like #43644, #44534, and possibly #45902.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative of the cluster\u2019s most coherent duplicate family: a v5 regression where non-persistent buffers are left corrupted/uninitialized during loading/materialization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure narratives; both are high-perplexity reports, but not the same bug path." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "One is a FineGrainedFP8Config failure on Qwen3Moe; the other is a flash-attn fallback gating issue. Same quantization/attention area, but not the same concrete bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote-code/custom-module loading, but one is a leaf-directory cache collision and the other is wrong module selection after save/load. Related area, different bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is a broader translation-model v5 issue. Not the same concrete defect." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior versus tied-weight issues are different failure modes and code paths." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Completely unrelated: DSA indexer math bug versus docs mentioning a removed command." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU IterableDataset crash and CustomTrainer.compute_loss signature mismatch are distinct training issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache-strategy docs is unrelated to the removed run-command documentation issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/trainer failures with no shared code-path evidence." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure on Qwen3.5 is unrelated to tied-weight handling." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Two tokenizer/runtime errors, but on different models and different tokenizer behavior; not enough to treat as one bug." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are validation/error-message bugs around decoder/input-id vs input-embed checks; the latter looks like a model-specific manifestation of the same shared validation logic." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights translation-model issues." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Both are training/model issues, but they concern different subsystems and failure mechanisms." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example mistakes and a model quality regression are not the same underlying bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different concrete symptoms." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are being filled/corrupted with junk after loading/materialization." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failure modes: trainer API mismatch versus ZeRO-3 model loading index error." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Clear duplicate family: both report non-persistent buffers being corrupted/junk-filled in Transformers v5." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both concern Mamba2-style recurrence, but they describe different classes of bug in different implementations/paths." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both mention multi-GPU training, but the model-specific Qwen2-VL issue is not the same bug as the IterableDataset length crash." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage compatibility errors with different failing types." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 4-bit quantized vision/audio embedder dtype-casting problem; #46932 is explicitly the fix/duplicate form of the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not show the same code path." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "A SigLIP2 embedding-quality report and a version-dependent tokenization report are distinct issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 outputs, but one is zero probabilities and the other is worse embeddings; no clear same defect." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Very likely the same offloading save bug: both say disk-offloaded Qwen3 VL/30B models cannot be saved, with nearly identical symptom framing." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN explosion due to 3D position_ids are different problems." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same core bug: cache.get_seq_length() returns a tensor instead of a plain int, breaking downstream arithmetic and static-cache logic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both point to the same non-persistent-buffer/materialization regression: buffer state becomes uninitialized or corrupted after loading/materializing a model." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is a performance/embedding degradation report and the other is an implementation-vs-JAX discrepancy; not clearly the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted duplicate pairs are well-supported by the issue titles and symptoms (non-persistent buffers, cache length return type, Gemma4 quantized embedders, offloading save failures, and decoder/input validation messaging), and the rejected soft pairs mostly avoid overclaiming similarity. No obvious mergeability or evidence-overstatement problems stood out." + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", "issue:28530", "issue:41553", "issue:41762", @@ -652,110 +1645,308 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 6, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "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:43645", - "issue:43646", - "issue:43716", - "issue:43792", - "issue:43824", - "issue:43828", - "issue:43854", - "issue:43940", - "issue:43950", - "issue:43957", - "issue:44155", - "issue:44220", - "issue:44479", - "issue:44488", - "issue:44530", - "issue:44560", - "issue:44589", - "issue:44805", - "issue:44863", - "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" - ], - "soft_pairs": [ - "issue:43792|issue:44220", - "issue:43257|issue:45305", - "issue:36331|issue:41093", - "issue:42947|issue:45923", - "issue:43940|issue:45313", - "issue:43854|issue:44863", - "issue:24643|issue:30064", - "issue:44479|issue:44560", - "issue:41093|issue:44805", - "issue:44928|issue:45588", - "issue:43366|issue:43828", - "issue:43716|issue:46468", - "issue:44530|issue:44863", - "issue:44863|issue:46402", - "issue:43366|issue:43531", - "issue:43596|issue:46515", - "issue:41553|issue:44991", - "issue:45325|issue:45902", - "issue:43366|issue:44589", - "issue:43638|issue:46515", - "issue:45663|issue:45823", - "issue:42915|issue:43957", - "issue:43716|issue:44560", - "issue:44155|issue:45584", - "issue:43824|issue:43957", - "issue:42617|issue:43366", - "issue:43950|issue:45834", - "issue:44560|issue:45685", - "issue:41553|issue:44488", - "issue:43645|issue:43646" - ], - "prepared_review_unit_hash": "1e7dbe05cfedec824613fcb576382960a0ffe41a61651d20c9e888fd6c05e00d", - "component_budget": { + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not a true duplicate set. Only two soft-duplicate families stand out: v5 docs still referencing removed pipeline tasks, and the training-loss double-shift regression across similar model reports.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed cluster; issue 46894 is the strongest anchor because it has the clearest duplicate counterpart (46897) and the strongest duplicate-like signal.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46894 is the most suitable representative issue: it is concrete, actionable, and the best-supported member of an actual duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are model-specific runtime failures, but they describe different code paths and symptoms." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP keyerror and Qwen3_5Moe uninitialized memory are unrelated bugs." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness and int4 memory OOM are different regressions." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same bug as failure to load a specific model." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and early-stopping metric lookup are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization corruption and AMD GPU runtime failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise and model load failure are not the same underlying issue." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FP8 failure are distinct problems." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote code broadly, but they are different concrete failures." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for one model and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing behavior and Qwen3 MoE memory usage are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a VL class and bitsandbytes Int8Params incompatibility are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blockage are different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Voxtral tokenizer error message and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS int histogram issue and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage is too broad; this is not the same as Gemma4 device placement." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading and GLM5 loading are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping model registration bug is not the same as generic remote-code breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different concrete issues." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad Voxtral error messaging and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code regressions and Kimi-K2.5 tokenizer codec handling are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across versions and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite config unwrapping and remote-code config_class attribute errors are different failures." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "convert_ids_to_tokens and convert_tokens_to_ids slowdowns are separate performance bugs." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Remote-code breakage is too broad; this is a distinct AutoModel config_class error." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "DeepSeek tokenizer pre-tokenizer override and DeepSeek-Coder tokenization regression are different root causes." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights and non-persistent buffer corruption are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report v5 docs still referencing removed pipeline tasks; same documentation cleanup." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are different bugs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Both describe the same training-loss double-shift regression pattern across model reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: this is mostly a heterogeneous cluster, with only two clearly supported soft-duplicate families. The accepted pairs are conservative and well supported by the issue titles/descriptions: 43827/44509 are the same docs cleanup around removed pipeline tasks, and 46894/46897 are the same training-loss double-shift bug pattern. The other soft-edge verdicts also read as appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 6, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43645", + "issue:43646", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "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" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588", + "issue:43366|issue:43828", + "issue:43716|issue:46468", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:41553|issue:44991", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:41553|issue:44488", + "issue:43645|issue:43646" + ], + "prepared_review_unit_hash": "1e7dbe05cfedec824613fcb576382960a0ffe41a61651d20c9e888fd6c05e00d", + "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, @@ -978,7 +2169,7 @@ "component_count": 28, "review_unit_index": 7, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -1088,24 +2279,222 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, + "analyst_result": { + "summary": "Mostly a loose collection of model/regression reports, with one clearly supported duplicate subcluster around the Transformers v5 non-persistent-buffer regression. The Gemma4 4-bit pair is also well supported as the same underlying bug, while the SigLIP2 pair is only superficially similar and should not be merged.", + "confidence": 0.8, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it is the broader, earlier report of the exact non-persistent-buffer regression later repeated verbatim in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest overall issue candidate: it captures the clearest exact duplicate pair in the set and uses the broadest description of the underlying regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3-family errors, but the concrete failures differ: video StopIteration vs TRL SFT embedding unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch compatibility, but they describe different versions and different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to a Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache internals, but one is a flash-attention packed-sequence crash and the other is a static-cache slice arithmetic bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both are PEFT/gradient-checkpointing related, but the concrete bugs differ and do not look mergeable as one fix." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A Gemma4 device-mapping mismatch is unrelated to a general torch version incompatibility report." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and the evidence does not establish the same root cause." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "A tokenizer-mapping utility bug does not match a Gemma4 device mismatch during forward." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are runtime errors, but the model/task and failure mechanism differ completely." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 model family and a similar bad-output symptom, but the packet only supports loose similarity, not a clearly established same-bug duplicate." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading regressions, but they involve different models and no shared concrete code path is shown." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error for BertModel is unrelated to add-new-model-like failing inside tokenizer mapping names." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failure modes: ZeRO-3 initialization index error vs a tokenizer-mapping utility failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "A tokenizer-mapping utility bug does not match a generic mask/tensor shape IndexError." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/training infrastructure, but one is Qwen3 MoE LoRA compatibility and the other is BitNet packed-weight loading." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "These describe the same Gemma4 multimodal 4-bit dtype/quantization problem affecting audio/vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 initialization-flag breakage is unrelated to Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; different bugs." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is runtime zero probabilities and the other is docs-example mismatch/quantization failure; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to disabling mmap to avoid OOM." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same underlying regression: both report Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility has nothing in common with Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different symptoms; both are generation bugs but not the same code-path problem." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT-like checkpoints, but the reports do not establish the same root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint-loading failure and Qwen3.5 TP-plan OOM/shape error are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 bugs: ZeRO-3 language_model weight loading vs save_pretrained visual-encoder key regression." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls and the official Nemotron example breakage are different issues." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype being ignored while loading composite checkpoints; the other is model.config.dtype not being updated after from_config(dtype=...)." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load regressions, but the affected models and likely causes differ; no clear shared bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one soft-edge accept is too strong for this evidence set. In particular, issue:38175 vs issue:43994 are both SigLIP2-related and both describe bad outputs, but the packet only supports loose similarity, not a clearly established same-bug duplicate. The exact non-persistent-buffer duplicate (issue:43644/issue:44534) and the Gemma4 4-bit pair look well supported, but the cluster conclusion should stay more conservative overall." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, "review_unit_index": 8, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -1423,8 +2812,8 @@ "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -1740,7 +3129,7 @@ "component_count": 28, "review_unit_index": 10, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -1848,423 +3237,187 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 11, - "review_unit_count": 65, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:34567", - "issue:36032", - "issue:39404", - "issue:40444", - "issue:40990", - "issue:42175", - "issue:42915", - "issue:43208", - "issue:43262", - "issue:43317", - "issue:43421", - "issue:43452", - "issue:43482", - "issue:43541", - "issue:43582", - "issue:43632", - "issue:43643", - "issue:43644", - "issue:43645", - "issue:43646", - "issue:43746", - "issue:43873", - "issue:44206", - "issue:44220", - "issue:44403", - "issue:44451", - "issue:44530", - "issue:44661", - "issue:44671", - "issue:44683", - "issue:44737", - "issue:44811", - "issue:44987", - "issue:44991", - "issue:45081", - "issue:45084", - "issue:45507", - "issue:45584", - "issue:45859", - "issue:46178", - "issue:46285", - "issue:46326", - "issue:46402", - "issue:46661", - "issue:47013", - "issue:47312", - "issue:47331" - ], - "soft_pairs": [ - "issue:44661|issue:44683", - "issue:46285|issue:46402", - "issue:43541|issue:45084", - "issue:44451|issue:44987", - "issue:43873|issue:47331", - "issue:42915|issue:44530", - "issue:43643|issue:44530", - "issue:40990|issue:43421", - "issue:36032|issue:43645", - "issue:40444|issue:46326", - "issue:34567|issue:40444", - "issue:39404|issue:44671", - "issue:43644|issue:43646", - "issue:44737|issue:45859", - "issue:42175|issue:46178", - "issue:44206|issue:44220", - "issue:44987|issue:44991", - "issue:43582|issue:43632", - "issue:45084|issue:45507", - "issue:43452|issue:43482", - "issue:43482|issue:47312", - "issue:43582|issue:47331", - "issue:44811|issue:45584", - "issue:43746|issue:46326", - "issue:43262|issue:47331", - "issue:44403|issue:45081", - "issue:43317|issue:43482", - "issue:43208|issue:47013", - "issue:43645|issue:46661" - ], - "prepared_review_unit_hash": "b132e41a86fcfdf5f60222161112d0db1ce575f6a450990fbef04e40599206b3", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35907, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 12, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:28530", - "issue:34567", - "issue:36032", - "issue:40444", - "issue:41720", - "issue:42915", - "issue:43089", - "issue:43262", - "issue:43296", - "issue:43322", - "issue:43377", - "issue:43404", - "issue:43425", - "issue:43531", - "issue:43540", - "issue:43632", - "issue:43646", - "issue:43742", - "issue:43792", - "issue:43819", - "issue:43883", - "issue:43994", - "issue:44008", - "issue:44062", - "issue:44265", - "issue:44291", - "issue:44403", - "issue:44451", - "issue:44464", - "issue:44466", - "issue:44479", - "issue:44488", - "issue:44534", - "issue:44589", - "issue:44610", - "issue:44849", - "issue:44877", - "issue:44987", - "issue:45081", - "issue:45084", - "issue:45325", - "issue:45923", - "issue:45987", - "issue:46821", - "issue:46869", - "issue:46899", - "issue:47254" - ], - "soft_pairs": [ - "issue:43792|issue:46869", - "issue:42915|issue:45084", - "issue:43646|issue:44534", - "issue:44987|issue:45081", - "issue:43262|issue:43377", - "issue:42915|issue:44291", - "issue:28530|issue:34567", - "issue:36032|issue:43742", - "issue:43377|issue:43819", - "issue:44062|issue:44987", - "issue:43404|issue:44466", - "issue:44451|issue:45081", - "issue:43994|issue:44610", - "issue:44849|issue:45325", - "issue:42915|issue:44589", - "issue:36032|issue:41720", - "issue:43531|issue:44877", - "issue:44265|issue:44610", - "issue:45923|issue:47254", - "issue:44464|issue:45987", - "issue:44479|issue:45325", - "issue:44008|issue:46899", - "issue:43322|issue:43540", - "issue:43425|issue:44403", - "issue:43632|issue:46821", - "issue:43089|issue:45987", - "issue:43296|issue:43531", - "issue:40444|issue:45325", - "issue:43883|issue:44488" - ], - "prepared_review_unit_hash": "d3985a02d708fce8c46b47990ea315938897e01085a2ee4340ef9378b4de3438", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35907, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, "analyst_result": { - "summary": "The set is broadly heterogeneous; most pairs are only superficially similar by subsystem or keyword and do not look like the same underlying bug. I found no duplicate pair with enough evidence to merge confidently.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "These are mostly unrelated Transformers regression reports. The soft pairs share broad subsystems (tokenizer loading, model loading, quantization, docs, etc.) but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s recurring v5 load-path regression theme, but it only weakly anchors the set because the rest are mostly separate bugs.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43611 is the most general, reusable issue if one artifact must stand in for the cluster; it describes a clear model-loading breakage and is broader than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:40990", + "right": "issue:47331", "accept": false, - "reason": "Both are model-loading/runtime failures, but they involve unrelated models and failure modes (Whisper cannot run vs YOLO multi-GPU device-map issues)." + "reason": "Different failure domains: perplexity evaluation on gpt-oss vs Metal quantized batched generate corruption. No shared code path or fix." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Different bugs: Qwen3Moe FP8 config failure vs a Jinja/template compilation TypeError. Same broad v5-era context only." + "reason": "Both involve save/load APIs, but one is extra_state serialization and the other is unwrapping composite text_config for from_config. Distinct bugs." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization behavior; not the same code-path bug." + "reason": "One is model/pipeline output quality for siglip2, the other is ModelOutput key assignment with None values. Too different to be the same bug." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Unrelated loader failures: physical-intelligence/fast import breakage vs Mistral tokenizer regex patch crash." + "reason": "Both are loading-related, but T5Tokenizer add_special_tokens conflict and gguf_file handling in from_pretrained are unrelated code paths." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Both touch audio processing, but one is chat-template sampling-rate defaulting and the other is MIMI batching/padding-mask mismatch." + "reason": "Documentation mismatch vs removed pipeline-task docs. Same docs area, but not the same underlying change or bug." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Different issues: Qwen3Moe FP8 config failure vs init_empty_weights/_is_hf_initialized argument incompatibility." + "reason": "Different features and failures: torch.export with torch_compilable_check vs Perceiver non-default resolution interpolation. No shared fix." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Completely different trainer features: early-stopping metric selection vs num_input_tokens_seen not updating." + "reason": "Both are tokenizer-loading problems, but for different models and different mechanisms (tokenizer load failure vs Mistral regex patch crash)." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "Different tokenizer/model load failures with different symptoms and likely different root causes." + "reason": "Quantized save/load corruption via sinq is unrelated to continue_final_message behavior on mistral_common tokenizers." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:43906", + "right": "issue:46326", "accept": false, - "reason": "Both are audio-model issues, but one is batching/padding-mask support and the other is DAC.from_latents vs forward mismatch." + "reason": "A reproduction of an earlier issue is not the same as the tokenizer continue_final_message bug; different symptoms and layers." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "Tokenizers AddedToken special-arg conflict is unrelated to loading physical-intelligence/fast." + "reason": "CamemBERT masked LM prediction regression and EMBEDDIA tokenizer loading failure are separate model-specific issues." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Close thematically, but one is an untied lm_head in Mistral3ForConditionalGeneration while the other is inconsistent serialization depending on device; not clearly the same bug." + "reason": "Isolated reproduction of a previous issue vs PagedAttentionCache linear_attention crash. No concrete overlap." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Different model/tokenizer load failures; only share a tokenization-related theme." + "reason": "Whisper pipeline return_language regression and gpt-oss MXFP4 quantization fallback are unrelated." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:45823", + "right": "issue:46899", "accept": false, - "reason": "Different subsystems: SigLIP2 output quality/pipeline behavior vs OmDet-Turbo image-size preprocessing mismatch." + "reason": "Both mention multimodal models, but one is device mismatch with auto device_map and the other is unsafe dtype cast in 4-bit quantized embedders." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:44756", + "right": "issue:47333", "accept": false, - "reason": "Related Qwen multimodal family, but one is output_hidden_states behavior and the other is temporal position-id scaling in Qwen2.5-VL." + "reason": "Disabling mmap to avoid OOM is unrelated to saving a disk-offloaded model. Different lifecycle and code path." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:44164", + "right": "issue:46821", "accept": false, - "reason": "Unrelated failures: Qwen3Moe FP8 config vs missing Float8 storage object." + "reason": "extra_state save/load handling and TimesFM window_size AttributeError do not share the same bug mechanism." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Different bugs: T5 tokenizer method-name conflict vs Qwen3 auto device map cuda assert." + "reason": "DeepSpeed ZeRO3 init index error and compiled flex_attention failure are distinct runtime problems." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Same general area of model/config handling, but sliding_window behavior and strict config validation are distinct issues." + "reason": "Training memory efficiency in Qwen3 MoE is not the same as disabling mmap on Strix Halo to avoid OOM." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet-Turbo processor size mismatch." + "reason": "Both are model-loading failures, but on different models and likely different root causes; not mergeable as one fix." }, { - "left": "issue:45923", - "right": "issue:47254", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Both mention gradient checkpointing, but one is a missing capability flag and the other is a DeepSpeed/PEFT checkpoint runtime error." + "reason": "Different affected models and different failure points: generic load failure vs tokenizer regex patch crash." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:45479", + "right": "issue:46894", "accept": false, - "reason": "Different code paths: compiled chunked generation inconsistency vs StaticCache return-type contract." + "reason": "Zero-loss classification bug is unrelated to the training-loss double-shift pattern in CohereASR." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Potentially related Qwen multimodal regressions, but one is broad video-input breakage across several models while the other is a specific still-image temporal-position scaling bug; not enough to merge." + "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated loading/configuration bugs." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:43632", + "right": "issue:47050", "accept": false, - "reason": "Both are Gemma multimodal issues, but one is a variable-name collision in Gemma3n forward and the other is unsafe dtype casting in Gemma4 quantization." + "reason": "_is_hf_initialized flag breakage and ONNX fp16 attention dtype mismatch are separate issues with different code paths." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Different multimodal loading/processing failures for different model families and different error types." + "reason": "Both are Qwen3-VL load errors, but one is a generic v5 breakage for Qwen3VL MoE models and the other is a specific weight-shape mismatch. Not the same concrete bug." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43746", + "right": "issue:47331", "accept": false, - "reason": "Torch version compatibility vs loading-noise/reporting issue; no common underlying bug." + "reason": "PEFT adapter local checkpoint loading and MetalConfig batched quantized generate corruption are unrelated." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Generation performance overhead and cache-length return type are unrelated." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization. Different failures, different fixes." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "Different failures in different model families; only broad v5-era regression similarity." + "reason": "Same broad training-loss area, but this is a single-label zero-loss bug vs Florence2 double-shift. Not the same code path." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning and the other is temporal position scaling in inference; not the same bug." + "reason": "Image preprocessor dtype mismatch in Mistral-3 and template compilation error are unrelated." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Unrelated load failures: missing all_tied_weights_keys on MolmoForCausalLM vs model loading failure for cjvt/sleng-bert." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying in Mistral3ForConditionalGeneration are different bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json in AutoTokenizer and DeepSeek-Coder tokenizer output regression are related only at a high level; root causes differ." } ] }, @@ -2279,98 +3432,95 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 13, + "review_unit_index": 11, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:33666", - "issue:35707", + "issue:34567", + "issue:36032", + "issue:39404", "issue:40444", "issue:40990", - "issue:41720", "issue:42175", - "issue:42796", - "issue:43296", + "issue:42915", + "issue:43208", + "issue:43262", "issue:43317", - "issue:43381", "issue:43421", + "issue:43452", "issue:43482", - "issue:43525", - "issue:43531", - "issue:43611", + "issue:43541", + "issue:43582", "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", "issue:43646", - "issue:43716", "issue:43746", - "issue:43792", - "issue:43856", - "issue:43872", - "issue:43883", - "issue:44079", + "issue:43873", + "issue:44206", "issue:44220", - "issue:44291", "issue:44403", - "issue:44462", - "issue:44534", - "issue:44568", - "issue:44589", + "issue:44451", + "issue:44530", + "issue:44661", + "issue:44671", "issue:44683", - 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"issue:35707|issue:40444", - "issue:43883|issue:44991", - "issue:44079|issue:45663", - "issue:41720|issue:45081", - "issue:43482|issue:43525", - "issue:43421|issue:44568", - "issue:42175|issue:45542", - "issue:43296|issue:46821", - "issue:42175|issue:43296", - "issue:44462|issue:45812", - "issue:43317|issue:43856", - "issue:44079|issue:44534", - "issue:43482|issue:45538", - "issue:43611|issue:43646" + "issue:44661|issue:44683", + "issue:46285|issue:46402", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:43873|issue:47331", + "issue:42915|issue:44530", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:39404|issue:44671", + "issue:43644|issue:43646", + "issue:44737|issue:45859", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:44987|issue:44991", + "issue:43582|issue:43632", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:43582|issue:47331", + "issue:44811|issue:45584", + "issue:43746|issue:46326", + "issue:43262|issue:47331", + "issue:44403|issue:45081", + "issue:43317|issue:43482", + "issue:43208|issue:47013", + "issue:43645|issue:46661" ], - "prepared_review_unit_hash": "cd1dbe3adedaa5aff4d6d44234c18f7ca16a0827369c85321492be204405c366", + "prepared_review_unit_hash": "b132e41a86fcfdf5f60222161112d0db1ce575f6a450990fbef04e40599206b3", "component_budget": { "node_count": 529, "item_count": 529, @@ -2380,148 +3530,208 @@ "estimated_eval_tokens": 505916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37025, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35907, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 14, - "review_unit_count": 65, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:34634", - "issue:35707", - "issue:40444", - "issue:40990", - "issue:41720", - "issue:42617", - "issue:42796", - "issue:42915", - "issue:43257", - "issue:43262", - "issue:43377", - "issue:43454", - "issue:43493", - "issue:43550", - "issue:43606", - "issue:43644", - "issue:43701", - "issue:43746", - "issue:43818", - "issue:43819", - "issue:43828", - "issue:43873", - "issue:43994", - "issue:44079", - "issue:44186", - "issue:44265", - "issue:44291", - "issue:44466", - "issue:44479", - "issue:44509", - "issue:44829", - "issue:44877", - "issue:45072", - "issue:45325", - "issue:45357", - "issue:45381", - "issue:45479", - "issue:45491", - "issue:45584", - "issue:45701", - "issue:45823", - "issue:45834", - "issue:45923", - "issue:46209", - "issue:46402", - "issue:46821", - "issue:46909", - "issue:47217" - ], - "soft_pairs": [ - "issue:44509|issue:46909", - "issue:44265|issue:45072", - "issue:45325|issue:45834", - "issue:43377|issue:45491", - "issue:43644|issue:44079", - "issue:40444|issue:45381", - "issue:44291|issue:44877", - "issue:43493|issue:43994", - "issue:45325|issue:45381", - "issue:43818|issue:46402", - "issue:40444|issue:47217", - "issue:43454|issue:44466", - "issue:43818|issue:45357", - "issue:43873|issue:45701", - "issue:43701|issue:45325", - "issue:44829|issue:45479", - "issue:43606|issue:44265", - "issue:42796|issue:45381", - "issue:44479|issue:45823", - "issue:43828|issue:46821", - "issue:40990|issue:45584", - "issue:43262|issue:43746", - "issue:35707|issue:41720", - "issue:34634|issue:35707", - "issue:44186|issue:44265", - "issue:41720|issue:45823", - "issue:43606|issue:43819", - "issue:43454|issue:43550", - "issue:42617|issue:42915", - "issue:45823|issue:46821", - "issue:43257|issue:45923", - "issue:42796|issue:46209", - "issue:43454|issue:45072" - ], - "prepared_review_unit_hash": "da4f4189c23542c15c98fa6351bee3dfc4f33fcd21e789131f9ff81cce0ca1ac", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers regressions that share a loose \u201cv5/loading/model backend\u201d theme. I only see one likely true duplicate pair in the GGUF loading area; the rest look like distinct bugs in different models, backends, or code paths.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43452 is the best representative because it describes the broader GGUF/from_pretrained loading regression, which is the clearest shared code path in the only plausible duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43452 is the strongest global issue candidate: broad, concrete, and likely to subsume the more model-specific GGUF loading report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: tokenizer mapping logic vs compiled flex_attention on torch 2.9." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model classes and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both mention runtime/compile problems, but the concrete failures and code paths are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they involve different models and likely different tokenizer/model registry bugs." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Quantization/offload theme only; one is offloading behavior, the other is a Metal batched-generate corruption bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen variants and different failures: FP8 config vs paged attention cache/group type error." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig remote-code field loss is a separate bug from Qwen3.5 paged attention cache crashes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity anomaly vs runtime special-token post-processor update; no shared code-path evidence." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer class-name conflict vs custom model initialization in notebooks are distinct regressions." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different domains and failures: multimodal finetuning dataset handling vs mistral_common chat-template behavior." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting bug is unrelated to Qwen2.5-VL iterable dataset multi-image failures." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT MLM prediction issues are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both touch device placement, but they affect different models and different forward-pass logic." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend registration/install behavior, but the concrete backend problems differ." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the titles point to different failures and no shared bug is explicit." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Same broad tokenizer-loading theme, but different models and no evidence of the exact same regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different objects and failures: template-node compilation vs GraniteMoEHybrid method dispatch." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF/from_pretrained loading regressions; one is the broad API breakage and the other a model-specific manifestation, so they plausibly share the same fix." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "GGUF loading failure is unrelated to a generic kernels 0.16 incompatibility report." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "Apple Silicon allocator warmup and Metal quantized batched generation corruption are different code paths." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper token handling, but one is decode skipping and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter local checkpoint loading and mistral_common continue_final_message are unrelated issues." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and Metal quantization batch corruption are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral regex patch crash are different problems." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantized-model loading is not the same bug as GGUF model loading failure." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM, but one is a set of three training bugs and the other is a specific train-mode state unpacking crash." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Custom model initialization in notebooks is separate from remote-code AutoModel config_class failures." + } + ] }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37813, - "estimated_input_tokens": 9454, - "estimated_eval_tokens": 19164 + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft pair, issue:43452 vs issue:43482, is plausibly the same GGUF/from_pretrained loading regression and could be fixed by one PR. The rejections are also suitably cautious and do not overclaim duplicate status from vague thematic overlap." }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2529,96 +3739,95 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 15, + "review_unit_index": 12, "review_unit_count": 65, - "status": "error", + "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-10000-529", "nodes": [ - "issue:26413", "issue:28530", - "issue:36331", - "issue:40990", - "issue:41553", + "issue:34567", + "issue:36032", + "issue:40444", "issue:41720", - "issue:42617", "issue:42915", - "issue:42947", - "issue:43065", - "issue:43295", - "issue:43317", + "issue:43089", + "issue:43262", + "issue:43296", "issue:43322", "issue:43377", - "issue:43450", - "issue:43454", - "issue:43572", - "issue:43582", - "issue:43720", - "issue:43749", - "issue:43873", - "issue:44186", - "issue:44387", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", "issue:44451", + "issue:44464", "issue:44466", + "issue:44479", + "issue:44488", "issue:44534", - "issue:44568", + "issue:44589", "issue:44610", - "issue:44756", + "issue:44849", "issue:44877", - "issue:44898", - "issue:44977", - "issue:44991", - "issue:45072", - "issue:45357", - "issue:45685", - "issue:45701", - "issue:45704", - "issue:45759", - "issue:45920", - "issue:46050", - "issue:46305", - "issue:46315", - "issue:46402", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45923", + "issue:45987", "issue:46821", - "issue:46897", - "issue:47020", - "issue:47317" + "issue:46869", + "issue:46899", + "issue:47254" ], "soft_pairs": [ - "issue:40990|issue:42947", - "issue:44568|issue:45920", - "issue:43377|issue:44610", - "issue:41553|issue:43582", - "issue:36331|issue:42617", - "issue:43454|issue:43720", - "issue:43317|issue:43873", - "issue:43749|issue:44534", - "issue:43572|issue:45759", - "issue:41720|issue:43322", - "issue:43377|issue:44898", - "issue:36331|issue:42915", - "issue:44877|issue:44991", - "issue:46305|issue:46315", - "issue:41720|issue:44977", - "issue:43322|issue:46050", - "issue:44387|issue:45704", - "issue:41720|issue:42617", - "issue:40990|issue:45701", - "issue:43450|issue:45701", - "issue:43873|issue:44756", - "issue:44466|issue:45357", - "issue:26413|issue:28530", - "issue:44186|issue:45072", - "issue:45685|issue:46821", - "issue:43295|issue:45701", - "issue:46897|issue:47317", - "issue:44451|issue:47020", - "issue:43065|issue:46402" + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:43262|issue:43377", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:43377|issue:43819", + "issue:44062|issue:44987", + "issue:43404|issue:44466", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44849|issue:45325", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44265|issue:44610", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:44479|issue:45325", + "issue:44008|issue:46899", + "issue:43322|issue:43540", + "issue:43425|issue:44403", + "issue:43632|issue:46821", + "issue:43089|issue:45987", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43883|issue:44488" ], - "prepared_review_unit_hash": "9f08a333eee93ca08e6a34e21adf2856edb8ac4eb30ba54c157f6f10cf845eda", + "prepared_review_unit_hash": "d3985a02d708fce8c46b47990ea315938897e01085a2ee4340ef9378b4de3438", "component_budget": { "node_count": 529, "item_count": 529, @@ -2628,18 +3837,195 @@ "estimated_eval_tokens": 505916 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36337, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "serialized_chars": 35907, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "The set is broadly heterogeneous; most pairs are only superficially similar by subsystem or keyword and do not look like the same underlying bug. I found no duplicate pair with enough evidence to merge confidently.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Both are model-loading/runtime failures, but they involve unrelated models and failure modes (Whisper cannot run vs YOLO multi-GPU device-map issues)." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different bugs: Qwen3Moe FP8 config failure vs a Jinja/template compilation TypeError. Same broad v5-era context only." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization behavior; not the same code-path bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated loader failures: physical-intelligence/fast import breakage vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both touch audio processing, but one is chat-template sampling-rate defaulting and the other is MIMI batching/padding-mask mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different issues: Qwen3Moe FP8 config failure vs init_empty_weights/_is_hf_initialized argument incompatibility." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Completely different trainer features: early-stopping metric selection vs num_input_tokens_seen not updating." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different tokenizer/model load failures with different symptoms and likely different root causes." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model issues, but one is batching/padding-mask support and the other is DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizers AddedToken special-arg conflict is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Close thematically, but one is an untied lm_head in Mistral3ForConditionalGeneration while the other is inconsistent serialization depending on device; not clearly the same bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model/tokenizer load failures; only share a tokenization-related theme." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: SigLIP2 output quality/pipeline behavior vs OmDet-Turbo image-size preprocessing mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen multimodal family, but one is output_hidden_states behavior and the other is temporal position-id scaling in Qwen2.5-VL." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: Qwen3Moe FP8 config vs missing Float8 storage object." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: T5 tokenizer method-name conflict vs Qwen3 auto device map cuda assert." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Same general area of model/config handling, but sliding_window behavior and strict config validation are distinct issues." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a missing capability flag and the other is a DeepSpeed/PEFT checkpoint runtime error." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different code paths: compiled chunked generation inconsistency vs StaticCache return-type contract." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Potentially related Qwen multimodal regressions, but one is broad video-input breakage across several models while the other is a specific still-image temporal-position scaling bug; not enough to merge." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal issues, but one is a variable-name collision in Gemma3n forward and the other is unsafe dtype casting in Gemma4 quantization." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal loading/processing failures for different model families and different error types." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility vs loading-noise/reporting issue; no common underlying bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache-length return type are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different failures in different model families; only broad v5-era regression similarity." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning and the other is temporal position scaling in inference; not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated load failures: missing all_tied_weights_keys on MolmoForCausalLM vs model loading failure for cjvt/sleng-bert." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -2651,217 +4037,98 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 16, + "review_unit_index": 13, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:28530", - "issue:29159", - "issue:30064", "issue:33666", - "issue:36032", + "issue:35707", + "issue:40444", + "issue:40990", "issue:41720", - "issue:42915", - "issue:43316", - "issue:43317", - "issue:43404", - "issue:43441", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", "issue:43531", - "issue:43550", - "issue:43572", - "issue:43577", - "issue:43606", + "issue:43611", + "issue:43632", "issue:43646", - "issue:43708", "issue:43716", - "issue:43720", - "issue:43881", - "issue:44008", - "issue:44186", - "issue:44361", - "issue:44423", - "issue:44464", - "issue:44488", - "issue:44610", - "issue:44671", - "issue:44734", - "issue:44743", - "issue:44898", - "issue:44913", - "issue:45161", - "issue:45357", - "issue:45406", - "issue:45479", - "issue:45632", - "issue:45684", - "issue:45823", - "issue:46291", - "issue:46612", - "issue:46665", - "issue:46821", - "issue:46858", - "issue:46869", - "issue:47317", - "issue:47337" - ], - "soft_pairs": [ - "issue:43550|issue:43720", - "issue:46612|issue:46858", - "issue:44186|issue:44610", - "issue:43550|issue:43606", - "issue:43577|issue:43708", - "issue:43646|issue:46665", - "issue:46821|issue:46869", - "issue:43881|issue:44488", - "issue:42915|issue:43317", - "issue:43404|issue:45357", - "issue:44610|issue:44898", - "issue:41720|issue:45161", - "issue:28530|issue:33666", - "issue:44423|issue:45406", - "issue:44008|issue:45823", - "issue:42915|issue:46291", - "issue:43531|issue:43572", - "issue:43441|issue:47337", - "issue:44734|issue:46858", - "issue:44186|issue:44361", - "issue:44464|issue:46858", - "issue:28530|issue:30064", - "issue:43716|issue:46821", - "issue:44671|issue:44743", - "issue:45479|issue:47317", - "issue:45632|issue:45684", - "issue:43316|issue:44913", - "issue:29159|issue:36032" - ], - "prepared_review_unit_hash": "e5c8134c429c883f0dd94cf8dd04c9e00f533ea9e57252f6d7724d479d37758a", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36260, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 17, - "review_unit_count": 65, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:30064", - "issue:33357", - "issue:34567", - "issue:34634", - "issue:35707", - "issue:41720", - "issue:42490", - "issue:42915", - "issue:43257", - "issue:43322", - "issue:43329", - "issue:43388", - "issue:43452", - "issue:43526", - "issue:43531", - "issue:43540", - "issue:43550", - "issue:43606", - "issue:43653", - "issue:43720", "issue:43746", - "issue:43782", - "issue:43873", - "issue:43881", + "issue:43792", + "issue:43856", + "issue:43872", "issue:43883", - "issue:44077", - "issue:44451", - "issue:44492", - "issue:44509", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", "issue:44534", + "issue:44568", "issue:44589", - "issue:44625", + "issue:44683", + "issue:44756", + "issue:44811", "issue:44991", - "issue:45059", - "issue:45406", - "issue:45464", - "issue:45701", - "issue:45704", - "issue:45759", - "issue:45859", - "issue:46665", + "issue:45081", + "issue:45216", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", "issue:46821", - "issue:46858", - "issue:46894", - "issue:47020", - "issue:47145", - "issue:47254", - "issue:47317" + "issue:46899" ], "soft_pairs": [ - "issue:30064|issue:34634", - "issue:45701|issue:47145", - "issue:43452|issue:47020", - "issue:42915|issue:43322", - "issue:33357|issue:35707", - "issue:43873|issue:45704", - "issue:46894|issue:47317", - "issue:43881|issue:44991", - "issue:43540|issue:43782", - "issue:43531|issue:45759", - "issue:41720|issue:43746", - "issue:43550|issue:43653", - "issue:44534|issue:46665", - "issue:43526|issue:43883", - "issue:43257|issue:47254", - "issue:44492|issue:44509", - "issue:42490|issue:43329", - "issue:43606|issue:43720", - "issue:43531|issue:46821", - "issue:34634|issue:41720", - "issue:34567|issue:35707", - "issue:43531|issue:44589", - "issue:45406|issue:45464", - "issue:43606|issue:43653", - "issue:45759|issue:45859", - "issue:44451|issue:44991", - "issue:43540|issue:46858", - "issue:43388|issue:45059", - "issue:44077|issue:44625" + "issue:44220|issue:44683", + "issue:43872|issue:44291", + "issue:43611|issue:44534", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:44403|issue:44991", + "issue:43716|issue:46899", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:44291|issue:44589", + "issue:43381|issue:45923", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:42796|issue:46710", + "issue:43531|issue:44291", + "issue:35707|issue:40444", + "issue:43883|issue:44991", + "issue:44079|issue:45663", + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "69d76dffc73fcb495c3684797642263fbd826599574fc4f82a7dceb0f754c77c", + "prepared_review_unit_hash": "cd1dbe3adedaa5aff4d6d44234c18f7ca16a0827369c85321492be204405c366", "component_budget": { "node_count": 529, "item_count": 529, @@ -2873,309 +4140,216 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36310, - "estimated_input_tokens": 9078, - "estimated_eval_tokens": 18412 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 18, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:30064", - "issue:36010", - "issue:39692", - "issue:41720", - "issue:42886", - "issue:43381", - "issue:43421", - "issue:43493", - "issue:43644", - "issue:43653", - "issue:43673", - "issue:43746", - "issue:43782", - "issue:43844", - "issue:43873", - "issue:43927", - "issue:43994", - "issue:44062", - "issue:44368", - "issue:44451", - "issue:44464", - "issue:44514", - "issue:44545", - "issue:44610", - "issue:44625", - "issue:44671", - "issue:44843", - "issue:44898", - "issue:44918", - "issue:44936", - "issue:44987", - "issue:45042", - "issue:45072", - "issue:45081", - "issue:45356", - "issue:45357", - "issue:45381", - "issue:45479", - "issue:45704", - "issue:45923", - "issue:46050", - "issue:46402", - "issue:46655", - "issue:46665", - "issue:46693", - "issue:47050", - "issue:47333", - "issue:47337" - ], - "soft_pairs": [ - "issue:43644|issue:46665", - "issue:44987|issue:45042", - "issue:45357|issue:46402", - "issue:45923|issue:47333", - "issue:44898|issue:45072", - "issue:44062|issue:44451", - "issue:41720|issue:45704", - "issue:39692|issue:44610", - "issue:44918|issue:44936", - "issue:44625|issue:45479", - "issue:43746|issue:46050", - "issue:43381|issue:45704", - "issue:42886|issue:44843", - "issue:43421|issue:43927", - "issue:43381|issue:43844", - "issue:30064|issue:36010", - "issue:46655|issue:46693", - "issue:43746|issue:43873", - "issue:44514|issue:44545", - "issue:39692|issue:43493", - "issue:43421|issue:43653", - "issue:44464|issue:47050", - "issue:44368|issue:45357", - "issue:43673|issue:47337", - "issue:45081|issue:45356", - "issue:43782|issue:45381", - "issue:43994|issue:44671" - ], - "prepared_review_unit_hash": "ef3d4b68a7831bfb3b7b477e4c1202c976fb688dbac716060decaa55df45eb80", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36167, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "soft_pair_count": 31, + "serialized_chars": 37025, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. I only see two true duplicate pairs: the offline `_patch_mistral_regex` tokenizer bug and the identical Qwen2_5_VLProcessor batched-padding crash; the rest are broad subsystem similarities, not the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 44843 is the clearest root-cause report for the offline Mistral regex bug (`model_info()` called unconditionally in `_patch_mistral_regex`), and it directly subsumes the symptom described in 42886.", + "summary": "Mostly a false-positive mega-cluster: it mixes several unrelated Transformers v5 regressions (model loading/init, tokenizer behavior, multimodal dtype issues, packaging, and training). Only a couple of issue pairs look like true duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s dominant theme: Transformers v5 loading/init regressions. It\u2019s a better anchor than the more symptom-specific reports, though the cluster is too heterogeneous for a perfect canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "44843 is the strongest representative issue in the set: it is specific, actionable, and describes the underlying failure mode rather than only the downstream symptom.", + "best_issue_reason": "43611 is the most central and reusable issue for the shared v5 model-loading regression family in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:46665", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Both mention `from_pretrained`, but they describe different failures: non-persistent buffers being filled with junk vs inconsistent behavior inside Python classes." + "reason": "Different failures: fbank feature extraction vs compiled flex_attention on torch>=2.9." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying Transformers v5 regression around the new `_is_hf_initialized` argument breaking empty-weight/model init paths and bitsandbytes compatibility." + }, + { + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "These are different bugs in different code paths; one is a model load failure for `physical-intelligence/fast`, the other is PIL image processors requiring torchvision in v5.4.0." + "reason": "Unrelated bugs: base_model_prefix loading regression vs non-persistent buffer junk values." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression corrupting visual encoder keys across versions." + }, + { + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Both involve model loading regressions, but one is Qwen3.5 visual encoder save/load keys and the other is Sam3Model text encoder weights not loading; not the same bug." + "reason": "Both tokenizer regressions, but they hit different code paths and symptoms: loading failure vs slow convert_tokens_to_ids." }, { - "left": "issue:45923", - "right": "issue:47333", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Different offloading-related issues: one is a missing `supports_gradient_checkpointing` flag, the other is failure to save a disk-offloaded Qwen model." + "reason": "No shared underlying bug: generic loading noise vs tokenizer loading failure for a specific model." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Both are dtype/mode mismatches, but they affect different models and different failure modes; too broad to treat as one bug." + "reason": "Both are multimodal dtype problems, but for different models and different concrete paths; too broad to call duplicates." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "One is an `AddedToken(..., special=...)` constructor error, the other is a model/tokenizer loading failure for ScandiBERT; not the same underlying issue." + "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "These are unrelated training/runtime problems; auto device mapping on Qwen3 causing cuda asserts is not the same as T5 using a memory-leaking Apex norm." + "reason": "Different tokenizer regressions on different models: wrong IDs for Granite vs leading-space round-trip on CodeLlama." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Both touch vision models, but one is SigLIP2 docs/model mismatch and quantization errors, while the other is OmDet-Turbo producing the wrong image resolution." + "reason": "Unexpected `_is_hf_initialized` argument and Float8 storage lookup failure are separate issues." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Different trainer/model integration bugs: unpacking Qwen3.5 embeddings with TRL SFT vs `trainer.evaluate()` failing after `trainer.train()`." + "reason": "Both mention gradient checkpointing, but one is eval-mode behavior and the other is a missing capability flag." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Both are config/classification-related, but one is missing `num_labels` propagation and the other is a degenerate zero-loss issue when `num_labels=1`." + "reason": "Different Qwen2-VL/Qwen2.5-VL training failures with different triggers." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Both involve save/load, but they are distinct: PEFT adapters not loading from local checkpoints vs quantized models breaking after save/load." + "reason": "Whisper runtime failure vs Float8 storage type error are unrelated." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Gradient checkpointing in eval mode and T5 Apex RMSNorm memory leak are unrelated problems." + "reason": "Perplexity regression and Whisper batch_decode behavior are unrelated." }, { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Same offline tokenizer bug in `_patch_mistral_regex`: 42886 reports the failure, while 44843 identifies the unconditional `model_info()` call causing it." + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "One is a Transformers v5 init-flag regression; the other is an mmap OOM mitigation on Strix Halo." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "Both involve tokenizer/config metadata, but one is runtime special-token post-processing and the other is custom token IDs being lost after save/load; not the same bug." + "reason": "Tokenizer BPE-marker handling and downstream accuracy regression are not the same bug." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Both mention training/runtime behavior, but one is eval-mode checkpointing prohibition and the other is a DeepSpeed ZeRO-3 gradient increase regression." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `_is_hf_initialized` init errors." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Completely unrelated: image processor void segmentation maps vs a `GenerationMixin` import error." + "reason": "Progressive generation with past_key_values vs multi-image IterableDataset finetuning are different problems." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "One is a video padding-calculation bug in SmolVLM; the other is a performance regression with FA2 and long-context generation." + "reason": "Missing all_tied_weights_keys and tokenizer loading failure are unrelated." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Both are offloading/quantization-adjacent, but one is PEFT checkpoint loading and the other is disk offloading not working as expected with quantization." + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Exact same title and same batched-input crash with `padding=False`; these are duplicate reports of the same Qwen2_5_VLProcessor bug." + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map cuda assert and Mistral tokenizer regex patch crash are unrelated." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Same SigLIP2 family, but different bugs: docs example/model mismatch and quantization failure vs implementation discrepancy with the original JAX model." + "reason": "Different v5 breakages affecting different model/config paths." }, { "left": "issue:43421", - "right": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer special tokens, but one is about updating the post-processor after runtime changes and the other is a BigBird mask token registration bug." + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is a specific BOS/EOS addition regression." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Different execution/export paths: compiled-forward chunked generation inconsistency vs ONNX fp16 export dtype mismatch in attention." + "reason": "Same broad TensorFlow packaging area, but not the same concrete bug." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43296", + "right": "issue:46821", "accept": false, - "reason": "A warning about `tie_word_embeddings=False` is not the same as incorrect visual encoder keys being saved for Qwen3.5." + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43673", - "right": "issue:47337", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Generation cache missing in v5.0.0 and a flaky bbox-range test failure are unrelated." + "reason": "Packaging/backend issue vs model load failure for a different stack." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Both touch `_patch_mistral_regex`, but one is an AttributeError crash and the other is a tokenizer regression about codec handling/warnings; not the same concrete bug." + "reason": "AutoTokenizer ignoring tokenizer.json and Granite token-id regression are different tokenizer issues." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Different Qwen VL issues: a `weight_only=True` load error vs incorrect `vision_position_ids` for video input." + "reason": "device_map offload loading failure and Qwen3 MoE training memory inefficiency are unrelated." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Different models and failure modes: SigLIP2 nonsensical outputs with AutoModel/pipeline vs CamemBERT masked LM predictions being wrong in v5." + "reason": "ModelOutput key bookkeeping and buffer initialization junk are different code paths." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 loading/init regressions, but the titles point to different concrete failure modes; not enough to merge as the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": true, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The cluster is indeed heterogeneous, and the two accepted duplicate pairs are the only ones that look plausibly mergeable as the same bugfix from the titles alone. The canonical/best-issue choice is reasonable as a central representative of the v5 loading/init regression family, without overstating cohesion across the rest of the set." + }, + "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, @@ -3185,7 +4359,7 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 19, + "review_unit_index": 14, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -3194,88 +4368,91 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:30064", - "issue:36331", - "issue:39692", + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", "issue:41720", - "issue:43295", - "issue:43421", - "issue:43526", - "issue:43531", - "issue:43540", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43377", + "issue:43454", + "issue:43493", "issue:43550", - "issue:43596", - "issue:43611", - "issue:43643", - "issue:43653", - "issue:43720", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", "issue:43819", + "issue:43828", "issue:43873", - "issue:43881", - "issue:43927", - "issue:44062", + "issue:43994", + "issue:44079", "issue:44186", - "issue:44220", - "issue:44361", - "issue:44488", - "issue:44661", - "issue:44821", - "issue:44843", - "issue:44857", - "issue:44898", - "issue:44991", - "issue:44995", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", "issue:45072", - "issue:45081", - "issue:45084", - "issue:45356", + "issue:45325", + "issue:45357", "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", "issue:45834", - "issue:45907", - "issue:46032", - "issue:46294", - "issue:46463", - "issue:46665", - "issue:46693", - "issue:46829", - "issue:46832", - "issue:46858", - "issue:47020", - "issue:47050" + "issue:45923", + "issue:46209", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" ], "soft_pairs": [ - "issue:43421|issue:44186", - "issue:44995|issue:46858", - "issue:46032|issue:46463", - "issue:44857|issue:47050", - "issue:45356|issue:45907", - "issue:39692|issue:43873", - "issue:39692|issue:47050", - "issue:43526|issue:43881", - "issue:43720|issue:43819", - "issue:43596|issue:44220", - "issue:43295|issue:45834", - "issue:43550|issue:43927", - "issue:43540|issue:46294", - "issue:43550|issue:44361", - "issue:44062|issue:44488", - "issue:43653|issue:43720", - "issue:43531|issue:43643", - "issue:45072|issue:47050", - "issue:45381|issue:46693", - "issue:41720|issue:44991", - "issue:30064|issue:36331", - "issue:44488|issue:47020", - "issue:44220|issue:44661", - "issue:46829|issue:46832", - "issue:43611|issue:46665", - "issue:44821|issue:45084", - "issue:44186|issue:44898", - "issue:43653|issue:43819", - "issue:43550|issue:43819", - "issue:44843|issue:45081" + "issue:44509|issue:46909", + "issue:44265|issue:45072", + "issue:45325|issue:45834", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:44291|issue:44877", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:43818|issue:46402", + "issue:40444|issue:47217", + "issue:43454|issue:44466", + "issue:43818|issue:45357", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:44829|issue:45479", + "issue:43606|issue:44265", + "issue:42796|issue:45381", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:42617|issue:42915", + "issue:45823|issue:46821", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:43454|issue:45072" ], - "prepared_review_unit_hash": "b8244a8a522efe738058964daeb10d097c473b800851e028cd7be78448726ae1", + "prepared_review_unit_hash": "da4f4189c23542c15c98fa6351bee3dfc4f33fcd21e789131f9ff81cce0ca1ac", "component_budget": { "node_count": 529, "item_count": 529, @@ -3287,202 +4464,220 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36974, - "estimated_input_tokens": 9244, - "estimated_eval_tokens": 18744 + "soft_pair_count": 33, + "serialized_chars": 37813, + "estimated_input_tokens": 9454, + "estimated_eval_tokens": 19164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated, with only a few title-level overlaps in tokenizer/vision/cache areas. I did not find any soft pair that clearly describes the same underlying bug well enough to merge as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44843 is the strongest representative bug report in this set: it has a clear regression, a specific code path (_patch_mistral_regex), and a broad user impact (HF_HUB_OFFLINE breakage).", + "summary": "This cluster is heterogeneous: it mixes unrelated bugs in audio, vision-language, tokenization, export, device-mapping, checkpointing, and docs. I do not see any duplicate pair that is the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45081 is the most actionable single report: it names the exact exception, the triggering flag, and the concrete tokenizer loading path, making it the cleanest standalone bug to triage.", + "best_issue_reason": "No single issue is a good canonical representative; the set is too broad and no issue covers the same concrete failure mode as the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Both are tokenizer-related, but one is about runtime special-token/post-processor updates and the other is a LayoutLMv2 NER/padding crash; different bugs and code paths." + "reason": "Both are documentation problems, but one is about removed pipeline task names and the other is a broken DIA example; different fixes." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Both mention cache behavior, but one is a stale indexer cache in GlmMoeDsa and the other is a static-cache/device-tensor slice arithmetic issue; not the same defect." + "reason": "Export failure with torch_compilable_check is unrelated to bf16 dtype mismatches during inference." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Different models and failure modes: a silent correctness bug in Mamba2Mixer cache handling versus a decoder-input validation error message in T5." + "reason": "Both involve Qwen2.5-VL, but one is a still-image RoPE scaling bug and the other is an OCR long-input index error." }, { - "left": "issue:44857", - "right": "issue:47050", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Both are dtype-related, but they affect different models and workflows (training loss AMP crash vs ONNX export attention mismatch)." + "reason": "Different models and code paths: MIMI padding-mask batching bug vs Gemma3 sliding-window NaN embeddings." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Unrelated: Kimi-K2.5 tokenizer codec/regression issue versus a repo API forwarding bug in list_repo_files." + "reason": "Non-persistent buffer initialization junk and ModelOutput key assignment are separate implementation bugs." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Both touch quantization, but one is a broken docs example with model/processor mismatch and the other is an offloading bug; not the same underlying change." + "reason": "Both are VL-related, but one is finetuning with multiple images per prompt and the other is a video position-id regression." }, { - "left": "issue:39692", - "right": "issue:47050", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Different subsystems and failures: docs quantization/example problems versus fp16 ONNX attention dtype mismatch." + "reason": "Init-empty-weights argument incompatibility is not the same as strict config rejection for granite_speech." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to glm-4v-9b model loading failure." + "reason": "Same model family, but one is an HF-vs-JAX implementation discrepancy and the other is a bad AutoModel/pipeline result." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Both are model/runtime bugs, but one is packed-weight loading in BitNet and the other is DAC latent reconstruction missing STE; unrelated code paths." + "reason": "Both concern position ids in Qwen VL models, but one is still-image temporal scaling and the other is video-input vision position ids." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Completely different areas: Deepspeed zero3/BertModel initialization versus audio fbank feature extraction." + "reason": "Video-LLaVA missing temporal attention is unrelated to Sam3Model text encoder weights not loading." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:40444", + "right": "issue:47217", "accept": false, - "reason": "Different multimodal failures: processor.tokenizer/image passing regression versus Kosmos2.5 OCR long-input indexing." + "reason": "Both mention image placement in VL workflows, but the failures are different: multi-image finetuning vs placeholders in user text." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "A torch.compile + SDPA failure in Bamba is unrelated to DiaConfig token ID persistence after save/load." + "reason": "Tie-weight/serialization behavior is related in theme, but one is failing to tie lm_head and the other is device-dependent serialization of an already tied weight." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Both involve video input in Qwen models, but the titles point to different model families and different pipeline stages (processing error vs chat-template token/feature mismatch)." + "reason": "Video-LLaVA architecture bug and Qwen3.5 visual-encoder key serialization bug are different problems." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Unrelated model/runtime failures: Bamba torch.compile/SDPA versus MLukeTokenizer AttributeError on tasks." + "reason": "Quantization/offloading behavior has nothing to do with tokenization changes across versions." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "The AddedToken special-argument TypeError is a tokenizer construction bug; the sleng-bert report is a separate model-load failure with no clear shared root cause." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL RoPE/position-id scaling." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "BigBirdTokenizer special-token decoding and BitNet packed-weight loading are distinct bugs." + "reason": "Both affect training loss, but one is FlashAttention-3 degeneracy and the other is single-label classification with num_labels=1." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding_window behavior versus AutoConfig.from_pretrained missing fields with trust_remote_code." + "reason": "CPU offload device mismatch is unrelated to torch.export failing on torch_compilable_check." }, { - "left": "issue:45072", - "right": "issue:47050", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Both are dtype issues, but they affect different models and execution modes; no shared concrete bug." + "reason": "Tokenizer BPE-marker handling and VL video vision_position_ids are different bugs." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." + "reason": "The former is a Qwen VL video-input regression; the latter is a Gemma4 PLE device-mapping mismatch." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "Qwen3 device-mapping cuda assert and tokenizer loading for EMBEDDIA/est-roberta are different failures." + "reason": "Autocast dtype mismatch and a window_size AttributeError are unrelated failures." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "ImageProcessor void segmentation maps and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Perplexity on WikiText-2 and Whisper empty-transcription generation are different model/task bugs." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Loading cjvt/sleng-bert and XLMRobertaTokenizer/Unigram initialization are different tokenizer-loading issues without evidence of the same root cause." + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech local checkpoint loading are separate issues." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Audio feature extraction bug versus add-new-model-like failure inside TOKENIZER_MAPPING_NAMES; different subsystems." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-map cudaErrorAssert." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Different vision-model bugs: incorrect output field assignment in VideoPrism versus RT-DETR feature-level mismatch." + "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are different code paths and bugs." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Both mention loading behavior, but one is a base_model_prefix breakage in Transformers 5.0.0 and the other is generic from_pretrained inconsistency inside Python classes." + "reason": "LayoutLMv2 tokenizer crashes and torch.export/torch_compilable_check failures are unrelated." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated errors." + "reason": "Both are device-mapping failures, but they affect different models and error modes." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver interpolate_pos_encoding failure are different model-specific bugs." + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents not matching forward pass." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "BigBirdTokenizer mask-token special handling and DAC latent reconstruction are unrelated." + "reason": "Tied-weight loading/serialization and Bamba torch.compile SDPA failures do not share the same bug." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC.from_latents missing STE." + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "Same helper function family, but the reported bugs differ: one is an offline-mode model_info call regression, the other is an AttributeError on backend_tokenizer when fix_mistral_regex is enabled." + "reason": "Gemma4 device-map mismatch has nothing to do with TimesFM window_size AttributeError." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion under accelerate+deepspeed and a missing gradient_checkpointing flag are different problems." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tie-weight behavior and bf16 dtype mismatches are different failure classes." } ] }, @@ -3497,7 +4692,7 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 20, + "review_unit_index": 15, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -3506,84 +4701,87 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:34634", - "issue:36010", - "issue:39692", + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43295", + "issue:43317", "issue:43322", - "issue:43335", - "issue:43421", - "issue:43540", - "issue:43550", - "issue:43577", - "issue:43606", - "issue:43618", - "issue:43643", - "issue:43644", - "issue:43697", - "issue:43716", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43582", + "issue:43720", "issue:43749", - "issue:43756", - "issue:43782", - "issue:43818", - "issue:44008", + "issue:43873", "issue:44186", - "issue:44442", - "issue:44448", - "issue:44479", - "issue:44561", - "issue:44671", - "issue:44805", - "issue:44811", + "issue:44387", + "issue:44451", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", "issue:44877", - "issue:44936", + "issue:44898", "issue:44977", "issue:44991", - "issue:45020", "issue:45072", - "issue:45584", + "issue:45357", "issue:45685", - "issue:45834", - "issue:45987", - "issue:46291", - "issue:46294", - "issue:46463", - "issue:46752", - "issue:46829", - "issue:46858", - "issue:46932", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:46050", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821", + "issue:46897", "issue:47020", - "issue:47337" + "issue:47317" ], "soft_pairs": [ - "issue:34634|issue:36010", - "issue:45987|issue:46829", - "issue:43540|issue:44008", - "issue:43335|issue:43756", - "issue:43643|issue:44877", - "issue:44991|issue:47020", - "issue:39692|issue:45834", - "issue:44008|issue:46858", - "issue:44186|issue:44442", - "issue:43618|issue:43697", - "issue:44561|issue:45020", - "issue:45987|issue:46932", - "issue:44448|issue:44671", - "issue:44991|issue:46291", - "issue:44805|issue:44936", - "issue:45584|issue:45834", - "issue:43322|issue:45685", - "issue:46752|issue:47337", - "issue:43606|issue:45072", - "issue:43421|issue:44811", - "issue:43550|issue:45072", - "issue:44479|issue:45834", - "issue:46294|issue:46463", - "issue:43782|issue:44977", - "issue:43644|issue:43749", - "issue:43577|issue:43818", - "issue:43716|issue:44008" + "issue:40990|issue:42947", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:41553|issue:43582", + "issue:36331|issue:42617", + "issue:43454|issue:43720", + "issue:43317|issue:43873", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43377|issue:44898", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:46305|issue:46315", + "issue:41720|issue:44977", + "issue:43322|issue:46050", + "issue:44387|issue:45704", + "issue:41720|issue:42617", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:43873|issue:44756", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:46897|issue:47317", + "issue:44451|issue:47020", + "issue:43065|issue:46402" ], - "prepared_review_unit_hash": "c2becbc6b41f9233bc68732ba6caf66f835ae69a4789e8068d02edb0942bc7d8", + "prepared_review_unit_hash": "03d683f69a8fb7b75d4a63f52a0d45da5ed7fd96d7367ffda435c4220be7e80f", "component_budget": { "node_count": 529, "item_count": 529, @@ -3593,186 +4791,198 @@ "estimated_eval_tokens": 505916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35369, - "estimated_input_tokens": 8843, - "estimated_eval_tokens": 17942 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports across different models and regressions. Only the StaticCache.get_seq_length reports look like the same underlying bug; the rest are too far apart in model, code path, or failure mode to merge.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45987 is the clearest root-cause report: it identifies that get_seq_length() returns a tensor instead of the documented int, which matches the later failure mode.", + "summary": "This cluster is a grab bag of distinct bugs across training loops, tokenizers, model loading, quantization/offloading, and model-specific regressions. The soft links are mostly superficial thematic matches, not true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical here; the items span unrelated failure modes and model families, so collapsing them would over-merge distinct bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 is the most actionable report overall because it shows the concrete downstream breakage in static cache + torch.compile on non-CUDA backends.", + "best_issue_reason": "If forced to pick a representative, issue:45701 is the broadest regression-style item, but it is still not a good canonical because the apparent overlaps are only loose tokenization/version similarity.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Different components and failure modes: Bark voice preset handling vs a transformers import error." + "reason": "Different problems: perplexity/eval quality vs gradient-checkpointing behavior in PEFT. No shared code-path bug." }, { - "left": "issue:45987", - "right": "issue:46829", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "One is a cache length API contract bug; the other is an output-field mismatch in a video classification model." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer while the other returns wrong IDs across multiple models. Too different to merge." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Both are runtime errors, but they affect unrelated multimodal pipelines and different root causes." + "reason": "MIMI batching/padding-mask bug and OmDet processor image-size mismatch are unrelated model/processor issues." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Different bugs in different SwitchTransformer/Smollm3 code paths; no shared concrete failure." + "reason": "Tokenizer error-message issue and Apple Silicon TypeError are unrelated subsystems." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Both involve config loading, but one is trust_remote_code field loss while the other is strict config rejection for a specific model." + "reason": "Trainer API incompatibility and a 3D parallel script failure are distinct failures with no common underlying bug." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Tokenizer-loading failures, but for different tokenizer classes and different underlying constructor issues." + "reason": "AyaVision weight-tying bug and BitNet packed-weight loading bug affect different models and code paths." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Both are multimodal examples, but one is a SigLIP2 doc mismatch and the other is a Kosmos2.5 OCR length/index bug." + "reason": "Both mention offloading/quantization, but one is dequantized model loading with device_map=auto and the other is a broader offloading regression. Not the same concrete defect." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Different model families and different bugs: Gemma3n variable collision vs cache length return-type problems." + "reason": "FSDP CPU-efficient loading and non-persistent buffer junk are separate loading/init regressions." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to FastSpeech2ConformerTokenizer auto-loading." + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for multimodal configs are different config-handling bugs." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "CLIP attentions metadata regression is unrelated to RTDetrV2 output drift." + "reason": "Different model failures: Qwen3 auto device mapping assert vs Llava Next segfault." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Both mention remote_code breakage, but one is a specific missing helper removal and the other is a broad regression report." + "reason": "Different root causes and models: MIMI padding-mask batching bug vs Perceiver non-default resolution handling." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Shared theme of dtype/casting is too broad; these are different cache and quantized-embedder bugs." + "reason": "Trainer compute_loss signature regression and Qwen3Moe FP8 loading failure are unrelated." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Different model behaviors: Pegasus output changes vs CamemBERT masked-LM predictions." + "reason": "Both are loading/config regressions, but one is strict config blocking granite_speech and the other is tokenizer loading for est-roberta. Different code paths." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading vs pipeline import failure; different layers and causes." + "reason": "Moonshine off-by-one masking and convert_tokens_to_ids performance regression are not the same bug." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "An indexing shape error is not the same underlying bug as trainer.evaluate() failing after training." + "reason": "Same model family, but one is a device-mapping crash and the other is flash-attention generation corruption. Different fixes." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Whisper empty-transcription failure and Kosmos2.5 long-OCR index error are unrelated." + "reason": "Segfault on Llava Next load and sinq save/load breakage are distinct serialization/loading issues." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Llava Next loading segfault and MOE MPS histogram error are separate backend/model issues." + "reason": "Int4 OOM from reserved memory growth and an apex RMSNorm memory leak are unrelated memory problems." }, { - "left": "issue:46752", - "right": "issue:47337", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "An empty-list apply_chat_template crash is unrelated to a flaky bbox-range test." + "reason": "Qwen3 device-mapping crash and a 3D parallel script failure are different issues." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Both are dtype/device mismatches, but they involve different models and different runtime paths." + "reason": "High perplexity on a specific model is not the same as a tokenizer-version behavior change." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Tokenizer post-processor update behavior is not the same as Whisper batch_decode ignoring skip_special_tokens." + "reason": "Video processor batching shape bug and tokenization-version regression are unrelated." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and bfloat16 mismatches in other models are not the same bug." + "reason": "Quantization offloading regression and Strix Halo mmap OOM are different memory-management problems." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Video-input regression in Qwen variants is unrelated to the Kosmos2.5 OCR index error." + "reason": "Both touch save_pretrained regressions, but one is tied lm_head serialization and the other is incorrect visual encoder keys. Not mergeable as one bug." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "Qwen video/chat-template mismatch and T5 decoder input validation are different code paths." + "reason": "resume_from_checkpoint epoch-iterator failure and early-stopping metric lookup are separate training-loop issues." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "weight_only loading failure for Qwen3VL is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Tokenizer padding/truncation crash and dtype mismatch in inference are unrelated." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Non-persistent buffer junk in v5 and FSDP CPU RAM-efficient loading are separate regressions." + "reason": "MPS histogram Int error in MoE and TimesFM window_size AttributeError are different backend/model issues." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing bugs are unrelated." + "reason": "Processor.tokenizer regression with image inputs is not the same as general tokenization changes in v5." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:46897", + "right": "issue:47317", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as Gemma3n audio-mask variable collision." + "reason": "Both are training-loss bugs, but they affect different models and likely different shift logic; too little evidence of the same underlying defect." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "ScandiBERT loading failure and XLMRobertaTokenizer/Unigram constructor mismatch are distinct tokenizer-loading paths." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one concerns a dummy Conv2d in the pixel decoder and the other missing text encoder weights. Different subcomponents and fixes." } ] }, @@ -3787,7 +4997,7 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 21, + "review_unit_index": 16, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -3796,85 +5006,86 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:28218", + "issue:28530", "issue:29159", - "issue:34634", - "issue:36331", - "issue:42175", + "issue:30064", + "issue:33666", + "issue:36032", + "issue:41720", "issue:42915", - "issue:43262", - "issue:43388", - "issue:43540", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", + "issue:43550", + "issue:43572", "issue:43577", - "issue:43582", - "issue:43645", - "issue:43653", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43716", "issue:43720", - "issue:43742", - "issue:43749", - "issue:43782", - "issue:43825", - "issue:43931", - "issue:43994", - "issue:44291", - "issue:44589", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44488", "issue:44610", "issue:44671", - "issue:44912", - "issue:44964", - "issue:45020", - "issue:45042", - "issue:45072", - "issue:45081", - "issue:45183", - "issue:45325", - "issue:45381", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", "issue:45479", - "issue:45563", - "issue:45701", - "issue:46032", - "issue:46512", + "issue:45632", + "issue:45684", + "issue:45823", + "issue:46291", + "issue:46612", "issue:46665", - "issue:46697", - "issue:46728", - "issue:46846", - "issue:47217", - "issue:47254", - "issue:47276", - "issue:47332", - "issue:47333", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47317", "issue:47337" ], "soft_pairs": [ - "issue:45183|issue:45479", - "issue:45563|issue:47276", - "issue:28218|issue:29159", - "issue:43582|issue:46512", - "issue:43931|issue:46846", - "issue:43825|issue:43994", - "issue:44610|issue:45072", - "issue:43540|issue:45381", - "issue:43749|issue:44291", - "issue:34634|issue:36331", - "issue:43720|issue:45072", - "issue:47276|issue:47337", - "issue:43645|issue:46665", - "issue:47254|issue:47333", - "issue:43388|issue:46032", - "issue:42175|issue:45081", - "issue:44671|issue:45701", - "issue:47254|issue:47332", - "issue:43742|issue:45020", - "issue:43577|issue:43582", - "issue:46697|issue:46728", - "issue:42915|issue:47333", - "issue:44589|issue:45042", - "issue:43262|issue:47217", - "issue:43782|issue:45325", - "issue:44964|issue:47337", - "issue:43653|issue:44912" + "issue:43550|issue:43720", + "issue:46612|issue:46858", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43577|issue:43708", + "issue:43646|issue:46665", + "issue:46821|issue:46869", + "issue:43881|issue:44488", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:42915|issue:46291", + "issue:43531|issue:43572", + "issue:43441|issue:47337", + "issue:44734|issue:46858", + "issue:44186|issue:44361", + "issue:44464|issue:46858", + "issue:28530|issue:30064", + "issue:43716|issue:46821", + "issue:44671|issue:44743", + "issue:45479|issue:47317", + "issue:45632|issue:45684", + "issue:43316|issue:44913", + "issue:29159|issue:36032" ], - "prepared_review_unit_hash": "a23569ab7d2ee442c9114df4426f128b07ca0a16d139bb52c36d1d4e9b53e0df", + "prepared_review_unit_hash": "5b94b4c6a67cad40b7f3e9806e7458262e666e5b2ba0d37629bf1422ddfafffa", "component_budget": { "node_count": 529, "item_count": 529, @@ -3886,190 +5097,190 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36111, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "soft_pair_count": 28, + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs share only broad subsystem labels, not the same concrete bug or change. I do not see any true duplicates among the candidate pairs; the closest representative issue is the broad tokenization-regression report.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45701 is the broadest tokenizer-focused report in the set and the closest umbrella for the tokenizer-related entries, though it still isn't a true duplicate of the others.", + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers bug reports. The soft pairs share occasional surface similarities, but none look like the same concrete defect or change, so I\u2019d reject all duplicate links.", + "confidence": 0.18, + "canonical_issue_reason": "If forced to pick one representative issue, issue:43646 is the broadest regression-style report and has the clearest generic title about a core initialization path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most representative issue overall because it is broad and sits closest to the only related subset of tokenizer reports.", + "best_issue_reason": "Issue:43646 is the most generally framed, actionable bug report in the set, so it is the best single issue to represent the cluster even though it is not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Different bug class: input-validation/error-message logic vs. sequence-classification loss degeneracy." + "reason": "Different models and different failure modes: torch.compile/SDPA vs packed weights not unpacked during accelerate loading." }, { - "left": "issue:45563", - "right": "issue:47276", + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "Both are warning-related, but one is about stale num_return_sequences messaging and the other about synced_gpus messaging in continuous batching." + "reason": "Both involve cache logic, but one is beam-search reorder skipping in multiple recurrent models while the other is static-cache slice arithmetic on non-CUDA backends." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Related tokenizer symptoms, but one is a specific added-token spacing regression and the other is a broader slow-vs-fast tokenizer inconsistency." + "reason": "Tokenizer crash on NER padding/truncation versus image processor size mismatch; unrelated code paths." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Different loading/dtype problems: Apple Silicon allocator warmup TypeError vs stale config.dtype after from_config." + "reason": "Both mention device-related failures, but they target different models and distinct offload/SDPA execution paths." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Different Qwen/VL issues: a model loading shape mismatch vs missing TP-plan entries causing OOM/shape errors." + "reason": "One is a dtype-loading bug in BLIP2, the other is Trainer checkpoint-resume math; not the same issue." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "One is a pipeline error-message regression; the other is a model behavior/output correctness bug." + "reason": "Both are loading/initialization complaints, but one is about custom model init in v5 and the other about from_pretrained behavior inside Python classes." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Different code paths entirely: image processor sizing vs dtype mismatches in unrelated model wrappers." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are unrelated." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Different models and failures: Qwen3OmniMoe video processing ValueError vs Qwen2.5-VL position-id handling." + "reason": "Different models, different load failures, and no shared code-path is evident from the titles." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Both concern loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." + "reason": "Both are model-loading/device-map problems, but one is a Qwen3MoE FP8 config failure and the other is dequantized gpu+cpu offload loading." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Unrelated subsystems: BarkProcessor voice_preset handling vs CustomTrainer.compute_loss signature change." + "reason": "One is an lm_head tying bug in Mistral3; the other is incorrect save_pretrained visual encoder keys in Qwen3.5." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Packed-weight unpacking in BitNet is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + "reason": "Both involve image input sizing, but they affect different models and different preprocessing assumptions." }, { - "left": "issue:47276", - "right": "issue:47337", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "A warning-message issue and a flaky bbox-range test are not the same underlying bug." + "reason": "Different models and symptoms: CUDA assert under auto device mapping versus TP not working for GPT-OSS MoE." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Different behaviors around custom model initialization vs from_pretrained inside Python classes." + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:47254", - "right": "issue:47333", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "PEFT/ZeRO-3 checkpointing failure is unrelated to saving a disk-offloaded Qwen3 model." + "reason": "Both hit transformers serve with multimodal models, but the errors point to different broken assumptions and code paths." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Different failures: gather_for_metrics label truncation vs Mamba2Mixer use_cache correctness." + "reason": "Gemma3n forward-name collision versus Gemma4 PLE device mismatch; different subsystems and failure causes." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Packaging/backend dependency issue vs tokenizer regex patch AttributeError; not the same bug." + "reason": "Model FP8/device-map loading versus pipeline import dependency validation; not the same defect." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "One is a model-specific masked-LM regression; the other is a broad tokenizer-version complaint, not the same concrete defect." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated version/regression issues." }, { - "left": "issue:47254", - "right": "issue:47332", + "left": "issue:43441", + "right": "issue:47337", "accept": false, - "reason": "Same broad offloading area, but different operations and failures: checkpointing vs saving a disk-offloaded model." + "reason": "FlashAttention model failure and a flaky bbox-range test have no underlying code-path in common." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "A specific MobileLLM load KeyError is not the same as a broad remote_code breakage report." + "reason": "Both mention cache handling, but one is serve KV-cache continuation indexing and the other is static-cache length arithmetic in prefill/compile." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Different symptoms and paths: dtype propagation on Blip2 loading vs caching_allocator_warmup TypeError." + "reason": "Both are tokenizer/task crashes, but they involve different tokenizer classes and different exception contexts." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "Both are image-preprocessing bugs, but one over-pads divisible images while the other miscounts patches for odd 490 multiples." + "reason": "Chunked generation inconsistency under compiled forward is not the same as cache.get_seq_length returning a device tensor." }, { - "left": "issue:42915", - "right": "issue:47333", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "Different Qwen issues: FineGrainedFP8Config failure vs disk-offload save failure." + "reason": "Early stopping metric resolution and void segmentation-map preprocessing are unrelated." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43716", + "right": "issue:46821", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the torchvision dependency regression in PIL image processors." + "reason": "Mistral-3 dtype mismatch and TimesFM window_size AttributeError are different model-specific bugs." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to VL placeholder handling in user text." + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are separate model behaviors." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:45479", + "right": "issue:47317", "accept": false, - "reason": "Different Qwen-VL bugs: weight_only loading failure vs rope-index scaling for still images." + "reason": "Both concern training loss, but they are different models and different loss-path bugs." }, { - "left": "issue:44964", - "right": "issue:47337", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Model loading failure and a flaky bbox-range test do not share the same underlying bug." + "reason": "One is a cache-path collision for trust_remote_code; the other is permissions propagation in save_pretrained." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "BigBird special-token decode behavior is unrelated to MXFP4 quantization falling back to bf16." + "reason": "Both are config reload discrepancies, but they concern different fields and different model families." }, { - "left": "issue:45020", - "right": "issue:45081", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Broad remote_code regressions and a Mistral regex patch AttributeError are different concrete failures." + "reason": "Slow/fast tokenizer inconsistency is not the same as a T5Tokenizer load-time add_special_tokens conflict." } ] }, @@ -4084,93 +5295,96 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 22, + "review_unit_index": 17, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:36010", - "issue:36331", - "issue:38175", - "issue:42175", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", "issue:42490", + "issue:42915", "issue:43257", - "issue:43262", + "issue:43322", "issue:43329", + "issue:43388", "issue:43452", "issue:43526", "issue:43531", + "issue:43540", "issue:43550", - "issue:43582", - "issue:43638", - "issue:43643", - "issue:43645", - "issue:43697", + "issue:43606", + "issue:43653", + "issue:43720", "issue:43746", - "issue:43819", - "issue:43825", - "issue:43827", - "issue:43854", - "issue:43906", - "issue:43927", - "issue:44060", - "issue:44368", - "issue:44610", - "issue:44811", - "issue:44857", - "issue:44912", - "issue:44936", - "issue:44977", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", "issue:44991", - "issue:45003", - "issue:45042", - "issue:45081", - "issue:45084", - "issue:45372", + "issue:45059", "issue:45406", - "issue:45538", - "issue:45600", + "issue:45464", + "issue:45701", + "issue:45704", "issue:45759", - "issue:46175", - "issue:46209", - "issue:46285", - "issue:46291", - "issue:46326", - "issue:46932" + "issue:45859", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46894", + "issue:47020", + "issue:47145", + "issue:47254", + "issue:47317" ], "soft_pairs": [ - "issue:45003|issue:46285", - "issue:43262|issue:43819", - "issue:46175|issue:46932", - "issue:43825|issue:43827", - "issue:36010|issue:43645", - "issue:43582|issue:44857", - "issue:36010|issue:36331", - "issue:45372|issue:46326", - "issue:43531|issue:45042", - "issue:43550|issue:44912", - "issue:43638|issue:44936", - "issue:42175|issue:46291", - "issue:43257|issue:43329", - "issue:43452|issue:44991", - "issue:45081|issue:45406", - "issue:43819|issue:43927", - "issue:43526|issue:43697", - "issue:44060|issue:44368", - "issue:43906|issue:46209", - "issue:43854|issue:44977", - "issue:43746|issue:44811", - "issue:45084|issue:45538", - "issue:42490|issue:43257", - "issue:38175|issue:44610", - "issue:43643|issue:45759", - "issue:43329|issue:45600" + "issue:30064|issue:34634", + "issue:45701|issue:47145", + "issue:43452|issue:47020", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:46894|issue:47317", + "issue:43881|issue:44991", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43526|issue:43883", + "issue:43257|issue:47254", + "issue:44492|issue:44509", + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:43531|issue:44589", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:43388|issue:45059", + "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "8ed64cdc1c678f88c2784f66c0ef497334243dff5ee592b14c8330db3f7b94f2", + "prepared_review_unit_hash": "0a9a4450f8501833b47b1685111b3c1e05d8267c0bcb0d62f90c8a76b1dbc5a9", "component_budget": { "node_count": 529, "item_count": 529, @@ -4182,137 +5396,199 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 36036, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "soft_pair_count": 29, + "serialized_chars": 36310, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 23, - "review_unit_count": 65, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:28282", - "issue:29159", - "issue:29870", - "issue:33357", - "issue:34567", - "issue:34689", - "issue:39692", - "issue:40990", - "issue:42915", - "issue:43257", - "issue:43262", - "issue:43329", - "issue:43425", - "issue:43450", - "issue:43525", - "issue:43526", - "issue:43540", - "issue:43650", - "issue:43696", - "issue:43742", - "issue:43749", - "issue:43906", - "issue:43931", - "issue:44291", - "issue:44387", - "issue:44479", - "issue:44554", - "issue:44589", - "issue:44617", - "issue:44756", - "issue:44811", - "issue:44821", - "issue:44912", - "issue:44987", - "issue:45042", - "issue:45081", - "issue:45459", - "issue:45538", - "issue:45803", - "issue:45859", - "issue:46291", - "issue:46421", - "issue:46424", - "issue:46701", - "issue:47020", - "issue:47050", - "issue:47145", - "issue:47333" - ], - "soft_pairs": [ - "issue:45859|issue:47050", - "issue:43262|issue:44811", - "issue:43257|issue:43696", - "issue:42915|issue:44821", - "issue:43526|issue:44554", - "issue:42915|issue:43742", - "issue:43329|issue:44479", - "issue:44291|issue:45042", - "issue:43329|issue:43450", - "issue:39692|issue:44912", - "issue:34567|issue:40990", - "issue:44387|issue:44617", - "issue:44589|issue:47333", - "issue:29159|issue:34567", - "issue:43257|issue:43931", - "issue:44912|issue:47145", - "issue:44987|issue:45538", - "issue:45081|issue:47020", - "issue:43425|issue:46291", - "issue:43525|issue:46291", - "issue:45459|issue:45803", - "issue:28282|issue:29870", - "issue:28282|issue:34689", - "issue:43650|issue:43906", - "issue:43540|issue:46701", - "issue:46421|issue:46424", - "issue:33357|issue:34567", - "issue:43749|issue:44756" - ], - "prepared_review_unit_hash": "7eb3d405c63561f99bd865ec849011b9b915ad0623d7a8e09b5e7a0d4e84b3b9", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36161, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share only broad subsystem vocabulary (loading, processors, Qwen, offload, training) but not the same concrete bug. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43873 is the best representative single issue here: it is broad, infra-facing, and has the strongest discussion/reference activity, whereas most others are narrow model- or component-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable anchor if one issue must be chosen, because it is the most general and most actively discussed problem in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processor bugs: void segmentation-map handling vs Bark voice_preset behavior." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenizer/version-induced tokenization change vs FP8 checkpoint loading without weight_scale; unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "GGUF/AutoModel loading breakage vs XLMRobertaTokenizer Unigram init type mismatch; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config loading vs Llava Next segfault; different models and symptoms." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; unrelated issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading bug vs T5 apex RMSNorm memory leak; not the same underlying defect." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but for different models and likely different shift logic/code paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V load failure vs tokenizer loading regression for est-roberta; different components." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing error vs weight_only loading error; distinct Qwen multimodal bugs." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs config unwrapping for composite multimodal Qwen; not the same fix." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assert under auto device mapping vs PEFT adapter local checkpoint loading; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA model failure vs tokenizer special-token registration; different subsystems." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs from_pretrained behavior inside Python classes; not the same issue." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Molmo tied-weights attribute error; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed vs PEFT ZeRO-3 checkpointing error; different failure modes." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache strategy typo vs removed pipeline-task docs; documentation-only and unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warning vs undefined video-branch variables in multimodal token counting; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch vs packed-weight unpacking during accelerate loading; distinct loading problems." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs TimesFM window_size AttributeError; same word, different models and code paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs Qwen3 auto device mapping CUDA assert; unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting bug vs progressive generation with embeds/cache; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window vs Float8 storage lookup failure; unrelated infrastructure bugs." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in transformers serve vs Qwen3.5 streaming chat/completions failure; different components." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch vs BigBirdTokenizer mask-token registration; no shared root cause." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-load regressions affecting different model families; not the same underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs device-tensor seq-length arithmetic in cache prefill; unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering drops tuple labels vs SAM3 text/box behavior; different tasks and code paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init gating vs Qwen3.5 num_labels propagation; unrelated configuration issues." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4324,98 +5600,94 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 24, + "review_unit_index": 18, "review_unit_count": 65, - "status": "error", + "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-10000-529", "nodes": [ - "issue:24643", - "issue:27957", - "issue:28282", - "issue:29127", - "issue:29159", - "issue:34567", - "issue:36331", - "issue:39379", + "issue:30064", + "issue:36010", + "issue:39692", "issue:41720", - "issue:42175", - "issue:42915", - "issue:43404", - "issue:43452", - "issue:43454", - "issue:43531", - "issue:43540", - "issue:43577", - "issue:43582", - "issue:43697", - "issue:43742", - "issue:43749", - "issue:43824", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43644", + "issue:43653", + "issue:43673", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", "issue:44062", - "issue:44291", - "issue:44479", - "issue:44488", - "issue:44554", - "issue:44560", - "issue:44568", - "issue:44589", - "issue:44821", - "issue:44857", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", "issue:44936", - "issue:44991", - "issue:45127", - "issue:45137", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", "issue:45356", "issue:45357", - "issue:45405", - "issue:45488", - "issue:45538", - "issue:46512", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", "issue:46693", - "issue:46821", - "issue:46832", - "issue:46869", - "issue:47254", - "issue:47332" + "issue:47050", + "issue:47333", + "issue:47337" ], "soft_pairs": [ - "issue:43454|issue:43577", - "issue:44568|issue:45356", - "issue:43742|issue:44291", - "issue:42175|issue:43824", - "issue:44936|issue:46821", - "issue:28282|issue:29127", - "issue:45137|issue:45405", - "issue:44589|issue:47332", - "issue:43404|issue:45127", - "issue:44291|issue:44821", - "issue:44479|issue:46693", - "issue:43697|issue:45357", - "issue:24643|issue:29159", - "issue:42915|issue:45538", - "issue:44857|issue:46832", - "issue:44062|issue:44991", - "issue:39379|issue:44554", - "issue:43582|issue:47254", - "issue:27957|issue:28282", - "issue:42915|issue:43749", - "issue:45538|issue:46869", - "issue:41720|issue:43540", - "issue:43531|issue:44821", - "issue:44568|issue:45488", - "issue:43452|issue:43582", - "issue:43540|issue:44560", - "issue:43540|issue:44479", - "issue:34567|issue:36331", - "issue:42175|issue:44488", - "issue:43577|issue:46512", - "issue:42915|issue:47332" + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:45357|issue:46402", + "issue:45923|issue:47333", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:41720|issue:45704", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:44625|issue:45479", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:43421|issue:43927", + "issue:43381|issue:43844", + "issue:30064|issue:36010", + "issue:46655|issue:46693", + "issue:43746|issue:43873", + "issue:44514|issue:44545", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:44464|issue:47050", + "issue:44368|issue:45357", + "issue:43673|issue:47337", + "issue:45081|issue:45356", + "issue:43782|issue:45381", + "issue:43994|issue:44671" ], - "prepared_review_unit_hash": "86dcb4a87b8fdfb2584cc78a91491b4cceb8829142c178fa0c8bb4b76592e6f8", + "prepared_review_unit_hash": "ef3d4b68a7831bfb3b7b477e4c1202c976fb688dbac716060decaa55df45eb80", "component_budget": { "node_count": 529, "item_count": 529, @@ -4427,140 +5699,191 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36990, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 + "soft_pair_count": 27, + "serialized_chars": 36167, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 25, - "review_unit_count": 65, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:24643", - "issue:28282", - "issue:29870", - "issue:32090", - "issue:38175", - "issue:42796", - "issue:43257", - "issue:43452", - "issue:43540", - "issue:43577", - "issue:43716", - "issue:43742", - "issue:43756", - "issue:43906", - "issue:44062", - "issue:44479", - "issue:44488", - "issue:44568", - "issue:44589", - "issue:44625", - "issue:44737", - "issue:44792", - "issue:44849", - "issue:44877", - "issue:44898", - "issue:44964", - "issue:44987", - "issue:45042", - "issue:45072", - "issue:45081", - "issue:45325", - "issue:45381", - "issue:45405", - "issue:45600", - "issue:45672", - "issue:45674", - "issue:45701", - "issue:45823", - "issue:45907", - "issue:46399", - "issue:46463", - "issue:46491", - "issue:46693", - "issue:46701", - "issue:47276", - "issue:47332", - "issue:47333" - ], - "soft_pairs": [ - "issue:44479|issue:45381", - "issue:44062|issue:45081", - "issue:45042|issue:45081", - "issue:44987|issue:45907", - "issue:38175|issue:44898", - "issue:43742|issue:44589", - "issue:44792|issue:44964", - "issue:44849|issue:45701", - "issue:43742|issue:47333", - "issue:43257|issue:43756", - "issue:43756|issue:45325", - "issue:43756|issue:46399", - "issue:46463|issue:47276", - "issue:45823|issue:46463", - "issue:43716|issue:46701", - "issue:45405|issue:45600", - "issue:44737|issue:46463", - "issue:45672|issue:45674", - "issue:24643|issue:29870", - "issue:43906|issue:46693", - "issue:43577|issue:45072", - "issue:44568|issue:46491", - "issue:44625|issue:44877", - "issue:43540|issue:46693", - "issue:43452|issue:44488", - "issue:43742|issue:47332", - "issue:28282|issue:32090", - "issue:42796|issue:43906" - ], - "prepared_review_unit_hash": "d3a39ac98cb25ab419594c62f41283c4ffc18c039725ac9d2ba4cb2632b81f10", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35762, - "estimated_input_tokens": 8941, - "estimated_eval_tokens": 18138 + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. I only see two true duplicate pairs: the offline `_patch_mistral_regex` tokenizer bug and the identical Qwen2_5_VLProcessor batched-padding crash; the rest are broad subsystem similarities, not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44843 is the clearest root-cause report for the offline Mistral regex bug (`model_info()` called unconditionally in `_patch_mistral_regex`), and it directly subsumes the symptom described in 42886.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the strongest representative issue in the set: it is specific, actionable, and describes the underlying failure mode rather than only the downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Both mention `from_pretrained`, but they describe different failures: non-persistent buffers being filled with junk vs inconsistent behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "These are different bugs in different code paths; one is a model load failure for `physical-intelligence/fast`, the other is PIL image processors requiring torchvision in v5.4.0." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both involve model loading regressions, but one is Qwen3.5 visual encoder save/load keys and the other is Sam3Model text encoder weights not loading; not the same bug." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Different offloading-related issues: one is a missing `supports_gradient_checkpointing` flag, the other is failure to save a disk-offloaded Qwen model." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/mode mismatches, but they affect different models and different failure modes; too broad to treat as one bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "One is an `AddedToken(..., special=...)` constructor error, the other is a model/tokenizer loading failure for ScandiBERT; not the same underlying issue." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "These are unrelated training/runtime problems; auto device mapping on Qwen3 causing cuda asserts is not the same as T5 using a memory-leaking Apex norm." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision models, but one is SigLIP2 docs/model mismatch and quantization errors, while the other is OmDet-Turbo producing the wrong image resolution." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer/model integration bugs: unpacking Qwen3.5 embeddings with TRL SFT vs `trainer.evaluate()` failing after `trainer.train()`." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both are config/classification-related, but one is missing `num_labels` propagation and the other is a degenerate zero-loss issue when `num_labels=1`." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load, but they are distinct: PEFT adapters not loading from local checkpoints vs quantized models breaking after save/load." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode and T5 Apex RMSNorm memory leak are unrelated problems." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer bug in `_patch_mistral_regex`: 42886 reports the failure, while 44843 identifies the unconditional `model_info()` call causing it." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer/config metadata, but one is runtime special-token post-processing and the other is custom token IDs being lost after save/load; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both mention training/runtime behavior, but one is eval-mode checkpointing prohibition and the other is a DeepSpeed ZeRO-3 gradient increase regression." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor void segmentation maps vs a `GenerationMixin` import error." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "One is a video padding-calculation bug in SmolVLM; the other is a performance regression with FA2 and long-context generation." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both are offloading/quantization-adjacent, but one is PEFT checkpoint loading and the other is disk offloading not working as expected with quantization." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same batched-input crash with `padding=False`; these are duplicate reports of the same Qwen2_5_VLProcessor bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same SigLIP2 family, but different bugs: docs example/model mismatch and quantization failure vs implementation discrepancy with the original JAX model." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer special tokens, but one is about updating the post-processor after runtime changes and the other is a BigBird mask token registration bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different execution/export paths: compiled-forward chunked generation inconsistency vs ONNX fp16 export dtype mismatch in attention." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings=False` is not the same as incorrect visual encoder keys being saved for Qwen3.5." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "Generation cache missing in v5.0.0 and a flaky bbox-range test failure are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is an AttributeError crash and the other is a tokenizer regression about codec handling/warnings; not the same concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL issues: a `weight_only=True` load error vs incorrect `vision_position_ids` for video input." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 nonsensical outputs with AutoModel/pipeline vs CamemBERT masked LM predictions being wrong in v5." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, - "evaluator_used": false, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4568,217 +5891,97 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 26, + "review_unit_index": 19, "review_unit_count": 65, - "status": "error", + "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-10000-529", "nodes": [ - "issue:29159", - "issue:33357", - "issue:38175", - "issue:40444", - "issue:41762", + "issue:30064", + 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I did not find any soft pair that clearly describes the same underlying bug well enough to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44843 is the strongest representative bug report in this set: it has a clear regression, a specific code path (_patch_mistral_regex), and a broad user impact (HF_HUB_OFFLINE breakage).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best standalone representative in this set because it is concrete, broadly scoped, and easy to triage independently.", + "best_issue_reason": "Issue 45081 is the most actionable single report: it names the exact exception, the triggering flag, and the concrete tokenizer loading path, making it the cleanest standalone bug to triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:47276", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Different problems: config propagation for Qwen3.5 vs a misleading warning about synced_gpus." + "reason": "Both are tokenizer-related, but one is about runtime special-token/post-processor updates and the other is a LayoutLMv2 NER/padding crash; different bugs and code paths." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "One is a Qwen3VL from_pretrained/weight_only failure; the other is an FA2 long-context performance regression." + "reason": "Both mention cache behavior, but one is a stale indexer cache in GlmMoeDsa and the other is a static-cache/device-tensor slice arithmetic issue; not the same defect." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Unrelated models and failures: legacy field loading for BEiT vs processor/model input-size mismatch for OmDet-Turbo." + "reason": "Different models and failure modes: a silent correctness bug in Mamba2Mixer cache handling versus a decoder-input validation error message in T5." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:44857", + "right": "issue:47050", "accept": false, - "reason": "Different subsystems: BitNet packed-weight loading vs MLukeTokenizer task-time AttributeError." + "reason": "Both are dtype-related, but they affect different models and workflows (training loss AMP crash vs ONNX export attention mismatch)." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "save_pretrained shard-size question is unrelated to AutoProcessor kwargs not reaching cached_file." + "reason": "Unrelated: Kimi-K2.5 tokenizer codec/regression issue versus a repo API forwarding bug in list_repo_files." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Blip2 dtype propagation and an MPS attention correctness bug are separate issues." + "reason": "Both touch quantization, but one is a broken docs example with model/processor mismatch and the other is an offloading bug; not the same underlying change." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:39692", + "right": "issue:47050", "accept": false, - "reason": "Both mention missing pad token fields, but they affect different configs/models and do not look like the same bug." + "reason": "Different subsystems and failures: docs quantization/example problems versus fp16 ONNX attention dtype mismatch." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Generic base_model_prefix loading regression is distinct from Qwen3.5 TP-plan omissions causing OOM/shape errors." + "reason": "BeitImageProcessorFast label reduction is unrelated to glm-4v-9b model loading failure." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PEFT minimum-version pin being ahead of PyPI." + "reason": "Both are model/runtime bugs, but one is packed-weight loading in BitNet and the other is DAC latent reconstruction missing STE; unrelated code paths." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are unrelated." + "reason": "Completely different areas: Deepspeed zero3/BertModel initialization versus audio fbank feature extraction." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Both involve apply_chat_template crashes, but the triggering conditions and code paths are different." + "reason": "Different multimodal failures: processor.tokenizer/image passing regression versus Kosmos2.5 OCR long-input indexing." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to an incorrect pipeline error message about translation support." + "reason": "A torch.compile + SDPA failure in Bamba is unrelated to DiaConfig token ID persistence after save/load." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Device-map PLE mismatch and sinq quantized save/load breakage are different failure modes." + "reason": "Both involve video input in Qwen models, but the titles point to different model families and different pipeline stages (processing error vs chat-template token/feature mismatch)." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference failing on B200." + "reason": "Unrelated model/runtime failures: Bamba torch.compile/SDPA versus MLukeTokenizer AttributeError on tasks." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Documentation example errors are not the same as a regression breaking processor.tokenizer access in custom model code." + "reason": "The AddedToken special-argument TypeError is a tokenizer construction bug; the sleng-bert report is a separate model-load failure with no clear shared root cause." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 mixed-length attention and the other is classification-head NaNs on checkout/init." + "reason": "BigBirdTokenizer special-token decoding and BitNet packed-weight loading are distinct bugs." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "SigLIP2 nonsensical outputs are unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Different problems: Qwen3-MoE sliding_window behavior versus AutoConfig.from_pretrained missing fields with trust_remote_code." }, { - "left": "issue:45405", - "right": "issue:47332", + "left": "issue:45072", + "right": "issue:47050", "accept": false, - "reason": "A dependency version bump issue is unrelated to saving a disk-offloaded Qwen3-VL model." + "reason": "Both are dtype issues, but they affect different models and execution modes; no shared concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and tokenizer loading for EMBEDDIA/est-roberta are different failures." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation maps and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:44488", - "right": "issue:44843", + "right": "issue:47020", "accept": false, - "reason": "Cannot load a specific model is not the same as AutoTokenizer always calling model_info and breaking offline mode." + "reason": "Loading cjvt/sleng-bert and XLMRobertaTokenizer/Unigram initialization are different tokenizer-loading issues without evidence of the same root cause." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "An MPS attention correctness bug is unrelated to an import conflict involving datasets and Trainer." + "reason": "Audio feature extraction bug versus add-new-model-like failure inside TOKENIZER_MAPPING_NAMES; different subsystems." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different tokenizer/model issues." + "reason": "Different vision-model bugs: incorrect output field assignment in VideoPrism versus RT-DETR feature-level mismatch." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL text config is not the same as failing to unwrap text_config in composite Qwen configs." + "reason": "Both mention loading behavior, but one is a base_model_prefix breakage in Transformers 5.0.0 and the other is generic from_pretrained inconsistency inside Python classes." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated errors." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Custom model initialization breakage is separate from inconsistent lm_head.weight serialization." + "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver interpolate_pos_encoding failure are different model-specific bugs." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Same broad theme of missing pad-token fields, but different models and different missing attributes." + "reason": "BigBirdTokenizer mask-token special handling and DAC latent reconstruction are unrelated." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Different tokenizer regressions for different models; they are not clearly the same underlying bug." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC.from_latents missing STE." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "DiaConfig save/load token-ID loss is unrelated to MLukeTokenizer task AttributeError." + "reason": "Same helper function family, but the reported bugs differ: one is an offline-mode model_info call regression, the other is an AttributeError on backend_tokenizer when fix_mistral_regex is enabled." } ] }, @@ -5102,97 +6203,93 @@ "label": "issue", "component_index": 1, "component_count": 28, - 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"issue:46175|issue:46932", + "issue:43825|issue:43827", + "issue:36010|issue:43645", + "issue:43582|issue:44857", + "issue:36010|issue:36331", + "issue:45372|issue:46326", + "issue:43531|issue:45042", + "issue:43550|issue:44912", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:43819|issue:43927", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43906|issue:46209", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:45084|issue:45538", + "issue:42490|issue:43257", + "issue:38175|issue:44610", + "issue:43643|issue:45759", + "issue:43329|issue:45600" ], - "prepared_review_unit_hash": "d273b2d3e234ebe683aac0a551dcd3dc3cc80fe3ef223d1e543eadeaadd8ed68", + "prepared_review_unit_hash": "8ed64cdc1c678f88c2784f66c0ef497334243dff5ee592b14c8330db3f7b94f2", "component_budget": { "node_count": 529, "item_count": 529, @@ -5937,311 +6888,178 @@ "budget": { 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"issue:43931", - "issue:43994", - "issue:44279", - "issue:44442", - "issue:44462", - "issue:44514", - "issue:44625", - "issue:44743", - "issue:44811", - "issue:44857", - "issue:44898", - "issue:45245", - "issue:45250", - "issue:45325", - "issue:45372", - "issue:45381", - "issue:45406", - "issue:45412", - "issue:45440", - "issue:45459", - "issue:45491", - "issue:45563", - "issue:45584", - "issue:45588", - "issue:45593", - "issue:45712", - "issue:45834", - "issue:46121", - "issue:46369", - "issue:46399", - "issue:46640", - "issue:46693", - "issue:46697", - "issue:46821", - "issue:47312" - ], - "soft_pairs": [ - "issue:45440|issue:45593", - "issue:44625|issue:45584", - "issue:45459|issue:45712", - "issue:43421|issue:45491", - "issue:45412|issue:46369", - "issue:43066|issue:44462", - "issue:27957|issue:33290", - "issue:45372|issue:45406", - "issue:45245|issue:45563", - "issue:33290|issue:34689", - "issue:45372|issue:45459", - "issue:43526|issue:45834", - "issue:27957|issue:29127", - "issue:33290|issue:35141", - "issue:43526|issue:46693", - "issue:43824|issue:44279", - "issue:43381|issue:43873", - "issue:43994|issue:46369", - "issue:44857|issue:45588", - "issue:45250|issue:46640", - "issue:42915|issue:43931", - "issue:45588|issue:46821", - "issue:44514|issue:45381", - "issue:44442|issue:44898", - "issue:43316|issue:47312", - "issue:46121|issue:46399", - "issue:44743|issue:44811", - "issue:45325|issue:46697" - ], - "prepared_review_unit_hash": "8e02a312fdd58605ea02233b2fa38d25360a9d1960f9430d4d306e6b9569154c", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35974, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "soft_pair_count": 26, + "serialized_chars": 36036, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span many unrelated Transformer bugs/features across different models and subsystems. All soft edges look like broad keyword matches rather than the same underlying issue, so none should be merged.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not center on one underlying bug or change.", + "summary": "This cluster is heterogeneous: the items share broad Transformers-related themes, but none of the soft-pair candidates appear to be the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate set emerges here. If a single issue must anchor the cluster, #43825 is the best documented user-facing regression with external references, but it is not actually the same bug as the others.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for duplication triage; any representative would be arbitrary because the items are unrelated.", + "best_issue_reason": "#43825 is the strongest representative only in the sense of having a clear repro and follow-up context; otherwise the cluster should remain split because the issues cover distinct subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Different model families and failures: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss behavior." + "reason": "Different problems: unsafe sys.modules access vs CLIP text-model structure inconsistency." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Unrelated bugs: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation." + "reason": "Audio chat-template sampling-rate bug is unrelated to DAC STE/latents mismatch." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "Tokenizer/protobuf error handling vs leftover dummy classes; different code paths and root causes." + "reason": "Both are Gemma4-related, but one is a huge one-hot embedding issue and the other is dtype casting for quantized embedders." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Special-token post-processor updates vs Gemma3 NaN embeddings; same broad tokenizer/model area only." + "reason": "Related to v5 pipeline removals, but one is a bad error message and the other is stale docs; not the same bug." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Both mention memory, but one is an RT-DETR GC leak and the other is a sam3-litetext overflow; not the same bug." + "reason": "Importing GenerationMixin and Jupyter custom-model initialization are unrelated failures." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Both involve tokenization, but one is decoder-type metadata in v5 and the other ignores tokenizer.json; distinct failures." + "reason": "AppleSilicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP/CUDA crashing." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support vs Adafactor OOM in DeepSpeed are unrelated." + "reason": "ImportError for GenerationMixin and custom trainer compute_loss signature mismatch are different code paths." }, { "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Gemma-related but different problems: import error for ReasoningEffort vs missing _tokenizer in serve." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-count limit error vs stale warning in paged generate; unrelated." - }, - { - "left": "issue:33290", - "right": "issue:34689", + "right": "issue:46326", "accept": false, - "reason": "Adafactor/DeepSpeed OOM vs Llama 3.2 Vision model-loading breakage; different issues." + "reason": "Both mention mistral_common, but one is an import error in Gemma4 loading and the other is a continue_final_message tokenizer bug." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Import-time ReasoningEffort failure vs hidden tokenizer errors when protobuf is absent; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error; different processors and symptoms." + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to MXFP4 quantization fallback for git-oss-20b." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta vs layoutlmv3 error-message clarity; not the same bug." + "reason": "Zero3/non-pretrained Bert IndexError is not the same as evaluate() failing after train()." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Training OOM in DeepSpeed vs embedding reinitialization after resize; unrelated." + "reason": "Missing TensorFlow in a torch install and pipelines importing kernels v0.15 are different dependency issues." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Image-processor label reduction bug vs Flash Attention 2 performance regression; different subsystems." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to the multimodal token-counting video branch bug." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Specific missing Qwen2.5-VL class import vs a vague dependency issue; too broad and not the same underlying bug." + "reason": "gguf_file regression in from_pretrained is different from tokenizer loading failure for EMBEDDIA/est-roberta." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Gradient checkpointing in eval mode vs quantization offloading behavior; distinct problems." + "reason": "Mistral regex patch crash in tokenizer loading and Gemma4Processor missing _tokenizer are different failures." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Siglip2 inference nonsense vs sam3-litetext memory overflow; unrelated model-specific failures." + "reason": "DAC from_latents/forward mismatch is unrelated to DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss vs flash_attention s_aux=None AttributeError; different code paths." + "reason": "BeitImageProcessorFast label reduction bug is not the same as RTDetrV2 output divergence in v5." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a broad feature issue and the other is a different open FA2 problem; insufficient evidence of the same fix." + "reason": "Both involve tied-weights warnings, but they refer to different models and likely different underlying checks." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Different Qwen models and failure modes: FineGrainedFP8Config vs weight-shape mismatch on model load." + "reason": "An isolated reproduction of another issue is not the same as the FP8 inference failure on B200." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Flash-attention sink-less-model AttributeError vs TimesFM window_size AttributeError; unrelated subsystems." + "reason": "GLM-4.7-Flash loading test failure and Qwen3.5 flash-attention generation bug are unrelated." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Batched apply_chat_template padding bug vs video vision_position_ids bug; both Qwen2.5-VL but different code paths and root causes." + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated processor/model issues." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Tokenizer loading failure vs Perceiver image-classification failure; unrelated." + "reason": "Template-node compilation error has nothing to do with CLIPTokenizer max_length behavior." }, { - "left": "issue:43316", - "right": "issue:47312", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Gemma3TextConfig API mismatch vs kernel compatibility issue; not the same bug." + "reason": "Trailing-slash local model warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Rope-validation TypeError on JSON-loaded list vs missing-decorator kernel registration crash; different layers." + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo 640px-vs-224px preprocessing are different bugs." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Recurrent-state reset in modular Qwen3.5 vs Whisper batch_decode skip_special_tokens handling; unrelated." + "reason": "Missing fields from trust_remote_code AutoConfig and composite Qwen config unwrapping are distinct config-loading issues." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling bug vs Swin2SR over-padding; different models and preprocessing logic." + "reason": "Undefined video-token helpers and stale auto_mappings references are unrelated maintenance bugs." } ] }, @@ -6256,94 +7074,95 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 37, + "review_unit_index": 23, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:25251", - "issue:27957", "issue:28282", + "issue:29159", "issue:29870", - "issue:42175", - "issue:42490", - "issue:42617", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", "issue:43262", - "issue:43316", - "issue:43493", + "issue:43329", + "issue:43425", + "issue:43450", "issue:43525", - "issue:43550", - "issue:43575", - "issue:43606", - "issue:43643", - "issue:43646", - "issue:43701", - "issue:43720", + "issue:43526", + "issue:43540", + "issue:43650", + "issue:43696", "issue:43742", "issue:43749", - "issue:43761", - "issue:43827", - "issue:43873", + "issue:43906", "issue:43931", - "issue:44062", - "issue:44077", - "issue:44190", - "issue:44206", - "issue:44442", + "issue:44291", + "issue:44387", "issue:44479", - "issue:44496", - "issue:44743", - "issue:44855", - "issue:44871", - "issue:44913", - "issue:44964", - "issue:44977", + "issue:44554", + "issue:44589", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", "issue:44987", - "issue:45137", - "issue:45216", - "issue:45245", - "issue:45440", - "issue:45759", + "issue:45042", + "issue:45081", + "issue:45459", + "issue:45538", + "issue:45803", "issue:45859", - "issue:45907", - "issue:46178", - "issue:46234", - "issue:46506" + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47050", + "issue:47145", + "issue:47333" ], "soft_pairs": [ - "issue:43646|issue:44077", - "issue:44977|issue:45245", - "issue:43262|issue:44206", - "issue:43761|issue:45859", - "issue:43720|issue:44442", - "issue:27957|issue:29870", - "issue:42175|issue:46234", - "issue:42490|issue:44743", - "issue:43873|issue:44871", - "issue:44077|issue:44479", - "issue:43643|issue:44913", - "issue:43493|issue:43827", - "issue:43316|issue:45759", - "issue:25251|issue:28282", - "issue:44062|issue:45907", - "issue:43316|issue:43525", - "issue:44964|issue:45440", - "issue:43749|issue:43931", - "issue:44987|issue:46178", - "issue:42617|issue:43575", - "issue:43550|issue:43701", - "issue:44855|issue:45137", - "issue:43575|issue:43742", - "issue:43606|issue:43701", - "issue:43701|issue:46506", - "issue:43931|issue:45216", - "issue:44190|issue:44496" + "issue:45859|issue:47050", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:42915|issue:44821", + "issue:43526|issue:44554", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:44291|issue:45042", + "issue:43329|issue:43450", + "issue:39692|issue:44912", + "issue:34567|issue:40990", + "issue:44387|issue:44617", + "issue:44589|issue:47333", + "issue:29159|issue:34567", + "issue:43257|issue:43931", + "issue:44912|issue:47145", + "issue:44987|issue:45538", + "issue:45081|issue:47020", + "issue:43425|issue:46291", + "issue:43525|issue:46291", + "issue:45459|issue:45803", + "issue:28282|issue:29870", + "issue:28282|issue:34689", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:46421|issue:46424", + "issue:33357|issue:34567", + "issue:43749|issue:44756" ], - "prepared_review_unit_hash": "3294a21103a621e32e36532ca33bfea192e671f629a345205e271ef0afcc8594", + "prepared_review_unit_hash": "7eb3d405c63561f99bd865ec849011b9b915ad0623d7a8e09b5e7a0d4e84b3b9", "component_budget": { "node_count": 529, "item_count": 529, @@ -6355,303 +7174,200 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35823, - "estimated_input_tokens": 8956, - "estimated_eval_tokens": 18168 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 38, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:16998", - "issue:22355", - "issue:27957", - "issue:32090", - "issue:42490", - "issue:42907", - "issue:43065", - "issue:43232", - "issue:43295", - "issue:43316", - "issue:43388", - "issue:43404", - "issue:43441", - "issue:43452", - "issue:43540", - "issue:43572", - "issue:43646", - "issue:43716", - "issue:43761", - "issue:43825", - "issue:44077", - "issue:44079", - "issue:44162", - "issue:44188", - "issue:44442", - "issue:44464", - "issue:44496", - "issue:44514", - "issue:44521", - "issue:44534", - "issue:44617", - "issue:44792", - "issue:44871", - "issue:44913", - "issue:45584", - "issue:45698", - "issue:45803", - "issue:46050", - "issue:46178", - "issue:46234", - "issue:46291", - "issue:46365", - "issue:46421", - "issue:46829", - "issue:46932", - "issue:47217", - "issue:47276" - ], - "soft_pairs": [ - "issue:27957|issue:32090", - "issue:43761|issue:44079", - "issue:44442|issue:45803", - "issue:42490|issue:47276", - "issue:46829|issue:46932", - "issue:43295|issue:44871", - "issue:44871|issue:45584", - "issue:43295|issue:43825", - "issue:43232|issue:43388", - "issue:43761|issue:44188", - "issue:16998|issue:22355", - "issue:43316|issue:43716", - "issue:44521|issue:47217", - "issue:42907|issue:45698", - "issue:43646|issue:44913", - "issue:46234|issue:46291", - "issue:43452|issue:44496", - "issue:44871|issue:46050", - "issue:44077|issue:44534", - "issue:44464|issue:46421", - "issue:43404|issue:43441", - "issue:44162|issue:44792", - "issue:45803|issue:46365", - "issue:43065|issue:44617", - "issue:43572|issue:46178", - "issue:43540|issue:44514" - ], - "prepared_review_unit_hash": "c2b97c4daa15fecd888e73b0136a5d27fab09ca9309295eb1b947b3c6e02fc7b", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34853, - "estimated_input_tokens": 8714, - "estimated_eval_tokens": 17684 + "soft_pair_count": 28, + "serialized_chars": 36161, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Transformers issues. The soft pairs mostly share broad themes like regressions, multimodal processing, or loading/saving, but they do not look like the same underlying bug or change path.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: the items span distinct failures in generation, model loading, configs, attention kernels, preprocessing, and import/dependency handling.", + "summary": "Most pairs are clearly unrelated and should remain separate. The only plausible duplicate is the video-token regression pair, where both reports point to the same video-input code path in multimodal token counting.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43329 is the better canonical issue: it identifies the concrete root cause in `_get_num_multimodal_tokens`\u2019s video branch, while issue:44479 is a broader regression report across several Qwen VL variants that appears to stem from the same code path.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global canonical for the cluster; the closest matches are only superficially similar and should remain separate.", + "best_issue_reason": "issue:43329 is the strongest issue to anchor the cluster because it is the most specific and actionable diagnosis of the shared video-input failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Different problems: XLMRoberta FlashAttention support vs a Trainer distributed broadcast TypeError." + "reason": "Different subsystems and failure modes: CPU offload/rotary embedding compatibility vs fp16 ONNX attention dtype mismatch." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "One is CLIPVision forward output behavior; the other is generic ModelOutput key assignment when a prior value was None." + "reason": "Both touch audio processors, but they describe different bugs in different methods (`apply_chat_template` sampling rate vs `batch_decode` skip_special_tokens handling)." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Tokenizer loading failure and Fuyu tensor conversion error are unrelated code paths." + "reason": "Qwen3 MoE weight-conversion/loading bug is unrelated to a GPT-oss CUDA OOM report." }, { - "left": "issue:42490", - "right": "issue:47276", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both involve warnings, but the local-path import warning and synced_gpus warning are separate behaviors." + "reason": "FP8 config failure for Qwen3Moe is unrelated to loading AutoImageProcessor from URL." }, { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Different model families and bugs: VideoPrism output fields vs Gemma4 quantized dtype casting." + "reason": "BeitImageProcessor label reduction bug and an MPS attention correctness issue are unrelated code paths." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as Gemma eos_token_id config inconsistency." + "reason": "Different models and different failures: FineGrainedFP8Config vs MobileLLM key error." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both describe the same underlying video-input regression in multimodal processing; 43329 gives the specific root cause in `_get_num_multimodal_tokens`, and 44479 reports the broader model-level regression." + }, + { + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both are token-related, but one is Gemma config mismatch and the other is Whisper empty-transcription generation failure." + "reason": "Separate loading/runtime regressions: `init_empty_weights` argument handling vs an image processor torchvision dependency issue." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression and pipeline translation warning are different issues." + "reason": "Video token-counting undefined variables are not the same as batched video processor output shape errors." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Generation kwargs sync bug and gather_for_metrics label truncation affect different subsystems." + "reason": "Documentation example errors for SigLIP2 are unrelated to MXFP4 loading fallback behavior in git-oss-20b." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Hidden-states output bug is unrelated to attention-kernel divergence under torch.compile." + "reason": "Trainer state bookkeeping and perplexity on gpt-oss-20b are unrelated issues." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "A model_max_length question and an import error for transformers.onnx are unrelated." + "reason": "Both involve OOM, but one is an int4 quantization memory regression and the other is a SAM video model memory issue." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:44589", + "right": "issue:47333", "accept": false, - "reason": "Config API discrepancy and multimodal dtype mismatch are separate problems." + "reason": "Float8 storage lookup failure and disk-offloaded Qwen3 save failure are different bugs." }, { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Both are multimodal template issues, but assistant_mask generation and image-placeholder-in-user-text failures are not the same bug." + "reason": "Tokenizer consistency behavior and TrainerState token-count updating are unrelated." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct save/load issues." + "reason": "Both mention Qwen3, but they are distinct problems: MoE weight conversion vs VL weight-shape mismatch." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:44912", + "right": "issue:47145", "accept": false, - "reason": "Broad custom-model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Both are quantization/loading issues, but one is MXFP4 fallback to bf16 and the other is missing `weight_scale` application for FP8 compressed-tensors; not the same bug." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Missing utility symbol in import_utils and kernels v0.15 dependency/version failure are different import-time issues." + "reason": "Loading a specific model under transformers>=5.1.0 is unrelated to CLIPTokenizer's `model_max_length` bug." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "gguf_file loading breakage is a different cause than missing model_type in config.json." + "reason": "Different tokenizer code paths: Mistral regex patch crash vs XLMRoberta Unigram initialization type error." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Gemma eos_token_id inconsistency and sinq quantized save/load breakage do not share the same root cause." + "reason": "Torch version incompatibility and kernels import requirements are unrelated." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "post_init API allowance and non-persistent buffer junk are unrelated v5 regressions." + "reason": "Llama4 `pad_token_id` missing attribute error is unrelated to pipelines importing kernels." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Compiled chunked generation output inconsistency and cache lazy-init recompilation are not the same bug." + "reason": "Both involve exception handling, but they affect different code paths and different error classes; not the same underlying bug." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention failure affect different code paths." + "reason": "PyTorch missing dependency import error is unrelated to BART generation's unbound local variable." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are unrelated models and failures." + "reason": "Missing PyTorch dependency and Llama 3.2 Vision loading breakage are different issues." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Bare except swallowing errors in Fuyu conversion is not the same as a Trainer import conflict with datasets." + "reason": "A placeholder issue title does not match an isolated reproduction report." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Dummy Conv2d architecture issue and Sam3Video CUDA OOM are different problems." + "reason": "Qwen3OmniMoe video ValueError and DiffusionGemma pipeline failure are different model/pipeline problems." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and missing tensorflow_text backend mapping are unrelated." + "reason": "Both concern cache behavior, but one is spurious recompilation from lazy init and the other is `max_cache_length` scope semantics; not the same bug." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe and batched chat-template padding crash are different multimodal bugs." + "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is broken FSDP CPU RAM efficient loading and the other is mmap being disabled on Strix Halo to avoid OOM; different causes and fixes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet. The lone accepted soft pair (issue:43329 / issue:44479) is a conservative match: the titles point to the same video-input multimodal tokenization regression, with 43329 giving the more specific root cause and 44479 describing the broader regression. The other soft-edge rejections are appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6659,7 +7375,7 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 39, + "review_unit_index": 24, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -6668,266 +7384,296 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:25251", + "issue:24643", "issue:27957", - "issue:29870", - "issue:35141", - "issue:41950", - "issue:42490", - "issue:43352", - "issue:43388", - "issue:43475", - "issue:43504", - "issue:43525", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", "issue:43531", - "issue:43650", - "issue:43673", - "issue:43688", - "issue:43931", - "issue:44060", - "issue:44190", - "issue:44242", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", "issue:44479", - "issue:44534", - "issue:44610", - "issue:44743", - "issue:44792", - "issue:44855", - "issue:44913", - "issue:44964", - "issue:44977", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", "issue:45127", - "issue:45200", - "issue:45381", + "issue:45137", + "issue:45356", + "issue:45357", "issue:45405", - "issue:45542", - "issue:45588", - "issue:45600", - "issue:45632", - "issue:45698", - "issue:45803", - "issue:46170", - "issue:46202", - "issue:46234", - "issue:46369", - "issue:46424", - "issue:46640", + "issue:45488", + "issue:45538", + "issue:46512", "issue:46693", - "issue:46894", - "issue:47217" + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" ], "soft_pairs": [ - "issue:44610|issue:46369", - "issue:44792|issue:44977", - "issue:45381|issue:47217", - "issue:45542|issue:46234", - "issue:43352|issue:46640", - "issue:44792|issue:45600", - "issue:44479|issue:47217", - "issue:43504|issue:45698", - "issue:25251|issue:27957", - "issue:44534|issue:44913", - "issue:45632|issue:46424", - "issue:43525|issue:43531", - "issue:35141|issue:42490", - "issue:45803|issue:46170", - "issue:44242|issue:46894", - "issue:46693|issue:47217", - "issue:45127|issue:45200", - "issue:43931|issue:44060", - "issue:41950|issue:43475", - "issue:43673|issue:44743", - "issue:43650|issue:46202", - "issue:44792|issue:45405", - "issue:44190|issue:44964", - "issue:44855|issue:45588", - "issue:29870|issue:35141", - "issue:43388|issue:43688" - ], - "prepared_review_unit_hash": "3206508e2bea26eb50c3d446f5c4a36cacf04603fe76ed0455ebaafe1de1cccd", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:43742|issue:44291", + "issue:42175|issue:43824", + "issue:44936|issue:46821", + "issue:28282|issue:29127", + "issue:45137|issue:45405", + "issue:44589|issue:47332", + "issue:43404|issue:45127", + "issue:44291|issue:44821", + "issue:44479|issue:46693", + "issue:43697|issue:45357", + "issue:24643|issue:29159", + "issue:42915|issue:45538", + "issue:44857|issue:46832", + "issue:44062|issue:44991", + "issue:39379|issue:44554", + "issue:43582|issue:47254", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:45538|issue:46869", + "issue:41720|issue:43540", + "issue:43531|issue:44821", + "issue:44568|issue:45488", + "issue:43452|issue:43582", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:42175|issue:44488", + "issue:43577|issue:46512", + "issue:42915|issue:47332" + ], + "prepared_review_unit_hash": "86dcb4a87b8fdfb2584cc78a91491b4cceb8829142c178fa0c8bb4b76592e6f8", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, "estimated_input_tokens": 252830, "estimated_eval_tokens": 505916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34982, - "estimated_input_tokens": 8746, - "estimated_eval_tokens": 17748 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36990, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like keyword-level collisions rather than true duplicates: they usually differ by model, code path, or failure mode. No PRs are present. The strongest single issue candidate in the set is the FA2 long-context regression report.", - "confidence": 0.92, - "canonical_issue_reason": "issue:46693 is the clearest and most central bug report here: it has a concrete regression window (after 5.2.0), a specific failure mode, and substantial discussion/inbound attention.", + "summary": "This is not a true duplicate cluster; it is a loose semantic-similarity group spanning unrelated bugs across trainers, tokenizers, multimodal models, device-mapping, and packaging. None of the soft edges look like the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue here is a true canonical duplicate target: the set mixes distinct failures, APIs, and model families rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the most actionable representative issue in the set, with the strongest evidence of a real regression and the broadest maintainer attention.", + "best_issue_reason": "issue:43454 is the cleanest self-contained bug report with a specific failure mode and concrete affected model, but it still does not represent the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Different bugs: one is a processor/model input-size mismatch for OmDet-Turbo, the other is a memory overflow report for sam3-litetext." + "reason": "Both mention weight-tying, but one is Mistral3 lm_head tying and the other is BLIP2 dtype handling; different bugs and code paths." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Different models and failures: janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + "reason": "Tokenizer-related, but one is missing BOS/EOS insertion in v5 and the other is a Kimi-K2.5 codec/regression warning issue." }, { - "left": "issue:45381", - "right": "issue:47217", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both are VL-related, but the concrete bug differs: wrong vision_position_ids on video input vs failure when an image placeholder appears in user text." + "reason": "One is a missing-key loading error for MobileLLM; the other is init_empty_weights passing an unexpected internal argument." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Unrelated areas: TensorBoard/TensorFlow backend import error vs missing import_utils helper for Falcon Mamba SSM." + "reason": "Packaging/backend availability versus missing Qwen2.5-VL class import; unrelated release/installation failures." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Too broad to merge: one says NemotronHForCausalLM does not support FA2 yet, the other is a generic FA2 issue with no concrete shared code-path shown." + "reason": "Trainer lifecycle failure after train is not the same as a TimesFM window_size AttributeError." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Different failures: janus test regression vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "AutoModel torch-missing ImportError and a LayoutLMv3 error-message clarity issue are different problems." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque pop and a MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to disk-offloaded save behavior for Qwen3-VL." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve embeddings/weight tying, but one is Mistral3 lm_head tying and the other is LoRA merge with extended vocabulary; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:44479", - "right": "issue:47217", + "right": "issue:46693", "accept": false, - "reason": "Both involve multimodal inputs, but one is a v5.3.0 video-input regression across several models and the other is an image-placeholder-in-text failure." + "reason": "A video-input regression in several Qwen models is not the same as a long-context FA2 performance regression." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Different loading paths: legacy preset field for Beit semantic segmentation vs custom-module mismatch after save_pretrained/from_pretrained." + "reason": "RT-DETR output drift in v5 and Qwen3.5 incorrect visual encoder keys are separate model-specific regressions." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Completely unrelated: pipeline top_k output nesting bug vs XLMRoberta flash-attention support issue." + "reason": "DeepSpeed training weight-dimension error and tokenizer fast/slow inconsistency are unrelated subsystems." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Different persistence bugs: non-persistent buffers getting junk in v5 vs GPTNeoXConfig rotary_pct not surviving reload." + "reason": "Qwen3MoE FP8 config failure has no overlap with CLIPTokenizer max-length behavior." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "Different cache issues: trust_remote_code path collision for local models vs max_cache_length only honored for Quantized Cache." + "reason": "An AMP/CUDA crash in LwDetrImageLoss is not the same as an RT-DETR forward TypeError on feature-level mismatch." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Different config/runtime problems: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." + "reason": "AddedToken argument collision and tokenizer-loading failure for est-roberta are different tokenizer issues." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Not the same bug: embedding reinitialization after resize vs spurious import warning for local model paths ending with a slash." + "reason": "mllama mask handling and an MPS attention correctness issue are distinct model/backend bugs." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43582", + "right": "issue:47254", "accept": false, - "reason": "Different root causes: bare except swallowing exceptions in Fuyu tensor conversion vs Windows/ROCm import failure tied to torch.distributed." + "reason": "Apple Silicon allocator warmup TypeError and PEFT+ZeRO-3 checkpointing errors are unrelated runtime failures." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Both are loss-related, but the concrete problem differs: missing load-balancing loss vs a double-shift training-loss bug." + "reason": "Flash Attention 2 support for XLMRoberta and missing PyTorch ImportError are not the same issue." }, { - "left": "issue:46693", - "right": "issue:47217", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Both mention generation, but one is an FA2 long-context performance regression and the other is a VL placeholder-placement failure." + "reason": "Qwen3MoE FP8 config failure and FSDP CPU RAM efficient loading are different training/infra problems." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Different subsystems: LoRA merge collapse with extended vocab vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "CLIPTokenizer max-length and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Different model-load issues: shape mismatch for Qwen3-VL-30B-A3B-Instruct vs tied-weights warning in Qwen3-Next." + "reason": "Qwen3 auto device mapping cuda assert and Qwen3OmniMoe video-input ValueError are different failure modes." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Different multimodal pipeline bugs: video-classification selecting image processors vs SAM 3 video encoder output missing an attribute." + "reason": "Qwen3-MoE sliding_window behavior does not match the AutoImageProcessor URL-loading problem." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Both involve cache/state handling, but one is a GenerationMixin cache regression and the other is recurrent-state reset in modular_qwen3_5." + "reason": "Both tokenizer regressions, but one is add_special_tokens BOS/EOS insertion and the other is LlamaTokenizer overwriting tokenizer.json pre-tokenizer settings." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "No overlap beyond generic bug report wording: an empty placeholder request vs a Gemma pipeline roundtrip failure." + "reason": "gguf_file loading breaks are unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Completely unrelated: janus image-generation test failure vs a PEFT version bump complaint." + "reason": "Both touch Qwen video paths, but one is Qwen3OmniMoe video processing and the other is Qwen3-vl-embedding StopIteration; different code paths." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Different loading contexts: local dataset loading in an image-classification example vs Phi-4-multimodal model loading on latest transformers." + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer API issues." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Different failure modes: Python 3.13 IndentationError in torch.jit/script parsing vs flash_attention AttributeError on sink-less models." + "reason": "TensorFlow missing from a torch-only install and a sleng-bert loading problem are unrelated packaging/loading bugs." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Different bugs: decoder_attention_mask unbound in Bart generation vs output embedding reinitialized after resizing token embeddings." + "reason": "BLIP2 dtype propagation and from_config stale config.dtype are related in theme but not the same concrete bug." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:42915", + "right": "issue:47332", "accept": false, - "reason": "Both touch training/eval math, but one drops labels in gather_for_metrics while the other misnormalizes auxiliary loss in MoE models." + "reason": "Qwen3MoE FP8 config failure is unrelated to saving a disk-offloaded Qwen3-VL model." } ] }, @@ -6942,97 +7688,94 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 40, + "review_unit_index": 25, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:25251", + "issue:24643", + "issue:28282", "issue:29870", - "issue:39692", - "issue:41720", - "issue:43065", - "issue:43295", - "issue:43335", - "issue:43550", - "issue:43644", - "issue:43827", - "issue:43854", - "issue:43994", - "issue:44190", - "issue:44242", + "issue:32090", + "issue:38175", + "issue:42796", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", "issue:44479", - "issue:44610", - "issue:44617", - "issue:44734", - "issue:44779", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", "issue:44792", - "issue:44855", - "issue:44869", - "issue:44913", - "issue:44933", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", "issue:45072", - "issue:45245", - "issue:45276", - "issue:45362", + "issue:45081", + "issue:45325", "issue:45381", - "issue:45406", - "issue:45563", - "issue:45584", - "issue:45588", - "issue:45632", - "issue:46082", - "issue:46369", - "issue:46399", - "issue:46489", - "issue:46617", - "issue:46655", - "issue:46697", - "issue:46832", - "issue:46858", - "issue:46897", - "issue:46932", - "issue:47013", - "issue:47312", - "issue:47321" + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:47276", + "issue:47332", + "issue:47333" ], "soft_pairs": [ - "issue:46082|issue:46697", - "issue:45072|issue:46932", - "issue:43827|issue:43994", - "issue:43644|issue:44913", - "issue:45245|issue:46858", - "issue:44617|issue:45584", - "issue:46399|issue:47312", - "issue:43335|issue:44855", - "issue:44734|issue:45406", - "issue:44869|issue:46832", - "issue:45632|issue:46617", - "issue:45588|issue:47013", - "issue:45381|issue:46369", - "issue:41720|issue:45245", - "issue:43827|issue:47321", - "issue:25251|issue:29870", - "issue:43550|issue:44190", - "issue:45563|issue:45584", - "issue:43854|issue:44792", - "issue:39692|issue:47321", - "issue:45381|issue:46655", - "issue:43065|issue:44610", - "issue:44933|issue:45362", - "issue:44617|issue:46369", - "issue:43335|issue:44190", - "issue:44242|issue:46897", - "issue:44479|issue:44734", - "issue:43295|issue:45276", - "issue:39692|issue:44190", - "issue:44779|issue:46489" + "issue:44479|issue:45381", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:44987|issue:45907", + "issue:38175|issue:44898", + "issue:43742|issue:44589", + "issue:44792|issue:44964", + "issue:44849|issue:45701", + "issue:43742|issue:47333", + "issue:43257|issue:43756", + "issue:43756|issue:45325", + "issue:43756|issue:46399", + "issue:46463|issue:47276", + "issue:45823|issue:46463", + "issue:43716|issue:46701", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:45672|issue:45674", + "issue:24643|issue:29870", + "issue:43906|issue:46693", + "issue:43577|issue:45072", + "issue:44568|issue:46491", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43742|issue:47332", + "issue:28282|issue:32090", + "issue:42796|issue:43906" ], - "prepared_review_unit_hash": "f832300685424b70f50cccda98f67bda771b2f5f657b45e57edeb821390fc721", + "prepared_review_unit_hash": "d3a39ac98cb25ab419594c62f41283c4ffc18c039725ac9d2ba4cb2632b81f10", "component_budget": { "node_count": 529, "item_count": 529, @@ -7042,22 +7785,202 @@ "estimated_eval_tokens": 505916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36867, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35762, + "estimated_input_tokens": 8941, + "estimated_eval_tokens": 18138 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "This cluster is heterogeneous; most pairs are only superficially similar and not true duplicates. The strongest anchor is the Qwen2.5-VL video-input regression thread, with one likely duplicate-style soft match.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46693 is the most self-contained, high-activity regression report in the set, so it is the best single issue to anchor triage, though the rest of the cluster is largely unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 has the clearest regression framing, the most discussion, and enough detail to serve as the best representative issue in an otherwise mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression around vision/position ids in transformers 5.3.0; one is just broader in scope." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they hit different models and different failure points (`AddedToken` kwargs vs Mistral regex patch)." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is about image processors requiring torchvision; the other is a tokenizer regex crash. Different subsystems and code paths." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different problems: model loading breaks in one case, while the other is a repo-files API forwarding issue in CI." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision models, but the symptoms and likely fixes differ substantially (zero probabilities vs interpolation/image-size failure)." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time errors with no clear shared root cause: config/key handling versus missing float8 storage support." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal-related, but one is a failed Janus generation test and the other is a Phi-4 model load failure; not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden-states bug; the other is a tokenizer behavior change across versions. Different code paths." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Both are model-loading issues, but one is a key/config error and the other is an offloading save bug for disk-offloaded models." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Accelerate/DeepSpeed MoE weight-conversion bug versus a RoPE-layer-count bug; related model families do not make them the same issue." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen-family internals, but one is about dropped RoPE layers and the other about still-image temporal position ids." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen3.5 bugs: layer configuration versus kernel registration / decorator failure." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Both are messaging/validation-related, but they affect different warnings/errors in different features." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-mapping mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures: preprocessor/model dtype mismatch versus pipeline output object incompatibility." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump problem; the other is stale auto-mapping references causing CI breakage." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "CPU device-placement bug in XLNet versus an error-message issue in T5 validation." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference related, but one is a uint8/torch.finfo failure in audio modules and the other is a BitsAndBytes skip-module exclusion bug." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Training with DeepSpeed weight-shape error and Bart generate-time unbound variable are unrelated failures." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction of a prior bug; the other is a FA2 long-context performance regression. Not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and different inference paths." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: missing special tokens versus leading-space round-trip loss." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "One is config propagation for num_labels; the other is strict config loading. Related area, but not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading from pretrained, but one is a gguf_file API break and the other is a specific model-loading failure." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Different offloading/loading problems: key error on MobileLLM versus saving a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Both are environment/trainer errors, but one is missing PyTorch import and the other is a NoneType broadcast failure." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a reproduction of another issue are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue 46693 is clearly the highest-activity regression report, and the rest of the cluster is mostly a mix of distinct tokenizer, loading, multimodal, config, and offloading bugs. The lone positive soft-edge match (44479/45381) is conservative enough given the shared Qwen2.5-VL video-input regression framing; the other rejections are appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7065,218 +7988,93 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 41, + "review_unit_index": 26, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:27957", - "issue:32090", - "issue:35141", - "issue:42175", - "issue:42796", - "issue:43317", - "issue:43335", - "issue:43404", - "issue:43526", - "issue:43531", - "issue:43540", + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", "issue:43643", - "issue:43644", - "issue:43673", - "issue:43854", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", "issue:43994", - "issue:44112", - "issue:44246", - "issue:44279", - "issue:44462", - "issue:44496", - "issue:44521", - "issue:44734", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", "issue:44737", - "issue:44938", - "issue:44964", - "issue:45003", - "issue:45127", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45005", "issue:45216", - "issue:45276", - "issue:45290", "issue:45357", - "issue:45381", - "issue:45542", - "issue:45584", - "issue:45593", - "issue:45600", - "issue:45803", - "issue:45907", - "issue:46421", - "issue:46697", - "issue:46752", - "issue:46858", - "issue:47145", - "issue:47217", - "issue:47312", - "issue:47321" - ], - "soft_pairs": [ - "issue:43526|issue:46697", - "issue:43673|issue:46421", - "issue:45127|issue:45357", - "issue:43540|issue:44734", - "issue:47145|issue:47321", - "issue:45276|issue:45584", - "issue:43854|issue:44964", - "issue:44112|issue:45600", - "issue:43643|issue:44496", - "issue:44462|issue:45907", - "issue:44521|issue:45381", - "issue:43994|issue:47321", - "issue:43317|issue:47312", - "issue:43644|issue:47321", - "issue:27957|issue:35141", - "issue:44246|issue:45003", - "issue:45290|issue:46752", - "issue:44112|issue:44964", - "issue:43673|issue:46858", - "issue:44964|issue:45600", - "issue:42175|issue:44279", - "issue:32090|issue:35141", - "issue:43404|issue:45216", - "issue:44737|issue:45803", - "issue:42796|issue:44521", - "issue:44938|issue:45542", - "issue:44496|issue:47217", - "issue:43531|issue:45600", - "issue:43335|issue:45593" - ], - "prepared_review_unit_hash": "ed3c1c21fda848995aa2777ab5bb0b64a661d025c300e4a1a041775cd2b3228e", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35931, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 42, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:36246", - "issue:38617", - "issue:39692", - "issue:41628", - "issue:41950", - "issue:42907", - "issue:42994", - "issue:43295", - "issue:43381", - "issue:43441", - "issue:43479", - "issue:43526", - "issue:43650", - "issue:43673", - "issue:43824", - "issue:43901", - "issue:43976", - "issue:44016", - "issue:44062", - "issue:44220", - "issue:44279", - "issue:44295", - "issue:44327", - "issue:44336", - "issue:44496", - "issue:44683", - "issue:44792", - "issue:44933", - "issue:44987", - "issue:45042", - "issue:45083", - "issue:45335", + "issue:45372", "issue:45375", - "issue:45446", "issue:45588", - "issue:45593", - "issue:45632", - "issue:45759", - "issue:46082", + "issue:45663", + "issue:45920", + "issue:46050", "issue:46121", - "issue:46234", - "issue:46424", - "issue:46506", - "issue:46515", - "issue:46752", - "issue:46932", - "issue:47332", - "issue:47333" + "issue:46170", + "issue:46463", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47000", + "issue:47332" ], "soft_pairs": [ - "issue:45632|issue:46234", - "issue:36246|issue:41628", - "issue:36246|issue:38617", - "issue:44496|issue:45042", - "issue:43295|issue:45335", - "issue:45083|issue:46506", - "issue:44295|issue:46506", - "issue:43976|issue:44987", - "issue:41950|issue:44016", - "issue:43673|issue:46424", - "issue:44683|issue:45446", - "issue:44496|issue:45759", - "issue:43526|issue:43901", - "issue:39692|issue:46932", - "issue:42994|issue:47333", - "issue:43673|issue:44336", - "issue:43381|issue:45593", - "issue:46082|issue:46121", - "issue:44016|issue:44220", - "issue:42907|issue:43441", - "issue:44279|issue:46515", - "issue:44792|issue:46424", - "issue:43650|issue:44220", - "issue:44016|issue:44062", - "issue:42994|issue:47332", - "issue:43441|issue:45588", - "issue:44327|issue:46752", - "issue:43976|issue:44279", - "issue:43824|issue:44933", - "issue:43479|issue:45375" + "issue:44466|issue:45005", + "issue:46463|issue:46899", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:43697|issue:46829", + "issue:44913|issue:46121", + "issue:45663|issue:46846", + "issue:43720|issue:44898", + "issue:44737|issue:45588", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43697|issue:45216", + "issue:44493|issue:46050", + "issue:45357|issue:45920", + "issue:43688|issue:43749", + "issue:43994|issue:44898", + "issue:44821|issue:46821", + "issue:43643|issue:45375", + "issue:29159|issue:33357", + "issue:44756|issue:47332", + "issue:40444|issue:44811", + "issue:44843|issue:44991", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43525|issue:46701" ], - "prepared_review_unit_hash": "eaad26b6a4b49dd9cd96fd292dbbcafb331650a48c48cdd95bd0b6a4c3257fa7", + "prepared_review_unit_hash": "7cf6ee7f4932fc900802c92b871f241b3d2cc2a84e9e28574018ba727eded27d", "component_budget": { "node_count": 529, "item_count": 529, @@ -7288,185 +8086,188 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36652, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "soft_pair_count": 26, + "serialized_chars": 35900, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous bug reports; none of the soft pairs look like the same concrete underlying issue, so all soft edges should be rejected. The strongest anchor among the items is the recent, detailed disk-offload save failure report.", - "confidence": 0.86, - "canonical_issue_reason": "issue:47333 is the best anchor because it is recent, concrete, still open, and has the most explicit follow-up/references among the candidates.", + "summary": "Only one soft duplicate pair looks like the same bug: the v5 tied-weights / save_pretrained regression in translation models. The rest are distinct model-, tokenizer-, config-, or runtime-specific failures.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45005 is the best canonical issue because it describes the broader tied-weights regression in v5, while issue:44466 appears to be a narrower manifestation of the same save_pretrained/serialization problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47333 is the most suitable global representative: it describes a specific reproducible save failure, is actively referenced, and appears more actionable than the other mostly isolated reports.", + "best_issue_reason": "issue:45005 is the strongest representative of the cluster\u2019s only clear duplicate theme: tied weights being serialized incorrectly in v5 for translation models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "Different failures: cache-path collision for local trust_remote_code models vs a missing import_utils availability helper." + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights/save_pretrained serialization regression affecting model checkpoints; 44466 is a more specific instance of the broader issue in 45005." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "Both are import errors, but for different symbols and code paths: Qwen2_5_VLImageProcessor vs AutoImageProcessor." + "reason": "Different models and failure modes: T5 decoder-input validation vs Gemma-4 multimodal dtype casting under 4-bit quantization." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Unrelated missing imports in different modules; no shared concrete bug." + "reason": "Unrelated problems: ZeRO-3 loading crash for Gemma3 vs trainer.evaluate() failing after training." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Different problems: unrecognized model loading vs PIL image processors incorrectly requiring torchvision." + "reason": "Both involve AutoTokenizer loading, but one is about gguf_file handling and the other about an unconditional hub call breaking offline mode; different concrete bugs." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Regression in processor/tokenizer image handling vs resize_token_embeddings not updating decoder embeddings." + "reason": "Different architectures and symptoms: RTDetrV2 output mismatch vs VideoPrism output field misassignment." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Different code paths: qwen3_omni_moe feature-length helper vs CPU/CUDA output mismatch in PPDocLayoutV3." + "reason": "One is GPTNeoXConfig rotary_pct not persisting on reload; the other is a TypeError in rope-parameter validation for JSON-loaded lists." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:45663", + "right": "issue:46846", "accept": false, - "reason": "Registering position_ids as a buffer issue is unrelated to CPU/CUDA divergent outputs." + "reason": "Distinct Qwen/Gemma model bugs with different code paths: FSDP2 shared_kv_states KeyError vs tensor-parallel plan omissions causing OOM/shape errors." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Python version incompatibility is unrelated to loading a specific model checkpoint." + "reason": "Unrelated: BitNet packed-weight loading bug vs Perceiver image classification failure on non-default resolution." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Video-classification pipeline processor lookup bug vs notebook syntax error; not the same bug." + "reason": "XLNet CPU device-placement inefficiency is unrelated to flash_attention crashing on s_aux=None." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both involve cache terminology, but one is missing GenerationMixin cache in chunked prefill while the other is max_cache_length handling in quantized cache." + "reason": "Different tokenizer bugs: BigBird special-token registration vs MLukeTokenizer AttributeError on tasks." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Both touch flex_attention, but one is torch>=2.9 compilation failure and the other is a version-check/import gate bug." + "reason": "Both are tokenizer-related, but one is an MLuke task failure and the other is AutoTokenizer failing to load a different tokenizer class." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Different issues: unrecognized model config vs AutoModelForCausalLM.from_config failing to unwrap multimodal text_config." + "reason": "Different regressions: SigLIP zero-probabilities vs custom processor/tokenizer image-handling breakage." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Image processor label reduction bug vs documentation mismatch for text classification pipeline." + "reason": "RTDetr output drift and Qwen3.5 save_pretrained corruption are separate bugs with different code paths." }, { - "left": "issue:39692", - "right": "issue:46932", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "SigLIP2 docs/model-processor errors are unrelated to Gemma4 quantized vision/audio dtype casting." + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated." }, { - "left": "issue:42994", - "right": "issue:47333", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Both are save failures, but one is generic quantized-model saving and the other is disk-offloaded Qwen3-VL saving; too different to merge." + "reason": "Different loading/saving issues: incorrect visual encoder keys for Qwen3.5 vs wrong token IDs from AutoTokenizer for many models." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Cache-missing during chunked prefill is unrelated to ANSI code emission in loading_report." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses in D-FINE are unrelated bugs." + "reason": "SigLIP2 pipeline nonsense outputs and Perceiver non-default-resolution failure are different model-specific bugs." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Llama head_dim validation and rope-params JSON list handling are different config-validation bugs." + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Notebook syntax error is unrelated to the audio feature extraction TypeError." + "reason": "Both involve missing config fields, but one is trust_remote_code AutoConfig behavior and the other is a specific Qwen3.5MoeVisionConfig strict-field drop; not the same bug." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Both mention Ministral models, but one is saving dequantized weights and the other is FlashAttention failure in v5 RC." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS bus error in a CLIP community model." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:44756", + "right": "issue:47332", "accept": false, - "reason": "General dependency issue is unrelated to a specific torch 2.4.1 incompatibility." + "reason": "Strix Halo mmap OOM and Qwen3-VL disk-offload save failures are different storage/offloading issues." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:40444", + "right": "issue:44811", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max length semantics." + "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Placeholder issue title vs audio feature extraction bug; no overlap." + "reason": "Offline hub lookup in mistral regex and EMBEDDIA/est-roberta tokenizer loading failure are different regressions, not one concrete bug." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Notebook syntax error and AddedToken special-argument error are distinct failures." + "reason": "Gemma4 processor import failure due mistral_common vs Windows/ROCm torch.distributed dependency issues are unrelated." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Both are import-related, but one is missing Qwen2_5_VLForConditionalGeneration export and the other is a nonexistent image_utils import." + "reason": "Different detection-loss failures: LwDetr AMP crash vs RTDetrLoss cost-matrix infeasibility." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Different multimodal config bugs in different models; no shared concrete code path." + "reason": "Missing pad_token_id on Llama4Config is unrelated to DiffusionGemma image-text-to-text pipeline failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and stays conservative. The accepted pair (44466, 45005) is a plausible duplicate theme around v5 tied-weights serialization/save_pretrained behavior, while the other pairs are reasonably distinguished by model, component, or failure mode. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7474,116 +8275,314 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 43, + "review_unit_index": 27, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:39692", - "issue:41950", - "issue:42796", + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", "issue:43295", - "issue:43299", - "issue:43381", + "issue:43452", + "issue:43504", + "issue:43550", "issue:43577", - "issue:43644", - "issue:43650", + "issue:43606", + "issue:43643", + "issue:43646", "issue:43653", - "issue:43854", - "issue:43901", - "issue:43931", - "issue:43976", - "issue:44016", - "issue:44075", - "issue:44279", - "issue:44291", - "issue:44351", - "issue:44368", - "issue:44462", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44464", "issue:44466", - "issue:44496", - "issue:44779", - "issue:45020", - "issue:45081", - "issue:45216", - "issue:45276", - "issue:45278", - "issue:45335", - "issue:45357", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45356", "issue:45405", - "issue:45584", - "issue:45593", - "issue:45812", - "issue:45823", - "issue:46082", - "issue:46123", - "issue:46209", - "issue:46369", - "issue:46399", - "issue:46512", - "issue:46614", - "issue:47000", - "issue:47085", - "issue:47145", - "issue:47217" + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013", + "issue:47254" ], "soft_pairs": [ - "issue:45335|issue:45584", - "issue:43901|issue:44496", - "issue:43299|issue:45216", - "issue:43295|issue:44779", - "issue:43901|issue:47217", - "issue:44279|issue:45405", - "issue:39692|issue:43901", - "issue:41950|issue:45020", - "issue:42796|issue:43650", - "issue:44779|issue:45812", - "issue:43577|issue:45216", - "issue:46614|issue:47085", - "issue:46123|issue:46369", - "issue:44075|issue:44368", - "issue:44466|issue:45276", - "issue:43976|issue:45405", - "issue:41950|issue:45823", - "issue:43653|issue:45593", - "issue:43381|issue:47000", - "issue:43299|issue:45357", - "issue:44462|issue:45081", - "issue:44351|issue:45278", - "issue:43644|issue:47145", - "issue:46082|issue:46399", - "issue:46082|issue:46512", - "issue:43299|issue:43854", - "issue:43650|issue:46209", - "issue:43931|issue:47145", - "issue:44016|issue:44291" - ], - "prepared_review_unit_hash": "b1f9acec2d4b1be54070ec07705f8df2177406cc54500be8a9b951053250d04d", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, + "issue:43688|issue:45704", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:43653|issue:44568", + "issue:43756|issue:46402", + "issue:46832|issue:46932", + "issue:33666|issue:36010", + "issue:44464|issue:44743", + "issue:44479|issue:44625", + "issue:43761|issue:46829", + "issue:43761|issue:47013", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:44466|issue:46050", + "issue:44464|issue:44977", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:45405|issue:47254", + "issue:43278|issue:43688", + "issue:43688|issue:45440", + "issue:43504|issue:43720", + "issue:44734|issue:46612", + "issue:43720|issue:43927", + "issue:43643|issue:44561", + "issue:43606|issue:43927" + ], + "prepared_review_unit_hash": "f878407eaa82a71794871941a8c8f85682ea36d4df1b9d3d0faa2b7446891df3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, "estimated_eval_tokens": 505916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36006, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37352, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "The candidate pairs are mostly unrelated bug reports spanning different models, loaders, tokenizers, generation paths, and regression types. I do not see any pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. No PRs are present in this cluster.", + "confidence": 0.97, + "canonical_issue_reason": "If a single representative issue must be chosen, issue 43749 is the broadest and most discussion-heavy infrastructure bug ('FSDP_CPU_RAM_EFFICIENT_LOADING broken'); however, it is not a duplicate of the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the best cluster anchor only by breadth and activity, not because it matches the other reports as the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: auxiliary loss normalization vs a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is Kimi-K2.5 codec handling; not the same failure." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend availability, but they are different backend errors with different offending modules." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Different problem space: loss normalization vs tokenizer/version-dependent tokenization changes." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token decode bug vs config field loss after save/load; different code paths and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenization issues, but they affect different tokenizers and different special-token behavior." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 is unrelated to Sam3 text-encoder weights not loading." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level indexing error vs Gemma4 quantized embedder dtype casting; different subsystems." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training support is unrelated to a GenerationMixin import error." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but they are different bugs in different mechanisms and are not mergeable as one fix." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern hidden-state outputs, but one is CLIPVisionModel returning None and the other is VideoPrism misassigning outputs." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIP hidden_states regression is unrelated to xLSTM train-mode unpacking behavior." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they are different behaviors in different tokenizers and version changes." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert and chunked-generation compiled-forward inconsistency are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support and unexpected compute_loss kwargs are separate Trainer issues." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to sinq quantized model save/load breakage." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but one is compiled-forward chunking and the other is flash-attention correctness for Qwen3.5." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention output correctness and long-context FA2 performance regression are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT legacy-field loading and Bamba torch.compile/SDPA failures are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "A version pin bump is unrelated to the PEFT + DeepSpeed checkpoint error." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to auxiliary loss normalization." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary loss normalization does not match the DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading for BEiT is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve cache behavior, but one is server KV-cache continuation indexing and the other is beam-search cache reorder skipping for specific models." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading and custom token ID persistence are unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig output and the other is removal of an import utility breaking remote-code models." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID loss and generation IndexError." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7595,218 +8594,94 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 44, + "review_unit_index": 28, "review_unit_count": 65, - "status": "error", + "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-10000-529", "nodes": [ - "issue:33290", - "issue:42175", - "issue:42994", - "issue:43317", - "issue:43441", - "issue:43479", + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", "issue:43525", - "issue:43575", - "issue:43643", - "issue:43673", - "issue:43761", - "issue:43784", - "issue:43873", - "issue:43881", - "issue:43901", - "issue:43976", - "issue:44016", - "issue:44186", - "issue:44242", - "issue:44246", - "issue:44261", - "issue:44263", - "issue:44336", - "issue:44623", - "issue:44671", - "issue:44683", - "issue:44749", - "issue:44779", - "issue:45081", - "issue:45103", - "issue:45200", - "issue:45372", - "issue:45397", - "issue:45542", - "issue:45588", - "issue:45600", - "issue:45656", - "issue:45712", - "issue:45800", - "issue:45823", - "issue:45834", - "issue:45859", - "issue:45907", - "issue:46851", - "issue:47000", - "issue:47145", - "issue:47217" - ], - "soft_pairs": [ - 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1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35338, - "estimated_input_tokens": 8835, - "estimated_eval_tokens": 17926 + "soft_pair_count": 27, + "serialized_chars": 35981, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the suggested soft pairs mostly share only broad subsystem vocabulary (Qwen/VL, tokenization, Deepspeed, configs, etc.) but not the same concrete failure mode, so none are true duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No safe canonical duplicate target across the set; the items span unrelated regressions and import/config/runtime failures. If forced to anchor the cluster, issue 44479 is the most concrete, multi-model regression report.", + "summary": "No soft pair looks like a true duplicate or mergeable same-bug/same-change match; the set is mostly unrelated model-, tokenizer-, and runtime-specific regressions.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43646 is the broadest, most self-contained regression report here; it reads like a representative Transformers 5.0 loading/init breakage rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest standalone report: it names a specific regression, gives affected model families, and is actionable for triage.", + "best_issue_reason": "issue:43646 is the best standalone representative in this set because it is concrete, broadly scoped, and easy to triage independently.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:44625", + "right": "issue:47276", "accept": false, - "reason": "Different bugs: one is load-balancing loss gating on router logits, the other is D-FINE auxiliary losses when denoising is off." + "reason": "Different problems: config propagation for Qwen3.5 vs a misleading warning about synced_gpus." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Tokenization regression vs. resize_token_embeddings not updating output embeddings; related area, different code paths." + "reason": "One is a Qwen3VL from_pretrained/weight_only failure; the other is an FA2 long-context performance regression." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Both involve video inputs, but the symptoms and model paths differ: Qwen3OmniMoe value error vs SmolVLM padding calculation." + "reason": "Unrelated models and failures: legacy field loading for BEiT vs processor/model input-size mismatch for OmDet-Turbo." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Docs mismatch about return_all_scores vs unsafe sys.modules access; no shared underlying defect." + "reason": "Different subsystems: BitNet packed-weight loading vs MLukeTokenizer task-time AttributeError." }, { - "left": "issue:42915", - "right": "issue:47312", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and kernel 0.16 incompatibility are separate environment/model issues." + "reason": "save_pretrained shard-size question is unrelated to AutoProcessor kwargs not reaching cached_file." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Different DeepSpeed problems: weight conversion with accelerate+deepspeed vs zero3 deque underflow." + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are separate issues." }, { - "left": "issue:46726", - "right": "issue:47217", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "AutoProcessor backend-missing error is not the same as failing when an image placeholder appears in user text." + "reason": "Both mention missing pad token fields, but they affect different configs/models and do not look like the same bug." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are unrelated pipeline/audio bugs." + "reason": "Generic base_model_prefix loading regression is distinct from Qwen3.5 TP-plan omissions causing OOM/shape errors." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor import vs DeepSpeed/BertModel zero3 index error are unrelated." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PEFT minimum-version pin being ahead of PyPI." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Both mention video, but one is a Qwen VL regression and the other is a SmolVLM padding bug." + "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are unrelated." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Both are import errors, but for different symbols and different dependency boundaries." + "reason": "Both involve apply_chat_template crashes, but the triggering conditions and code paths are different." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + "reason": "SigLIP2 implementation discrepancy is unrelated to an incorrect pipeline error message about translation support." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Missing config field silently dropped is not the same as AutoModelForCausalLM failing to unwrap text_config." + "reason": "Device-map PLE mismatch and sinq quantized save/load breakage are different failure modes." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Offline cache loading failure and AttentionInterface.register behavior change are different regressions." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference failing on B200." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 vs embedding resize not propagating to output embeddings." + "reason": "Documentation example errors are not the same as a regression breaking processor.tokenizer access in custom model code." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Embedding resize bug and tokenization changes are distinct failure modes." + "reason": "Both mention NaNs, but one is Gemma3 mixed-length attention and the other is classification-head NaNs on checkout/init." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Position_ids buffer access error and upgrade-induced slowdown are unrelated." + "reason": "SigLIP2 nonsensical outputs are unrelated to return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:45405", + "right": "issue:47332", "accept": false, - "reason": "Zero3 deque pop failure vs auto_mappings referencing removed Sam3LiteText configs are different issues." + "reason": "A dependency version bump issue is unrelated to saving a disk-offloaded Qwen3-VL model." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Model cache loading problem and apply_chat_template empty-list crash do not share the same root cause." + "reason": "Cannot load a specific model is not the same as AutoTokenizer always calling model_info and breaking offline mode." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific regressions." + "reason": "An MPS attention correctness bug is unrelated to an import conflict involving datasets and Trainer." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Serialization of tied weights depending on device is unrelated to t5gemma resize_token_embeddings behavior." + "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different tokenizer/model issues." }, { - "left": "issue:46170", - "right": "issue:47321", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Windows ROCm distributed import/type error and AMD quark class update lag are not the same bug." + "reason": "Missing pad_token_id on Qwen3-VL text config is not the same as failing to unwrap text_config in composite Qwen configs." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance concern different model/config behavior." + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are separate test/runtime issues." + "reason": "Custom model initialization breakage is separate from inconsistent lm_head.weight serialization." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Strict config blocking granite_speech and missing deepstack_visual_indexes are different config-schema problems." + "reason": "Same broad theme of missing pad-token fields, but different models and different missing attributes." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Sam3VisionEncoderOutput missing attribute vs Sam3LiteText memory overflow are not the same failure." + "reason": "Different tokenizer regressions for different models; they are not clearly the same underlying bug." }, { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "A model-specific unsupported Flash Attention 2.0 error is not the same as the generic FA2 topic issue." - }, - { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "processor.save_pretrained missing files and unrecognized image processor are unrelated processor bugs." + "reason": "DiaConfig save/load token-ID loss is unrelated to MLukeTokenizer task AttributeError." } ] }, @@ -8136,7 +8885,7 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 47, + "review_unit_index": 29, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -8145,85 +8894,88 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:29870", - "issue:30333", - "issue:42199", - "issue:42886", - "issue:42994", - "issue:43065", - "issue:43408", - "issue:43475", - "issue:43540", + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43278", + "issue:43381", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", "issue:43653", - "issue:43723", - "issue:43906", - "issue:43931", - "issue:44038", - "issue:44162", - "issue:44188", - "issue:44242", - "issue:44361", - "issue:44368", - "issue:44479", - "issue:44483", - "issue:44749", - "issue:44857", - "issue:44877", - "issue:44977", - "issue:44987", - "issue:44995", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", "issue:45200", "issue:45229", - "issue:45397", - "issue:45412", - "issue:45459", - "issue:45563", - "issue:45588", - "issue:45656", - "issue:45685", - "issue:45987", - "issue:46082", - "issue:46123", - "issue:46132", - "issue:46170", - "issue:46202", - "issue:46431", - "issue:46506", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", "issue:46710", - "issue:46851", - "issue:47145", - "issue:47312" + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47013", + "issue:47254" ], "soft_pairs": [ - "issue:44038|issue:46506", - "issue:44987|issue:45459", - "issue:44479|issue:46170", - "issue:29870|issue:30333", - "issue:44995|issue:45200", - "issue:44242|issue:44857", - "issue:44877|issue:46170", - "issue:45397|issue:45656", - "issue:44368|issue:44977", - "issue:43475|issue:43540", - "issue:44995|issue:45588", - "issue:43653|issue:44162", - "issue:45685|issue:46431", - "issue:42994|issue:47312", - "issue:42199|issue:46851", - "issue:43723|issue:46710", - "issue:43065|issue:43408", - "issue:45412|issue:46123", - "issue:42886|issue:45229", - "issue:43931|issue:44368", - "issue:44188|issue:46202", - "issue:43906|issue:46202", - "issue:44368|issue:45563", - "issue:44361|issue:44749", - "issue:45987|issue:46082", - "issue:46132|issue:47145", - "issue:44483|issue:46202" + "issue:44568|issue:45812", + "issue:43278|issue:43844", + "issue:43572|issue:44291", + "issue:43493|issue:43844", + "issue:46209|issue:46710", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45245|issue:46710", + "issue:43994|issue:44493", + "issue:45072|issue:46832", + "issue:44464|issue:45584", + "issue:44849|issue:46209", + "issue:43873|issue:46050", + "issue:44849|issue:45357", + "issue:42490|issue:43696", + "issue:15354|issue:38175", + "issue:42947|issue:43381", + "issue:43844|issue:44964", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:46399|issue:46846", + "issue:45084|issue:45520", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:47013|issue:47254" ], - "prepared_review_unit_hash": "81603c47820426a82d32976f0c085d89849107f34bb2539c4d6efdad4693fe22", + "prepared_review_unit_hash": "d2b190f19df538745c231b2d2ccecfa4dec6fdf8a0e2f37df0603de7b7e6d140", "component_budget": { "node_count": 529, "item_count": 529, @@ -8235,184 +8987,202 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35736, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "soft_pair_count": 30, + "serialized_chars": 36843, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous; the soft pairs are mostly unrelated bugs across different models, loaders, tokenizers, and training/runtime paths. No pair looks like a true duplicate or mergeable PR-equivalent change. If a representative issue is needed, the broadest user-facing regression is the Qwen video-input bug.", - "confidence": 0.19, - "canonical_issue_reason": "Issue 44479 is the broadest, most user-facing regression in the set, covering multiple Qwen model variants and a concrete v5.3.0 video-input breakage; the rest are mostly distinct model- or subsystem-specific problems.", + "summary": "This set is heterogeneous: the suggested pairs overlap only at a broad subsystem level (tokenizers, checkpointing, loading, dtype, etc.) but do not describe the same underlying bug or mergeable fix path. No soft-edge duplicate should be accepted.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is justified here; the items span unrelated bugs and regressions across tokenization, model loading, training, inference, and backend behavior.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the best single representative because it describes a concrete regression with clear breadth and impact, even though this cluster does not actually form a coherent duplicate group.", + "best_issue_reason": "No issue is a true global best duplicate representative because the cluster is not a single bug family; at most, some items are broadly similar by area, not by root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Different models and failures: Qwen3-VL-Moe regression vs PPDocLayoutV3 CPU/CUDA divergence." + "reason": "Both are tokenizer regressions, but one is about add_special_tokens/BOS-EOS behavior for mDeBERTa and the other is Granite token ID mapping; different code paths and fixes." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Model-loading failure vs tokenizer error masking when protobuf is missing; different code paths." + "reason": "Both mention dtype/gradient anomalies, but one is an eval-time BF16-to-FP32 embedding change and the other is abnormal gradient growth with ZeRO-3; unrelated root causes." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Video-input regression for Qwen models vs Windows/ROCm import dependency issue." + "reason": "Different failures: missing pad_token_idx in StableLmConfig versus an unexpected _is_hf_initialized argument in init_empty_weights model loading." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "BART generate() UnboundLocalError vs MLflow reporting after failed training; unrelated subsystems." + "reason": "SigLIP2 HF-vs-JAX discrepancy is a model implementation parity issue, while 43844 is a training instability under ZeRO-3; not the same bug." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "GlmMoeDsa second-forward cache crash vs Gemma 4 token-type-id fine-tuning behavior." + "reason": "Both are FP8/accuracy related at a high level, but one is a B200 inference failure and the other is a regression in model accuracy after a Transformers upgrade; different failure modes." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Missing router loss vs AMP/CUDA loss crash; different architectures and failure modes." + "reason": "One is a BEiT legacy-field loading bug and the other is a CPU offload device-mismatch in suno/bark-small; same broad loading/runtime theme only, not the same issue." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the ROCm/Windows distributed import issue." + "reason": "Both are storage/import related TypeErrors, but one is about missing Float8 storage support and the other is a Python 3.13 flash_attn import_utils KeyError." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "DeepSpeed from_pretrained loading bug vs optimizer stepping twice; not the same code-path problem." + "reason": "ImportError for Qwen2.5-VL class availability is unrelated to Float8 storage lookup failures; different modules and fixes." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Warning about tie_word_embeddings vs flash-attention generation failure; different severity and cause." + "reason": "TimesFM window_size attribute handling and RT-DETR feature-level forward errors are separate model-specific bugs." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "SAM3 vision-encoder attribute error vs Qwen3OmniMoe video-input ValueError; different models and stack traces." + "reason": "Unexpected key with position id is a state-dict/model-compat issue, while CLIP text model structure inconsistency is an API/layout change; not the same bug." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Stale cache crash in GlmMoeDsa vs flash_attention AttributeError on s_aux=None." + "reason": "BEiT legacy field loading and BigBirdTokenizer mask-token registration affect different code paths and symptoms." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token bug vs ESM2 model breakage; not the same underlying defect." + "reason": "Both are CI/device-related, but one is a real CPU offload mismatch and the other is a stale GraniteSpeech device override test; the latter is a test issue, not the same bug." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "MPS histogram kernel limitation vs missing chat template on a processor; unrelated errors." + "reason": "A category-count limit error is unrelated to a Transformers upgrade accuracy regression." }, { - "left": "issue:42994", - "right": "issue:47312", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Quantized model saving failure vs kernel version incompatibility; different problem domains." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different problems in different model families." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "DETR cardinality error vs Qwen3.5 variable-length position_ids bug; unrelated model families." + "reason": "dtype mismatches in bfloat16 inference and RT-DETR feature-level shape/type errors are not the same code-path problem." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer loading issue in v5 vs accuracy regression after upgrade; one is load-time, the other behavioral." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription generation failure are distinct generation bugs." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Dummy Conv2d in SAM3 pixel decoder vs model-type warning when instantiating tracker from video config." + "reason": "Qwen3.5 hidden-state output bug and FP8 inference on B200 are unrelated model/runtime issues." }, { - "left": "issue:45412", - "right": "issue:46123", - "accept": false, - "reason": "Memory not released on RT-DETR deletion vs MaskGenerationPipeline dropping partial-batch results." + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior and sinq save/load breakage are different lifecycle bugs, not one underlying defect." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; unrelated failure modes." + "reason": "One is about output_hidden_states behavior; the other is incorrect visual encoder keys on save_pretrained. Different regressions." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch vs a config warning about tie_word_embeddings." + "reason": "A trailing-slash import warning and CUDA OOM on GPT-oss-20b are unrelated." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip on \u2581; unrelated code paths." + "reason": "TorchScript GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are completely different issues." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Isolated reproduction of another issue vs Gemma roundtrip failure; no shared underlying bug shown." + "reason": "Both concern gradient checkpointing, but one is PEFT LoRA ineffectiveness and the other is explicit eval-mode prohibition; not the same underlying bug." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Two warnings, but on different APIs and semantics: embedding tying vs num_return_sequences pagination." + "reason": "Gradient explosion under ZeRO-3 and inability to load Phi-4 multimodal are unrelated." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "MLukeTokenizer AttributeError vs global performance regression after upgrade; different classes of bug." + "reason": "Slow-vs-fast tokenizer inconsistency and Trainer _gpu_broadcast_one NoneType error share no root cause." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "StaticCache return-type contract violation vs LlamaConfig head_dim validation; not the same issue." + "reason": "Extra space after added token is a tokenizer output bug; num_input_tokens_seen not updating is TrainerState accounting." }, { - "left": "issue:46132", - "right": "issue:47145", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "AttentionInterface.register behavior change vs FP8 checkpoint weight_scale omission; different affected components." + "reason": "Missing decorator for apply_rotary_pos_emb registration in Qwen3.5 is unrelated to missing linear_attn tensor-parallel plan entries." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Chat completions API rejection vs tokenizer roundtrip failure; unrelated request/encoding paths." + "reason": "Non-template-node compilation failure and flash_attn import KeyError are unrelated implementation paths." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Multi-GPU inference OOM for Gemma4 31B and PLE device mismatch during forward are distinct issues." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids defaulting and multi-GPU CUDA OOM are not the same bug." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM train-mode unpacking failure and PEFT+DeepSpeed checkpointing errors are different gradient-checkpointing problems with different fix paths." } ] }, @@ -8427,96 +9197,100 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 48, + "review_unit_index": 30, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:28282", - "issue:30990", + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", "issue:39692", + "issue:41720", + "issue:42490", "issue:43065", - "issue:43475", - "issue:43643", - "issue:43646", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", "issue:43701", - "issue:43723", - "issue:43784", - "issue:43994", - "issue:44038", - "issue:44162", - "issue:44188", - "issue:44297", - "issue:44373", - "issue:44623", - "issue:44749", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", "issue:44869", - "issue:44871", - 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"issue:43065|issue:46123", - "issue:43646|issue:44162", - "issue:44623|issue:45656", - "issue:44964|issue:45137", - "issue:43475|issue:46821", - "issue:43475|issue:43643", - "issue:43784|issue:46399", - "issue:39692|issue:46726", - "issue:44373|issue:46851", - "issue:46463|issue:46877", - "issue:44871|issue:46132", - "issue:28282|issue:30990", - "issue:45230|issue:45397", - "issue:45561|issue:47217", - "issue:45375|issue:45478", - "issue:46877|issue:47000", - "issue:44038|issue:44623", - "issue:44188|issue:46851", - "issue:45310|issue:45375", - "issue:44869|issue:45356", - "issue:43723|issue:46326" + "issue:45588|issue:46050", + "issue:43493|issue:43701", + "issue:44849|issue:47145", + "issue:43937|issue:46701", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:37428|issue:43957", + "issue:44554|issue:45446", + "issue:43295|issue:43450", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44869|issue:46752", + "issue:29942|issue:30333", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:45406|issue:46121", + "issue:43540|issue:45200", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:44186|issue:46192", + "issue:43572|issue:43957", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:29870|issue:29942", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192" ], - "prepared_review_unit_hash": "2a1b3db81d83713d3740d56fe2c465538aa57b1a4c2db8c8c93e9b66372361dc", + "prepared_review_unit_hash": "490301c25b9e881f0035de9a715b8447b97c01b80d70984fc0d9d5b6d155c0c5", "component_budget": { "node_count": 529, "item_count": 529, @@ -8528,339 +9302,220 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36361, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 49, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:30333", - "issue:30990", - "issue:33290", - "issue:35141", - "issue:36010", - "issue:41628", - "issue:42175", - "issue:42371", - "issue:42673", - "issue:42831", - "issue:42898", - "issue:43232", - "issue:43278", - "issue:43673", - "issue:43704", - "issue:43784", - "issue:43824", - "issue:43873", - "issue:43976", - "issue:44038", - "issue:44222", - "issue:44351", - "issue:44496", - "issue:44568", - "issue:44661", - "issue:44743", - "issue:44792", - "issue:44843", - "issue:44857", - "issue:44933", - "issue:44945", - "issue:45081", - "issue:45092", - "issue:45103", - "issue:45137", - "issue:45310", - "issue:45405", - "issue:45406", - "issue:45561", - "issue:45593", - "issue:45712", - "issue:45753", - "issue:46202", - "issue:46701", - "issue:46877", - "issue:47059", - "issue:47068", - "issue:47085" - ], - "soft_pairs": [ - "issue:43232|issue:43673", - "issue:41628|issue:44933", - "issue:43873|issue:44945", - "issue:36010|issue:41628", - "issue:42371|issue:45092", - "issue:44661|issue:47059", - "issue:43278|issue:45137", - "issue:45081|issue:45103", - "issue:44857|issue:46877", - "issue:45406|issue:46202", - "issue:45593|issue:46877", - "issue:44038|issue:45310", - "issue:46202|issue:46701", - "issue:41628|issue:44351", - "issue:44222|issue:45310", - "issue:43232|issue:44792", - "issue:44945|issue:45753", - "issue:42175|issue:44933", - "issue:45561|issue:47059", - "issue:30333|issue:33290", - "issue:45405|issue:46877", - "issue:42831|issue:44222", - "issue:44743|issue:47068", - "issue:42898|issue:44568", - "issue:43784|issue:43824", - "issue:42175|issue:45712", - "issue:43976|issue:44933", - "issue:44496|issue:45561", - "issue:42673|issue:43704", - "issue:30990|issue:35141", - "issue:44568|issue:47085", - "issue:44843|issue:47085" - ], - "prepared_review_unit_hash": "ec05bc4977c2ae8e911c477655705fa34c0a8b3d05dbc581b2cccd505868c593", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37245, - "estimated_input_tokens": 9312, - "estimated_eval_tokens": 18880 + "soft_pair_count": 33, + "serialized_chars": 37738, + "estimated_input_tokens": 9435, + "estimated_eval_tokens": 19126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; the soft pairs are near-misses across different bug classes (imports, generation, quantization, tokenizers, vision, and training/runtime issues). I found no confident duplicate issues to merge.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43873 is the strongest anchor: it is open, detailed, and highly discussed with multiple inbound references, while most other items are either clearly different bugs or only superficially similar.", + "summary": "This cluster is mostly heterogeneous model-specific bugs that only look superficially similar. I found no soft-edge pair that is safe to merge as the same underlying bug/change; the best representative issue is the broad multimodal processor/tokenizer regression in 43295, but it is still not a duplicate of the others.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43295 is the broadest and most central item here: a v4.57.5 regression around multimodal processor/tokenizer behavior, which overlaps thematically with several nearby processor/model-loading reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue for this cluster because it is the most actionable and well-specified active bug report; the rest are too disparate to serve as the canonical duplicate target.", + "best_issue_reason": "issue:43295 is the clearest hub issue for the cluster\u2019s recurring processor/tokenizer regression theme, and it is the most plausible single triage anchor even though the cluster is not actually one duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Both are generation/cache-related, but one is about _update_model_kwargs_for_generation after sync_gpus and the other about missing cache during chunked_prefill; different failure points." + "reason": "Both involve quantization/offloading-adjacent behavior, but one is a flash-attention sinkless-model crash and the other is a save/load issue for sinq checkpoints; different failure modes and fixes." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Both involve imports, but one is a missing AutoImageProcessor export from transformers and the other is a bad import from image_utils; not the same bug." + "reason": "SigLIP2 implementation discrepancy is a model-specific correctness issue, while resume_from_checkpoint key mismatch is checkpoint state handling; unrelated code paths." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44849", + "right": "issue:47145", "accept": false, - "reason": "Quantization offloading behavior and incorrect pipeline-parallel output are different code-path problems." + "reason": "Qwen3.5 hidden-state output bug and FP8 frozen checkpoint weight_scale corruption are different subsystems with different symptoms and remedies." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "Two separate import errors for different symbols and modules; no shared underlying defect is evident." + "reason": "GLM generation config validation and DiffusionGemma image-text pipeline failure are unrelated model/pipeline bugs." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated issues." + "reason": "Both crash in serve, but one is multimodal continuous batching with string/image handling and the other is KV-cache continuation tensor indexing; not the same bug." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "Model-mapping/tokenizer registration failure and a CLI completion regression are unrelated subsystems." + "reason": "Qwen3 auto device mapping cuda assert and DeepSeek accuracy regression after upgrade are different symptoms, different models, and likely different causes." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "A dtype drift between train/eval and a DeepSpeed deque IndexError are unrelated failures." + "reason": "ImportError for a removed flash-attention helper and meta-device loading breakage are both 5.x compatibility issues, but they are distinct import/loading failures." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Mistral regex/tokenizer loading and auto-docstring future-annotations handling are different bugs." + "reason": "MPS attention correctness with mismatched head dims and a PyTorch version gate for AuxRequest are unrelated backend/version issues." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "AMP crash in image loss and docstring lint output at import time are unrelated." + "reason": "Processor/tokenizer regression for custom multimodal code is not the same as batched video processor shape handling." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Processor attribute failure and Gemma token roundtrip failure are different issues in different paths." + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are both SAM3-related, but they target different components and problems." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Missing auxiliary losses in D-FINE and auto_docstring stdout diagnostics are unrelated." + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are unrelated multimodal/model execution issues." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Both mention Qwen MoE models, but one is Qwen3-VL-Moe on transformers 5.0 and the other is Qwen3.5 MoE from_pretrained on >=5.4.0; too different to treat as one bug." + "reason": "Whisper timestamp decoding crash and empty chat-template list IndexError are separate text-processing paths with no shared bug." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Gemma token roundtrip failure and DiffusionGemma pipeline breakage are related only by model family, not the same concrete defect." + "reason": "Flash Attention 2 test failures and MLflow reporting on training failure are unrelated CI/training behaviors." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44977", + "right": "issue:46710", "accept": false, - "reason": "Different missing-export/import-name problems for different symbols." + "reason": "Flash-attention generation breakage in Qwen3.5 is not the same as a post-upgrade accuracy regression in DeepSeek." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "FP8 save_pretrained for moe and Qwen3.5 MoE from_pretrained loading are different phases and likely different fixes." + "reason": "BFloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are separate issues touching different model families and code paths." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Generation kwargs/cache handling and a janus image generation test failure do not match the same bug." + "reason": "flash_attention sinkless-model crash and AutoModelForCausalLM text_config unwrapping are different integration bugs." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Incorrect pipeline-parallel output and Qwen3_5 infinite loop on a specific image are different model/runtime failures." + "reason": "Processor/tokenizer regression is not the same as quantization offloading behavior; one is API breakage, the other is runtime memory placement." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Backend packaging for tensorflow versus a bogus image_utils import are unrelated issues." + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are distinct config-attribute bugs in different models." }, { - "left": "issue:45561", - "right": "issue:47059", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "A pytest-xdist file race and a CLI completion API breakage are unrelated test/runtime problems." + "reason": "Gemma4Processor missing _tokenizer in serve and JSON list handling in rope validation are unrelated regressions." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "MLflow reporting on failed training jobs and OOM with adafactor in deepspeed are different training issues." + "reason": "Qwen3OmniMoe video input processing error and Gemma 4 mm_token_type_ids defaulting are different multimodal input issues with different failure points." }, { - "left": "issue:45405", - "right": "issue:46877", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "PEFT version bump and auto_docstring stdout diagnostics are unrelated." + "reason": "Processor/tokenizer regression and OmDet-Turbo processor/model resolution mismatch are both preprocessing issues, but not the same bug." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and FP8 save_pretrained for moe are both FP8-themed but not the same concrete defect." + "reason": "Batched video processor shape bug and Qwen2-57B-A14B-Instruct TP OOM are unrelated preprocessing vs. memory allocation failures." }, { - "left": "issue:44743", - "right": "issue:47068", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Qwen3.5 recurrent state reset with cache and a host-sync concern in deepspeed loss are unrelated." + "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding are tokenizer-specific, while return_tensors being ignored is a different processor argument propagation bug." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Tokenizer cleanup behavior change in v5 and missing BOS/EOS with add_special_tokens are different tokenizer semantics issues." + "reason": "StableLmConfig pad_token_idx regression and meta-device model loading failures are different config/loading problems." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Both are import failures involving transformers, but they affect different symbols and likely different registration paths." + "reason": "Gemma4 PLE device mismatch during forward and return_tensors being ignored are different processor/model execution bugs." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Missing tensorflow in extras and leftover dummy classes in dummy_pt_objects.py are unrelated packaging/cleanup issues." + "reason": "Bamba torch.compile + SDPA failure and ZeRO-3 gradient growth are both training/runtime issues, but not the same code-path problem." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Python version compatibility and a nonexistent image_utils import are not the same bug." + "reason": "Flash-attention import error and Qwen2.5-VL import error are different symbol/export breakages." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Unrecognized model config and an xdist file race are completely different failures." + "reason": "Python 3.13 flash_attn import warning and tensorflow_text backend mapping error are separate import-layer issues." }, { - "left": "issue:42673", - "right": "issue:43704", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "These share the same title, but without body evidence I still cannot safely assume they are the same concrete VRAM leak/code path." + "reason": "Bart generate decoder_attention_mask bug and Flash Attention 2 test failures are unrelated." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Sentence-transformers loading stalls and embedding reinitialization after resize are unrelated." + "reason": "mm_token_type_ids defaulting and Gemma4 PLE device mismatch affect different stages of the multimodal pipeline." }, { - "left": "issue:44568", - "right": "issue:47085", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer special-token behavior and tokenizer thread-safety are distinct bugs." + "reason": "Local-path trailing slash import warning and SigLIP2 JAX/HF discrepancy are unrelated." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "HF_HUB_OFFLINE breakage in a regex patch and Rust tokenizer thread-safety are different code paths." + "reason": "Both involve multimodal models, but one is a processor/tokenizer regression and the other is a model implementation discrepancy; not mergeable as one fix." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors and return_tensors propagation are different documentation/processor bugs with no shared underlying change." } ] }, @@ -8875,7 +9530,7 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 50, + "review_unit_index": 31, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -8884,86 +9539,87 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:22355", - "issue:27957", - "issue:28282", - "issue:30333", - "issue:34689", - "issue:36331", - "issue:39692", - "issue:42222", - "issue:42673", - "issue:42796", - "issue:42898", - "issue:43116", - "issue:43295", - "issue:43479", - "issue:43723", - "issue:43874", - "issue:44016", - "issue:44060", - "issue:44075", - "issue:44079", - "issue:44186", - "issue:44190", - "issue:44222", - "issue:44295", - "issue:44297", - "issue:44448", - "issue:44568", - "issue:44623", - "issue:44734", - "issue:44779", - "issue:44869", - "issue:45092", - "issue:45103", - "issue:45125", + "issue:28218", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", "issue:45200", - "issue:45310", - "issue:45600", - "issue:45656", - "issue:45812", - "issue:46077", - "issue:46123", - "issue:46231", - "issue:46693", - "issue:46829", - "issue:46909", - "issue:47059", - "issue:47085" + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" ], "soft_pairs": [ - "issue:42898|issue:45812", - "issue:43479|issue:46829", - "issue:44623|issue:45310", - "issue:44186|issue:47085", - "issue:42673|issue:46693", - "issue:43723|issue:44568", - "issue:39692|issue:46909", - "issue:45600|issue:47059", - "issue:44016|issue:46231", - "issue:30333|issue:34689", - "issue:27957|issue:30333", - "issue:42898|issue:44779", - "issue:43479|issue:44869", - "issue:42673|issue:47085", - "issue:42898|issue:43295", - "issue:43479|issue:44079", - "issue:30333|issue:36331", - "issue:42898|issue:44448", - "issue:46077|issue:46123", - "issue:44060|issue:45125", - "issue:22355|issue:28282", - "issue:44295|issue:45656", - "issue:43874|issue:45092", - "issue:42222|issue:45200", - "issue:44734|issue:45103", - "issue:44222|issue:44297", - "issue:44075|issue:46231", - "issue:43116|issue:44190", - "issue:42796|issue:43723" + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:43262|issue:43450", + "issue:45381|issue:46209", + "issue:43975|issue:45520", + "issue:44737|issue:46894", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:43950|issue:46285", + "issue:44561|issue:46234", + "issue:43526|issue:46192", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:45200|issue:46899", + "issue:44610|issue:44857", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:37428|issue:43425", + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:43606|issue:45083" ], - "prepared_review_unit_hash": "6491c2964638a89a5ddb4d640b4839d387a4c210dbdeba0714478551c13d5174", + "prepared_review_unit_hash": "0011af348f7552def2b273863d0032d166663f3ee28daa372e164c896ef93b2f", "component_budget": { "node_count": 529, "item_count": 529, @@ -8973,198 +9629,198 @@ "estimated_eval_tokens": 505916 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35960, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose topical grouping; the soft pairs share broad keywords, but none look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "issue:42898 is the best representative because it is a broad, user-facing v5 tokenizer-behavior regression and sits at the center of several soft-similarity links; the others are narrower, model-specific, or unrelated failures.", + "summary": "This cluster is mostly heterogeneous: the pairs share broad subsystems or similar symptoms, but not the same concrete bug or fixable code path. I found no true duplicate anchor among the issues.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the strongest single issue to anchor the cluster: it is generic, regression-oriented, and closest to the shared tokenizer/v5 theme without being tied to one niche model.", + "best_issue_reason": "issue:43950 is the strongest standalone bug report here: it describes a concrete, reproducible v5 regression in `from_pretrained()` that corrupts non-persistent buffers, with a clear API boundary and broad impact. It is still not a duplicate of the other issues, but it is the best representative issue in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is about `clean_up_tokenization_spaces` behavior and the other is wrong token IDs for Granite models; different code paths and symptoms." + "reason": "Both are Qwen-related, but one is a FineGrainedFP8Config failure and the other is a missing export ImportError for Qwen2.5-VL; different bug and code path." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Different multimodal bugs: one is `Phi4MultimodalConfig` default initialization, the other is `VideoPrismForVideoClassification` returning the wrong tensor in outputs." + "reason": "Both mention missing `pad_token_id`, but they affect different config classes/models (Qwen3-VL vs Llama4) and likely different loaders." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Unrelated failures: missing files from `processor.save_pretrained(...)` versus a Qwen3.5 MoE `from_pretrained` error." + "reason": "Same API surface (`apply_chat_template`), but one is wrong multimodal assistant masks and the other is a crash on tool-call messages with no content; different failures." }, { - "left": "issue:44186", - "right": "issue:47085", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "These both involve tokenizers, but one is a specific LayoutLMv2 NER/padding crash and the other is a global thread-safety regression in fast tokenizers." + "reason": "BF16->FP32 dtype drift in evaluation is unrelated to Qwen3 MoE training memory inefficiency." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Both mention performance/memory, but one is a VRAM leak in Qwen3ForCausalLM with dataloader threads and the other is a FA2 long-context performance regression." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing when `tie_word_embedding=False`." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but they affect different APIs/models: `AutoTokenizer.from_pretrained` loading versus missing BOS/EOS insertion for mdeberta-v3-base." + "reason": "A missing class import and an incorrect detokenization regression are separate issues with different symptoms and fixes." }, { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Both are broken documentation examples, but they are different examples with different failures and no shared underlying bug." + "reason": "Audio chat-template sampling-rate default and batched video shape are different processor bugs." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Completely different breakages: auto-mapping references to removed configs versus a CLI compatibility issue with huggingface_hub 1.22.0." + "reason": "Wrong Qwen2.5-VL vision position IDs is unrelated to FP8 inference failure on B200." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Different docs issues: a notebook syntax error versus a parameter-name mismatch in training docs." + "reason": "Detokenization regression and Python 3.13 `flash_attn` import-key error are unrelated." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "One is MLflow reporting on failed training jobs; the other is a model-loading regression for Llama 3.2 Vision. No shared bug." + "reason": "XLNet CPU-device bug in positional encoding is unrelated to CohereASR training-loss double-shift behavior." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Different subsystems and failures: Flash Attention 2 on XLM-Roberta versus MLflow job reporting." + "reason": "Serialization of `lm_head.weight` by device and LoRA merge collapse with extended vocab are distinct problems." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is about cleanup spacing behavior and the other is Deepseek token IDs being wrong; not the same defect." + "reason": "Tokenizer special-token registration bug and a GraniteSpeech CI test issue do not share the same underlying code defect." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Different multimodal/tokenization bugs: default config initialization versus Whisper word-timestamp decoding crashing on a trailing replacement character." + "reason": "GGUF loading failure and stale `config.dtype` after `from_config(dtype=...)` are different model-loading regressions." }, { - "left": "issue:42673", - "right": "issue:47085", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "A model VRAM leak in multi-threaded dataloading is not the same as fast tokenizers becoming non-thread-safe." + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save/tokenization failure are different speech-model issues." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Both are v5 regressions around tokenization/processor behavior, but one concerns cleanup spaces while the other is processor.tokenizer access and passing images to tokenizer." + "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to CLIP text-model structure inconsistencies." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "These are unrelated: multimodal config initialization versus `ModelOutput` key assignment when a prior value was `None`." + "reason": "Both involve import-utils symbols, but they are different removed/missing availability helpers with separate callers and fixes." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "Different training bugs: MLflow not reporting on failure versus `compute_loss()` receiving an unexpected `num_items_in_batch` argument." + "reason": "BEiT fast image label reduction and `return_tensors` being ignored in text kwargs are unrelated preprocessing bugs." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Both involve v4/v5 behavior differences, but the underlying bugs are distinct: tokenizer cleanup spaces versus Pegasus output differences." + "reason": "DAC latent reconstruction mismatch is unrelated to a GraniteSpeech stale device-override CI failure." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Both are about generation logic, but one is incorrect bidirectional attention masking and the other is a batching/control-flow bug in `MaskGenerationPipeline`." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure are different model/runtime bugs." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Both are Qwen3-family issues, but one is a bad tied-weights warning and the other is a missing tensor-parallel plan; different code paths." + "reason": "Gemma4 `mm_token_type_ids` defaulting and Qwen2.5-VL temporal position scaling are separate multimodal bugs." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Both are import-related errors, but one is missing `transformers.onnx` and the other is missing PyTorch for AutoModel; they are not the same issue." + "reason": "Perceiver non-default-resolution failure and RT-DETR memory not releasing are unrelated model-behavior bugs." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Unrelated bugs: reading a registered `position_ids` buffer versus optimizer `step()` being called twice with deepspeed." + "reason": "Gemma4 text-only fine-tuning defaults are unrelated to unsafe dtype casting in quantized audio/vision embedders." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Both concern multimodal model loading, but one is a missing image-processor method and the other is remote-code checkpoint incompatibility with meta initialization." + "reason": "Incorrect processor output size and an AMP/CUDA crash in LwDetrImageLoss are different bugs." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Different model-specific issues: broken vitpose models versus Gemma 4 requiring `mm_token_type_ids` defaulting for text-only fine-tuning." + "reason": "Both are Gemma4-related, but one is about missing text-only defaults and the other about quantized embedder dtype casting; not the same fix." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Completely different crashes: serving KV-cache continuation tensor indexing versus auto_docstring handling of `from __future__ import annotations`." + "reason": "Qwen3 auto device-mapping CUDA assert and FP8 inference on B200 are different hardware/runtime issues." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is tokenizer config metadata; different artifacts and failures." + "reason": "A missing flash-attention helper import and a Torch 2.10 incompatibility report are not the same bug." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Optimizer argument handling is unrelated to a documentation parameter-name mismatch." + "reason": "DAC latent mismatch and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Different example scripts and failures: multi-label classification returning empty results versus local dataset loading in image classification." + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration bug are unrelated." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Different tokenizer problems: BPE marker handling for Ministral versus `AutoTokenizer.from_pretrained` loading issues in v5." + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are different code paths and failures." } ] }, @@ -9179,7 +9835,7 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 51, + "review_unit_index": 32, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -9188,87 +9844,83 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:30990", + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", "issue:38175", - "issue:41628", - "issue:42757", - "issue:42831", - "issue:43122", - "issue:43232", - "issue:43475", - "issue:43479", + "issue:42490", + "issue:43335", + "issue:43388", "issue:43504", - "issue:43644", - "issue:43723", - "issue:44190", - "issue:44222", - "issue:44263", - "issue:44295", - "issue:44297", - "issue:44327", - "issue:44360", - "issue:44373", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", "issue:44448", - "issue:44484", - "issue:44485", - "issue:44623", - "issue:44933", - "issue:44977", - "issue:45071", - "issue:45092", - "issue:45245", - "issue:45310", - "issue:45405", - "issue:45656", - "issue:45712", - "issue:45834", - "issue:46082", - "issue:46132", - "issue:46209", - "issue:46305", - "issue:46369", + "issue:44466", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46285", + "issue:46326", "issue:46424", "issue:46431", - "issue:46614", - "issue:46762", - "issue:46909", - "issue:46932", - "issue:47059", - "issue:47276" + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" ], "soft_pairs": [ - "issue:45405|issue:45712", - "issue:44448|issue:46132", - "issue:44297|issue:45656", - "issue:42831|issue:44623", - "issue:44222|issue:44623", - "issue:43479|issue:43644", - "issue:44933|issue:45712", - "issue:45245|issue:46132", - "issue:46209|issue:46431", - "issue:44373|issue:44485", - "issue:44297|issue:45310", - "issue:43122|issue:46209", - "issue:41628|issue:42757", - "issue:43723|issue:44977", - "issue:43232|issue:47276", - "issue:43504|issue:47059", - "issue:45071|issue:46082", - "issue:46614|issue:46932", - "issue:44222|issue:44484", - "issue:44360|issue:46762", - "issue:43475|issue:46305", - "issue:44295|issue:44623", - "issue:30990|issue:38175", - "issue:43232|issue:45834", - "issue:44263|issue:45092", - "issue:44190|issue:46082", - "issue:44327|issue:47059", - "issue:44263|issue:44373", - "issue:46369|issue:46909", - "issue:43232|issue:46424" + "issue:44792|issue:45563", + "issue:44857|issue:45593", + "issue:43827|issue:43901", + "issue:28282|issue:33357", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:29942|issue:32090", + "issue:38175|issue:45412", + "issue:43335|issue:43504", + "issue:44206|issue:45584", + "issue:43550|issue:44112", + "issue:43611|issue:44466", + "issue:46424|issue:46858", + "issue:44855|issue:45083", + "issue:43388|issue:43526", + "issue:43335|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:43606", + "issue:37428|issue:44351", + "issue:42490|issue:43854", + "issue:45520|issue:46170", + "issue:44448|issue:44743", + "issue:44617|issue:46697", + "issue:46431|issue:46566", + "issue:45290|issue:46326", + "issue:34689|issue:35141" ], - "prepared_review_unit_hash": "fa584fb50e2e82a8c9ace64253e6a947d42dbbdd62615b3e2c3123641af8b2a2", + "prepared_review_unit_hash": "c68d4cde35337ebb127e16edc611eb6e8207b3b0c9b1612b3fd3f0a68e3a43a6", "component_budget": { "node_count": 529, "item_count": 529, @@ -9280,202 +9932,178 @@ "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35739, - "estimated_input_tokens": 8935, - "estimated_eval_tokens": 18126 + "soft_pair_count": 26, + "serialized_chars": 35355, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous; the soft pairs share superficial keywords but not the same underlying bug or change, so I would reject all of them and not nominate a single canonical issue.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These items are not a duplicate cluster in any strong sense: they span unrelated bugs across loading, docs, cache, preprocessing, training, and model-specific regressions. All soft pairs should be rejected; the closest thing to a representative issue is a broad model-loading regression, but it still doesn\u2019t subsume the rest.", + "confidence": 0.94, + "canonical_issue_reason": "No real duplicate hub is present. If forced to choose an anchor, issue:43611 is the broadest cross-model loading regression, but it does not cover the heterogeneous rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue:43611 is the most representative single bug in the set because it is a general v5 loading regression affecting model instantiation, but the cluster is still too heterogeneous to treat it as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "One is a dependency version pinning complaint; the other is a cleanup bug in dummy PT objects. No shared code path." + "reason": "Different failures: a Janus image-generation test vs a stale paging warning in generation; not the same code path." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Different failures: Pegasus output regression vs. AttentionInterface.register changing callable behavior." + "reason": "AMP/CUDA loss crash in LwDetrImageLoss versus missing auxiliary losses in D-FINE; separate training bugs." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to a deepspeed double optimizer-step issue." + "reason": "Both are docs regressions, but they target different APIs and pages: pipeline() removals vs return_all_scores." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "FP8 accuracy regression and missing processor save files are separate save/load problems." + "reason": "Missing PyTorch import error and a MacOS bus error on CLIP loading are unrelated runtime/env failures." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Both mention saving, but one is FP8 MoE serialization and the other is processor file export. Different bugs." + "reason": "Stale config.dtype after from_config versus a TimesFM window_size AttributeError; different configuration bugs." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Config default initialization with None is not the same as non-persistent buffer junk in v5." + "reason": "Composite Qwen text_config unwrapping and CLIP text-model structure mismatch are different model-family loading issues." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "An import/export symbol issue in image_utils does not match dummy class cleanup." + "reason": "FlashAttention2 test failures and a Trainer NoneType broadcast error are distinct failures in different subsystems." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Category cardinality error and attention registration behavior are unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory retention are unrelated inference vs lifecycle bugs." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "FP8 inference on B200 and missing chat template errors involve different subsystems and failure modes." + "reason": "Sparse-layer construction in SwitchTransformers and legacy-field loading in BEiT are different initialization/load issues." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "A wrong docstring is not the same as a RoPE implementation discussion." + "reason": "Unsupported center arg in LasrFeatureExtractor and Whisper empty-transcription handling are separate preprocessing/generation bugs." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is distinct from Qwen3.5 from_pretrained failures." + "reason": "torch.compile+SDPA failure in Bamba and a stale GraniteSpeech CI override test are not the same underlying problem." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:43611", + "right": "issue:44466", "accept": false, - "reason": "Tokenization drift across versions is unrelated to FP8 inference on B200." + "reason": "Base-model-prefix loading regression and inconsistent lm_head serialization are different model-loading/serialization bugs." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages." + "reason": "Quantized-cache max length handling and device-tensor seq_length arithmetic breakage are cache-related but distinct code-path bugs." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are separate problems." + "reason": "Python 3.13 import parse error in DebertaV2Model and qwen3_omni_moe feature-length behavior are unrelated." }, { - "left": "issue:43232", - "right": "issue:47276", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "A generation state bug is not the same as a misleading warning message in continuous batching." + "reason": "Both involve labels, but one is metric gathering truncation and the other is BeitImageProcessorFast reduce_labels behavior." }, { - "left": "issue:43504", - "right": "issue:47059", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Legacy field loading for BEiT segmentation is unrelated to huggingface_hub CLI test breakage." + "reason": "SwitchTransformers sparse-layer bug and GraniteSpeech device-override CI failure are unrelated." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "These are both config-related, but one is typing validation and the other is explicit head_dim acceptance logic." + "reason": "SwitchTransformers config bug and qwen3_omni_moe helper behavior are different model issues." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:43335", + "right": "issue:43606", "accept": false, - "reason": "Stale phonemizer language state and Gemma4 dtype casting are different model-specific bugs." + "reason": "Sparse-layer creation and Bark CPU-offload device mismatch are separate bugs." }, { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "A save_pretrained FP8 bug and a question about max_shard_size are not the same issue." - }, - { - "left": "issue:44360", - "right": "issue:46762", - "accept": false, - "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are unrelated." - }, - { - "left": "issue:43475", - "right": "issue:46305", - "accept": false, - "reason": "SAM3 missing attribute and Moonshine off-by-one masking are different code paths." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "position_ids buffer access error does not match processor save_pretrained missing files." - }, - { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Stuck loading Sentence Transformers and zero probabilities for siglip2 are different model issues." + "reason": "Missing flash-support import and missing HybridCache import are both import errors but for different symbols and fixes." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Generation sync_gpus behavior and long OCR input index errors are unrelated." + "reason": "Trailing-slash import warning and GLM-4.7-Flash loading failure are not the same issue." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "A torch.split result issue in the DSA indexer is not the same as remote-code checkpoint meta-init incompatibility." + "reason": "flash_attn KeyError on Python 3.13 and Windows ROCm torch.distributed dependency problems are unrelated environment/import bugs." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Local dataset loading and LlamaConfig head_dim validation are different failures." + "reason": "Pegasus output differences and recurrent-state reset with cache are different model-behavior regressions." }, { - "left": "issue:44327", - "right": "issue:47059", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "QA top-k bounds errors are unrelated to CLI completion breakage." + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated performance vs preprocessing bugs." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "DSA indexer tensor-splitting and a docstring fix do not share an underlying bug." + "reason": "Missing chat template error and meta-device weight placement with device_map='auto' are different loading/preprocessing failures." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "SAM3 memory overflow and a broken documentation example are unrelated." + "reason": "Tool-call empty-content chat-template crash and mistral_common continue_final_message behavior are related broadly, but not the same concrete bug." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Generation sync_gpus handling and cache max length semantics are different subsystems." + "reason": "Llama 3.2 Vision loading regression and post_init reinitializing embeddings after resize are different bugs in different code paths." } ] }, @@ -9490,7 +10118,7 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 52, + "review_unit_index": 33, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -9499,85 +10127,86 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:22355", + "issue:10000", + "issue:15354", + "issue:26413", "issue:27957", "issue:28218", - "issue:39401", - "issue:41628", - "issue:42796", - "issue:42831", - "issue:42886", - "issue:42907", - "issue:43066", - "issue:43122", - "issue:43408", - "issue:43576", - "issue:43644", - "issue:43756", - "issue:43784", - "issue:43824", - "issue:43986", - "issue:44038", - "issue:44060", - "issue:44188", - "issue:44261", - "issue:44263", - "issue:44279", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:44112", + "issue:44206", "issue:44360", - "issue:44373", - "issue:44483", - "issue:44568", - "issue:44829", - "issue:44964", - "issue:45092", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", "issue:45310", - "issue:45357", - "issue:45381", - "issue:45406", - "issue:45600", - "issue:45753", - "issue:46002", - "issue:46050", - "issue:46305", - "issue:46328", - "issue:46369", - "issue:46402", - "issue:46655", - "issue:46726", - "issue:47059", - "issue:47217" + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:47000" ], "soft_pairs": [ - "issue:22355|issue:27957", - "issue:43986|issue:46726", - "issue:42907|issue:46050", - "issue:46305|issue:46655", - "issue:44279|issue:46328", - "issue:45092|issue:45357", - "issue:42831|issue:45310", - "issue:45381|issue:46305", - "issue:43408|issue:46402", - "issue:44263|issue:44360", - "issue:41628|issue:43824", - "issue:42831|issue:44038", - "issue:44964|issue:47059", - "issue:22355|issue:28218", - "issue:44829|issue:46002", - "issue:44261|issue:45092", - "issue:44483|issue:45406", - "issue:43576|issue:43784", - "issue:43784|issue:45600", - "issue:44188|issue:44373", - "issue:42831|issue:45753", - "issue:43644|issue:46305", - "issue:39401|issue:44568", - "issue:43986|issue:47217", - "issue:42796|issue:43122", - "issue:43756|issue:44060", - "issue:43408|issue:46369", - "issue:42886|issue:43066" + "issue:45588|issue:45859", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:39692|issue:44493", + "issue:44514|issue:44521", + "issue:44206|issue:45823", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:10000|issue:15354", + "issue:43278|issue:43825", + "issue:44857|issue:45072", + "issue:45310|issue:45478", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:38175|issue:44493", + "issue:43550|issue:45083", + "issue:26413|issue:31501", + "issue:27957|issue:34689", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:29942|issue:35141", + "issue:45593|issue:47000", + "issue:44360|issue:44561", + "issue:29870|issue:32090" ], - "prepared_review_unit_hash": "0750d59c7863737ef0adb01352b8a90dac2fbba12d866191e26a9cd01ea116ef", + "prepared_review_unit_hash": "08d979b6f659a82cc28060a59497e5c067e1c0655dc0c9e7f558281bbec06b00", "component_budget": { "node_count": 529, "item_count": 529, @@ -9587,199 +10216,202 @@ "estimated_eval_tokens": 505916 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35343, - "estimated_input_tokens": 8836, - "estimated_eval_tokens": 17928 + "serialized_chars": 36093, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated regressions across tokenization, multimodal processing, model save/load, and dependency/version breakage. No soft pair looks like a safe duplicate merge, and there isn\u2019t a single coherent canonical issue for the whole set.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The cluster is mostly a set of unrelated transformer bugs; only the two Qwen3.5-Moe from_pretrained reports are clear duplicates. The rest share broad subsystems at most, but not the same concrete failure mode.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45310 is the earlier and more substantive report of the exact Qwen3.5-Moe from_pretrained regression; issue:45478 is a near-identical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45310 is the best canonical issue because it captures the same concrete bug as its duplicate and appears to be the original report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Different failure modes and subsystems: ONNX import/package resolution vs Flash Attention 2 support for XLM-Roberta." + "reason": "Both touch attention/MIoE-adjacent code, but one is a flash-attention crash and the other is a CPU-offload incompatibility in a different path." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Both involve AutoProcessor error handling when vision backends are missing, but one is a video-model/torchvision case and the other is a generic unrecognized-image-processor report; not clearly the same bug." + "reason": "DAC.from_latents vs position-id key warnings are unrelated failure modes." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Both are save/load problems for quantized models, but they involve different quantization paths and symptoms, so this is too broad to treat as one issue." + "reason": "Docs-example errors and BeitImageProcessorFast label reduction are different bugs in different components." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Both mention off-by-one-ish video-related behavior, but one is a MoonshineStreaming attention mask bug and the other is a SmolVLM padding calculation issue." + "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss AMP/CUDA crashes." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "No shared underlying bug: a generic dependency issue vs a performance optimization in SequenceFeatureExtractor.pad." + "reason": "A clearer LayoutLMv3 error message is not the same issue as a Trainer broadcast TypeError." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Both touch multimodal model save/load behavior, but one is meta-init compatibility for old InternVL2 checkpoints and the other is incorrect visual-encoder keys on save_pretrained; different code paths." + "reason": "SigLIP2 docs example issues do not match the unexpected position-id key regression." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Unrelated: FineGrainedFP8 accuracy regression vs a Qwen3.5 MoE from_pretrained error." + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input while the other returns wrong assistant masks; not the same concrete bug." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Both are sequence-position/windowing issues, but they affect different models and different mechanisms; not the same bug." + "reason": "Unsupported center arg in an extractor and a Gemma4 device mismatch are unrelated." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Both are SAM3-related, but one is a model-type warning and the other is missing text-encoder weights on load; different failures." + "reason": "Tokenizer spacing after added tokens is unrelated to a GPU broadcast NoneType error." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Same broad DSA/indexer area, but one is about torch.split return handling and the other is a missing ReLU; not the same concrete bug." + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different export/compatibility problems." + "reason": "BitNet packed-weight loading and a GraniteSpeech stale-device CI test are different bugs." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Different regressions: FP8 accuracy vs Qwen3-VL-Moe from_pretrained failure." + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are separate model/tokenizer issues." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Completely unrelated: model loading failure vs a huggingface_hub CLI incompatibility." + "reason": "German DistilBertModel issue and torch.jit.script generator-expression export failure are unrelated." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "No module import problem vs tokenizer spacing after added tokens; no shared underlying bug." + "reason": "Embedding dtype drift in evaluation is unrelated to pipeline translation-task messaging." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Different model-training failures: flash_attention_3 degeneracy vs NaNs at checkpoint/init in classification heads." + "reason": "Both are dtype-related, but they affect different models and code paths with different symptoms." }, { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "One is an MLA layernorm epsilon precision bug; the other is a checkpoint/meta-initialization compatibility issue." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact Qwen3.5-Moe from_pretrained error on transformers>=5.4.0; clearly duplicate reports of the same bug." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Unrelated: chat-completions request rejection vs Gemma4Processor missing _tokenizer in serve." + "reason": "Trainer broadcast TypeError and MacOS bus error on CLIP loading are not the same underlying problem." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "CLI env command breakage and a sentence-transformers import NameError are different problems." + "reason": "Local-path slash import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Import-time NameError vs auto_mappings referencing removed configs; same package area, different concrete failures." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms in different models." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring fix for position_ids." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe helper behavior." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Different bugs: FP8 accuracy regression vs Qwen3.5 infinite loop on a specific image." + "reason": "Both are training-flow issues, but one is a resume_from_checkpoint epoch_iterator failure and the other is training not starting; too different to merge." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Non-persistent buffer initialization junk vs a MoonshineStreaming sliding-window off-by-one; unrelated." + "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 Vision model loading are unrelated." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors (offset mapping vs BOS/EOS insertion)." + "reason": "LoRA/extended-vocab collapse and category-limit runtime error are different bugs." }, { - "left": "issue:43986", - "right": "issue:47217", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "AutoProcessor missing-backend crash vs VL model failure when image placeholder is in user text; different code paths." + "reason": "Tokenizer exception masking and a missing import_utils helper are unrelated." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Both concern tokenization changes, but one is a model-specific BPE-marker bug and the other is a broad version-to-version tokenization drift report." + "reason": "Failing FA2 tests and embedding reinitialization after resize are different code-path problems." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "Unrelated model-specific issues: RoPE-layer dropping vs an incorrect tied-weights warning in Qwen3-Next." + "reason": "Missing auxiliary losses in D-FINE and RTDetrLoss infeasible cost-matrix crashes are not the same bug." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Both are SAM3-related, but one is a type-mismatch warning and the other is a memory overflow when calling sam3-litetext." + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Offline cache loading failure vs wrong tokenizer decoder type in Transformers v5; different bugs." + "reason": "BART generate decoder_attention_mask assignment bug is unrelated to the Trainer GPU broadcast NoneType error." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the Qwen3.5-Moe pair (issue:45310 / issue:45478) has identical titles and very similar bodies, so treating them as duplicates is conservative. The remaining soft-edge decisions also stay conservative and are supported by the packet\u2019s distinct titles/symptoms, with no obvious overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9787,98 +10419,97 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 53, + "review_unit_index": 34, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:22355", - "issue:27957", - "issue:29159", - "issue:30990", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", "issue:33357", - "issue:39379", - "issue:39401", - "issue:41628", - "issue:42371", - "issue:42757", - "issue:42886", - "issue:42907", - "issue:42994", - "issue:43122", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", "issue:43329", - "issue:43408", - "issue:43452", - "issue:43475", - "issue:43540", - "issue:43646", - "issue:43824", - "issue:43937", - "issue:43976", - "issue:44038", - "issue:44117", - "issue:44263", - "issue:44295", - "issue:44297", - "issue:44351", - "issue:44360", - "issue:44485", - "issue:44488", - "issue:44521", - "issue:44625", - "issue:44704", - "issue:44829", - "issue:44945", - "issue:44964", - "issue:45216", - "issue:45278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", "issue:45290", "issue:45381", - "issue:45478", - "issue:46002", - "issue:46172", - "issue:46326", - "issue:46909", - "issue:47059" + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858", + "issue:47276" ], "soft_pairs": [ - "issue:42757|issue:45278", - "issue:39379|issue:46172", - "issue:42886|issue:42994", - "issue:45381|issue:46909", - "issue:27957|issue:30990", - "issue:43540|issue:46909", - "issue:43646|issue:46002", - "issue:44295|issue:44297", - "issue:30990|issue:33357", - "issue:42907|issue:44964", - "issue:43329|issue:47059", - "issue:44625|issue:44829", - "issue:39401|issue:44488", - "issue:43122|issue:46326", - "issue:43976|issue:44945", - "issue:41628|issue:45278", - "issue:42907|issue:44945", - "issue:39401|issue:44521", - "issue:44117|issue:44704", - "issue:22355|issue:29159", - "issue:43122|issue:44521", - "issue:42371|issue:44263", - "issue:44704|issue:45290", - "issue:42907|issue:43937", - "issue:44038|issue:44297", - "issue:43408|issue:43475", - "issue:42907|issue:43452", - "issue:43824|issue:44351", - "issue:44038|issue:44295", - "issue:44360|issue:44485", - "issue:45216|issue:45478" + "issue:37428|issue:42175", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:29870|issue:33290", + "issue:44464|issue:46424", + "issue:44448|issue:44977", + "issue:32090|issue:33290", + "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:43257|issue:43299", + "issue:40444|issue:43526", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:42490|issue:43873", + "issue:44530|issue:47276", + "issue:44561|issue:44779", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:43381|issue:43701", + "issue:43873|issue:45229", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:44186|issue:45198", + "issue:46421|issue:46858", + "issue:43278|issue:43575", + "issue:29942|issue:30064", + "issue:44361|issue:45198" ], - "prepared_review_unit_hash": "15667c6a87ad9239d6b8badce1d83343f4e142b55d1d0178ccb74f27726a963d", + "prepared_review_unit_hash": "3b084f6d2ce5e8787caa441629755c24aee575a7229d75fde09a3c818452a5a1", "component_budget": { "node_count": 529, "item_count": 529, @@ -9890,297 +10521,202 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36474, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 54, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:22355", - "issue:29127", - "issue:36296", - "issue:38617", - "issue:39379", - "issue:39401", - "issue:42175", - "issue:42222", - "issue:42673", - "issue:42757", - "issue:42898", - "issue:43066", - "issue:43116", - "issue:43122", - "issue:43232", - "issue:43278", - "issue:43493", - "issue:43611", - "issue:43937", - "issue:43976", - "issue:44038", - "issue:44188", - "issue:44222", - "issue:44351", - "issue:44483", - "issue:44485", - "issue:44625", - "issue:44779", - "issue:44938", - "issue:44945", - "issue:44995", - "issue:45072", - "issue:45200", - "issue:45278", - "issue:45357", - "issue:45446", - "issue:45478", - "issue:45753", - "issue:46002", - "issue:46172", - "issue:46231", - "issue:46328", - "issue:46614", - "issue:46697", - "issue:46762", - "issue:46877", - "issue:47217", - "issue:47312" - ], - "soft_pairs": [ - "issue:44038|issue:44222", - "issue:46172|issue:46762", - "issue:43122|issue:44779", - "issue:43116|issue:45200", - "issue:22355|issue:29127", - "issue:39401|issue:46614", - "issue:43278|issue:44945", - "issue:42175|issue:44938", - "issue:42757|issue:44351", - "issue:42222|issue:47312", - "issue:36296|issue:43116", - "issue:39379|issue:43232", - "issue:43493|issue:45753", - "issue:44188|issue:46328", - "issue:43976|issue:45446", - "issue:46231|issue:46877", - "issue:44483|issue:47217", - "issue:42898|issue:46614", - "issue:43611|issue:46002", - "issue:38617|issue:45278", - "issue:42673|issue:45072", - "issue:45357|issue:45478", - "issue:44625|issue:46002", - "issue:43066|issue:44779", - "issue:44995|issue:46697", - "issue:43937|issue:44485" - ], - "prepared_review_unit_hash": "07b2cfa45879d411a3f31ac15337c864753028525c10d6383729535de1c335d5", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - 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I would not merge any of the soft pairs as duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across tokenization, model-specific behavior, import errors, and environment/version compatibility.", + "summary": "The set is a collection of mostly unrelated Transformers issues; none of the soft pairs look like the same underlying bug closely enough to merge. The strongest cluster representative is the actively discussed quantization/offloading issue.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 has the strongest signal as a representative: highest discussion/inbound activity in the set, a concrete reproducible failure, and broad enough scope to serve as the cluster label.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update\u201d), but it still does not represent the rest of the heterogeneous cluster well.", + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is well-scoped, actively discussed, and likely to attract/anchor related reports about offloading and quantization behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Both mention MoE/Qwen-related problems, but one is a from_pretrained/load issue and the other is about FP8 save_pretrained behavior." + "reason": "Different problems: one is a missing private flash-attention utility import, the other is TensorFlow not being included in a torch-only install." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Both are numerical/behavioral model bugs, but they concern different models and different attention/code paths." + "reason": "Different failure modes: evaluation dtype drift for embeddings vs a multimodal token-counting bug in a video branch." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and describe different failure modes." + "reason": "Both involve multimodal/chat flows, but one is a crash on assistant tool-call messages and the other is incorrect video vision position IDs; not the same bug." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "These are unrelated: one is an example-script classification bug, the other is a Gemma 4 multimodal input/config requirement." + "reason": "Different root causes and surfaces: BART generate() decoder mask initialization vs DeepSpeed Adafactor OOM." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "One is a missing module import; the other is an error-message clarity issue in a specific processor path." + "reason": "Both mention cache behavior, but one is inconsistent outputs with compiled forward chunked generation, while the other is a cache-length config being honored only for quantized cache." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Both are tokenizer-related, but one is an offset_mapping bug and the other is stale language state in a phonemizer backend." + "reason": "Different model/regression: Pegasus output differences across v4/v5 vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different issues: trainer broadcast TypeError with NoneType vs memory OOM from Adafactor in DeepSpeed." }, { "left": "issue:43278", - "right": "issue:44945", + "right": "issue:43381", "accept": false, - "reason": "These are different problems: dtype drift between train/eval versus incorrect output under pipeline parallelism." + "reason": "One is a dtype mismatch during eval; the other is gradient checkpointing disallowed in eval mode. Related theme, not same bug." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Both are environment/import compatibility complaints, but they are about different Python/backend version issues." + "reason": "Unrelated: pipeline top_k output nesting change vs trainer GPU broadcast TypeError." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols from different packages and likely different regressions." + "reason": "Related to Qwen3/MoE loading, but one is an accelerate+deepspeed weight conversion issue and the other is a v5 loading regression; too distinct to merge." }, { - "left": "issue:42222", - "right": "issue:47312", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "These are completely unrelated: broken ViTPose models versus a kernels compatibility issue." + "reason": "Different components and symptoms: multimodal finetuning with multiple images per prompt vs BeitImageProcessorFast label reduction bug." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Tensor parallel training and example-script multi-label classification are unrelated issues." + "reason": "Both are multimodal/video-related, but one crashes on chat template tool calls while the other is a video processor padding bug." }, { - "left": "issue:39379", - "right": "issue:43232", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Both touch generation-adjacent code, but they describe different bugs in different functions/code paths." + "reason": "Different import/runtime failures: Python 3.13 IndentationError in DebertaV2Model vs Qwen3.5 kernel registration missing decorator." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Different models and failures: SigLIP2 numerical discrepancy versus a Qwen3_5 infinite-loop case." + "reason": "Both involve save/load behavior, but one loses custom token IDs in config and causes generation IndexError, while the other loads the wrong custom module after save_pretrained." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Attention-kernel divergence and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Different bugs: flash-attention generation failure for Qwen3.5 vs multi-GPU CUDA OOM for Gemma4 31B." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "These are version-compatibility issues in different layers (Python support vs PyTorch import gating), not the same bug." + "reason": "Different tokenizer/input issues: wrong token IDs from AutoTokenizer regression vs return_tensors being ignored when text_kwargs is passed explicitly." }, { - "left": "issue:46231", - "right": "issue:46877", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "One is a documentation parameter-name mismatch; the other is import-time stdout lint noise." + "reason": "Different loading/path warning issue vs quantization offloading not working as expected; no shared code-path bug." }, { - "left": "issue:44483", - "right": "issue:47217", + "left": "issue:44530", + "right": "issue:47276", "accept": false, - "reason": "Both involve request/input handling, but one is an API endpoint acceptance issue and the other is a VL placeholder placement bug." + "reason": "Different problems: PagedAttentionCache crashing on invalid group type vs a misleading synced_gpus warning message." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer cleanup behavior and stale phonemizer language state are different issues." + "reason": "Both are v5 regressions, but one breaks trust_remote_code models due to removed helper availability and the other is a DeepSeek tokenizer correctness regression." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Model loading with base_model_prefix and NaNs in classification heads are unrelated bugs." + "reason": "Different trainer/model areas: LayoutLMv3 error messaging for insufficient box information vs TrainerState token counter not updating." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Both mention import breakage, but 45278 is a broad regression report while 38617 is a specific missing-symbol import error; not enough to treat as the same bug." + "reason": "Different symptoms and likely fixes: MacOS bus error with community CLIP model vs SigLIP2 documentation example errors." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "VRAM leakage in multi-threaded generation and dtype mismatches in bfloat16 inference are unrelated." + "reason": "Different behaviors: gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Same model family, but different code paths and symptoms: save_pretrained key serialization versus from_pretrained loading failure." + "reason": "Both mention memory/large-model pain, but one is offloading with quantization and the other is explicit multi-GPU CUDA OOM on Gemma4; not the same underlying bug." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is a config bug, while NaNs in classification heads are a different training/init problem." + "reason": "Different model-specific configuration mismatch vs flash-attention generation failure." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they are model-specific and not the same code-path failure." + "reason": "Different regressions: generation output divergence between v4/v5 vs inconsistent lm_head.weight serialization depending on device." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "A stale indexer-cache crash and image over-padding are unrelated bugs." + "reason": "Different tokenizer/model families and failures: LayoutLMv2 NER padding/truncation crash vs Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Both are GLM-5 related, but one is a GenerationConfig validation error and the other is a RoPE implementation discussion/bug." + "reason": "Different cache/compile issues: spurious recompilation from lazy cache init vs get_seq_length returning a device tensor and breaking slice arithmetic." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Both are about dtype/memory-ish model loading concerns, but one is BF16-to-FP32 eval drift and the other is tensor-parallel OOM on a specific Qwen2-57B model." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different subsystems: failing Flash Attention 2 tests vs image processor failing on void segmentation maps." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer issues: MLukeTokenizer AttributeError on tasks vs Wav2Vec2 save_pretrained/tokenization failure." } ] }, @@ -10195,94 +10731,97 @@ "label": "issue", "component_index": 1, "component_count": 28, - 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"issue:46077", - "issue:46231", - "issue:46328", - "issue:46640", - "issue:46710", - "issue:46726", - "issue:46762", - "issue:46829", - "issue:46909", - "issue:46981", - "issue:47116" + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" ], "soft_pairs": [ - "issue:45083|issue:45446", - "issue:44075|issue:44936", - "issue:44038|issue:45478", - "issue:28348|issue:46640", - "issue:43116|issue:43493", - "issue:44610|issue:46909", - "issue:44355|issue:46231", - "issue:43066|issue:46710", - "issue:42371|issue:43874", - "issue:46726|issue:46981", - "issue:42673|issue:42796", - "issue:43618|issue:46829", - "issue:43827|issue:45446", - "issue:43116|issue:43825", - "issue:43992|issue:44704", - "issue:46328|issue:47116", - "issue:33453|issue:39401", - "issue:45405|issue:45446", - "issue:43824|issue:46981", - "issue:39379|issue:43688", - "issue:43673|issue:46328", - "issue:44291|issue:45071", - "issue:44117|issue:45588", - "issue:43064|issue:43673", - "issue:45092|issue:46762", - "issue:43937|issue:45563", - "issue:44380|issue:46077" + "issue:45588|issue:45823", + "issue:43976|issue:45440", + "issue:41720|issue:45229", + "issue:29870|issue:34689", + "issue:44206|issue:44479", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:43653|issue:44442", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:44265|issue:45198", + "issue:44568|issue:45491", + "issue:43756|issue:45440", + "issue:43575|issue:43701", + "issue:42915|issue:42994", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:43994", + "issue:43575|issue:44387", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:35141", + "issue:43994|issue:45412", + "issue:43526|issue:47217", + "issue:45372|issue:45588", + "issue:45406|issue:46701", + "issue:43334|issue:43531", + "issue:44442|issue:45072" ], - "prepared_review_unit_hash": "d50b7e231c7607bdbd52337a93f0da19836d37adca396627df43c970d0c1e46d", + "prepared_review_unit_hash": "d273b2d3e234ebe683aac0a551dcd3dc3cc80fe3ef223d1e543eadeaadd8ed68", "component_budget": { "node_count": 529, "item_count": 529, @@ -10294,311 +10833,202 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35590, - "estimated_input_tokens": 8898, - "estimated_eval_tokens": 18052 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 28, - "review_unit_index": 56, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:38617", - "issue:39379", - "issue:39401", - "issue:41628", - "issue:42222", - "issue:42371", - "issue:42617", - "issue:43122", - "issue:43208", - "issue:43408", - "issue:43421", - "issue:43441", - "issue:43450", - "issue:43742", - "issue:43937", - "issue:43986", - "issue:44117", - "issue:44220", - "issue:44261", - "issue:44263", - "issue:44410", - "issue:44466", - "issue:44496", - "issue:44704", - "issue:44779", - "issue:44829", - "issue:44877", - "issue:44977", - "issue:45071", - "issue:45081", - "issue:45216", - "issue:45310", - "issue:45341", - "issue:45561", - "issue:45632", - "issue:46002", - "issue:46231", - "issue:46298", - "issue:46328", - "issue:46512", - "issue:46752", - "issue:46762", - "issue:46894", - "issue:46897", - "issue:46981", - "issue:47000", - "issue:47059", - "issue:47110" - ], - "soft_pairs": [ - "issue:44466|issue:46002", - "issue:44117|issue:45081", - "issue:42222|issue:47000", - "issue:44263|issue:46762", - "issue:39379|issue:46897", - "issue:43937|issue:44977", - "issue:42222|issue:43441", - "issue:42222|issue:46752", - "issue:42617|issue:45341", - "issue:43450|issue:43986", - "issue:43408|issue:43742", - "issue:45071|issue:46512", - "issue:39401|issue:44779", - "issue:44410|issue:45310", - "issue:44829|issue:45216", - "issue:45071|issue:47059", - "issue:45341|issue:45561", - "issue:45632|issue:46981", - "issue:44704|issue:47110", - "issue:45341|issue:46328", - "issue:44877|issue:46231", - "issue:43208|issue:46894", - "issue:38617|issue:41628", - "issue:39401|issue:43421", - "issue:43122|issue:46298", - "issue:43937|issue:44496", - "issue:42371|issue:44261", - "issue:38617|issue:44220" - ], - "prepared_review_unit_hash": "67a8be36db2a1a29d9e1aab2904daaca71b8a6db31a885ee098319372c14d0ae", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35994, - "estimated_input_tokens": 8999, - "estimated_eval_tokens": 18254 + "soft_pair_count": 30, + "serialized_chars": 36851, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous set of Transformers issues across unrelated areas (tokenizers, model loading, configs, training, CLI, and utilities). The soft pairs mostly share only broad subsystem similarity, not the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44704 is the strongest representative: it describes a concrete, reproducible API bug in a core loading path (`AutoProcessor.from_pretrained`) with clear user impact and a fixable code-path mismatch.", + "summary": "This cluster is highly heterogeneous: the soft pairs share only broad keywords (model loading, OOM, tokenizer, Gemma/Qwen, etc.) but not the same underlying bug or fix. I rejected all soft edges and found no clear canonical issue in the set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items cover many unrelated reports rather than one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44704 is the best standalone issue in this set because it is specific, actionable, and centered on a widely used API path; it is easier to triage and fix than the broader or more model-specific reports.", + "best_issue_reason": "No best issue: the cluster is too diverse for one issue to serve as a representative duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Different failure modes: serialization of tied `lm_head.weight` vs NaNs in classification heads during checkout/init. Same broad theme of model instability, but not the same bug." + "reason": "Both are Gemma/Gemma4-related, but one is a flash_attention crash on s_aux=None and the other is a device-map mismatch during forward; different code paths and failures." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Both involve tokenizer/config internals, but one is `TOKENIZER_MAPPING_NAMES` returning `None` and the other is a Mistral regex patch crash on a backend attribute. Different code paths and symptoms." + "reason": "One is a Python/version compatibility problem in 5.1.0; the other is a divergence between native and remote DeepSeekV3 MoE behavior. Not the same bug." }, { - "left": "issue:42222", - "right": "issue:47000", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Unrelated models and failures: vitpose loading breakage vs RTDetrLoss infeasible cost matrix. No shared underlying bug." + "reason": "Both mention CUDA/OOM-like failures, but one is a Qwen3 auto device-mapping assert on A800 and the other is Gemma4 multi-GPU OOM during inference." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "Different bugs: a `torch.split` return-value issue in GlmMoeDsaIndexer vs numerical differences in Minimax MSA attention. Same numerical domain, but not the same defect." + "reason": "BART generate() hits an UnboundLocalError for decoder_attention_mask; Llama 3.2 Vision has a model-loading regression. Different subsystems." }, { - "left": "issue:39379", - "right": "issue:46897", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Both are double-shift style training-loss bugs, but they target different models (`mllama` vs Florence2) and are not shown to share the same implementation flaw." + "reason": "Both are regressions, but one is a feature extractor argument error and the other is a video-input regression for Qwen VL models. Not the same underlying fix." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "One is invalid `GenerationConfig` handling for GLM-5; the other is Qwen3.5 flash-attention generation behavior. Different models and failure mechanisms." + "reason": "One is a base_model_prefix loading break in Transformers 5.0.0; the other is a TypeError in rope-parameter validation with a JSON-loaded list." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "vitpose model loading is unrelated to Ministral-3 FlashAttention failures. Same broad model area, but not the same bug." + "reason": "Wav2Vec2 save/tokenization failure versus a bare-except bug in FuyuBatchFeature. Different components and failure modes." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "vitpose breakage and an empty-list `apply_chat_template` crash are entirely different features and code paths." + "reason": "Both are tokenizer-related, but one is a BigBird special-token registration bug and the other is AutoTokenizer failing to load a different tokenizer class." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44077", + "right": "issue:47276", "accept": false, - "reason": "A script execution failure (`3d_parallel.py`) is not the same as a small testing-utils bug. No overlap beyond both being utility-related." + "reason": "PatchTSMixer post_init handling and a misleading synced_gpus warning in continuous batching are unrelated." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Video processor batch-shape bug vs a confusing AutoProcessor crash without torchvision installed. Different layers of the stack and different root causes." + "reason": "BigBirdTokenizer special-token registration is unrelated to Qwen3.5 recurrent-state reset with cache." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "A model-type warning for sam3_video/sam3_tracker is unrelated to a key error when loading MobileLLM-125M." + "reason": "One is a Qwen3.5 flash-attention generation failure; the other is a stale warning in paged generate(). Same area, but not the same bug." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "PretrainedConfig type-checking regression vs `from_config(dtype=...)` leaving stale config dtype. Related namespace, but different behavior and fix." + "reason": "Executorch export failure and flash_attention crash on s_aux=None are different code paths and different symptoms." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong offset mapping for Qwen3 and the other is changed tokenization results for Deepseek in v5. Not enough evidence of one underlying bug." + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 save_pretrained/tokenization issues." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Missing projections in `qwen3next` layer 0 is a model architecture issue, while `Qwen3.5 Moe from_pretrained` is a loading/config issue." + "reason": "A tokenizer special-token bug is unrelated to Gemma3 NaN embeddings in mixed-length sliding-window attention." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "FlashAttention 3 causes degenerate training in one case; the other is a `save_pretrained` serialization regression for Qwen3.5. Different code paths." + "reason": "Both involve model architecture discrepancies, but Smollm3 RoPE-layer counts and DeepseekV3MoE divergence are separate models and fixes." }, { - "left": "issue:45071", - "right": "issue:47059", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "`PretrainedConfig` type checking regression and a CLI completion method missing from `HFCliTyperGroup` are unrelated issues." + "reason": "Tensor-parallel OOM while loading Qwen2-57B is not the same as a resume_from_checkpoint key mismatch." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "A vague testing-utils bug is not the same as a specific xdist race on `captured_info.txt`. Similar area, but not the same concrete defect." + "reason": "Both touch quantization, but one is a FineGrainedFP8Config failure and the other is quantized model saving failure; different stages and bugs." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Local `trust_remote_code` cache collisions and repeated HTTP 429 retries in `AutoProcessor.from_pretrained` are both loading-related, but they affect different layers (cache naming vs retry policy)." + "reason": "LayoutLMv3 error-message clarity and a MacOS CLIP bus error are unrelated." }, { - "left": "issue:44704", - "right": "issue:47110", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "`from_pretrained` not forwarding kwargs to `cached_file` is unrelated to `special_tokens` being a list instead of a mapping. Different API surfaces." + "reason": "A trailing-slash local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Testing-utils bug vs `SequenceFeatureExtractor.pad` inefficiency. The latter is a performance issue, not the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Siglip2 nonsense outputs are different model issues with no shared code-path." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Strict config loading for `granite_speech` and documentation mismatching `set_training(num_epochs)` are unrelated." + "reason": "Both mention OOM, but one is a tp loading OOM for a specific Qwen model and the other is a Transformers 5.x int4 CUDA reserved-memory regression." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "xLSTM training blockers and a CohereASR double-shift bug share only a loose training-loss theme; they are different models and likely different implementation mistakes." + "reason": "Gemma3 NaNs from sliding-window all-padding windows and a long-context FA2 performance regression are distinct attention bugs." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Both are import-related, but one is a missing `layer_type_validation` import and the other is missing `AutoImageProcessor` export. Different symbols and causes." + "reason": "Sam3PixelDecoder dummy convolution and RT-DETR memory not being released are unrelated." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Qwen3 offset mapping and runtime post-processor updates for special tokens are distinct tokenizer behaviors with different root causes." + "reason": "LayoutLMv3 box-input error messaging and token-embedding reinitialization after resize are separate problems." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "A tokenization regression across versions is unrelated to a noisy logging message." + "reason": "Siglip2 wrong inference results and RT-DETR memory retention do not look like the same underlying bug." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:43526", + "right": "issue:47217", "accept": false, - "reason": "GLM-5 invalid GenerationConfig and an unrecognized model/config.json error are different loading/validation failures." + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to VL image-placeholder handling in user text." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "TF32 behavior settings guidance is unrelated to an MLA layernorm epsilon/config precision bug." + "reason": "Gemma4 processor import/loading failure from mistral_common is unrelated to a flash_attention runtime crash." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Importing `layer_type_validation` and `_torch_extract_fbank_features()` are unrelated failures in different modules." + "reason": "Gemma4Processor missing _tokenizer during serve and DiffusionGemmaGenerationOutput pipeline failure are different failures and code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are separate model-family bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." } ] }, @@ -10613,98 +11043,95 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 57, + "review_unit_index": 36, "review_unit_count": 65, - "status": "error", + "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-10000-529", "nodes": [ "issue:27957", - "issue:41628", - "issue:42371", - "issue:42831", - "issue:43012", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", "issue:43066", - "issue:43097", - "issue:43122", - "issue:43208", - "issue:43352", - "issue:43441", - "issue:43452", - "issue:43531", - "issue:43577", - "issue:43673", - "issue:43874", + "issue:43316", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43824", + "issue:43873", "issue:43931", - "issue:43986", - "issue:44038", - "issue:44075", - "issue:44077", - "issue:44117", - "issue:44261", - "issue:44263", - "issue:44360", - "issue:44410", - "issue:44483", - "issue:44484", - "issue:44485", - "issue:44493", - "issue:44829", - "issue:44933", - "issue:44987", - "issue:45003", - "issue:45071", - "issue:45278", - "issue:45310", - "issue:45341", - "issue:45464", - "issue:45478", + "issue:43994", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", "issue:45588", - "issue:45656", - "issue:46172", - "issue:46752", - "issue:46762", - "issue:46897", - "issue:46981", - "issue:47116" - ], - "soft_pairs": [ - "issue:44933|issue:45278", - "issue:44261|issue:46762", - "issue:44075|issue:45656", - "issue:44484|issue:45310", - "issue:42371|issue:42831", - "issue:43097|issue:44493", - "issue:44483|issue:45464", - "issue:43066|issue:43122", - "issue:44410|issue:45478", - "issue:44077|issue:46981", - "issue:43931|issue:44410", - "issue:44263|issue:44485", - "issue:43673|issue:45341", - "issue:41628|issue:45071", - "issue:43931|issue:44038", - "issue:46752|issue:47116", - "issue:43441|issue:44829", - "issue:43097|issue:43452", - "issue:43874|issue:44261", - "issue:43012|issue:43577", - "issue:27957|issue:43352", - "issue:44484|issue:45478", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:43208|issue:46897", - "issue:44117|issue:44987", - "issue:43531|issue:45341", - "issue:44261|issue:44485", - "issue:43097|issue:45588", - "issue:43986|issue:45341", - "issue:45003|issue:45341" + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46697", + "issue:46821", + "issue:47312" ], - "prepared_review_unit_hash": "335c2f3fda3df03549fb79e94e80b4fbb12acfc44e05891fcea69da62dc198fe", + "soft_pairs": [ + "issue:45440|issue:45593", + "issue:44625|issue:45584", + "issue:45459|issue:45712", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:27957|issue:33290", + "issue:45372|issue:45406", + "issue:45245|issue:45563", + "issue:33290|issue:34689", + "issue:45372|issue:45459", + "issue:43526|issue:45834", + "issue:27957|issue:29127", + "issue:33290|issue:35141", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:43381|issue:43873", + "issue:43994|issue:46369", + "issue:44857|issue:45588", + "issue:45250|issue:46640", + "issue:42915|issue:43931", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:44442|issue:44898", + "issue:43316|issue:47312", + "issue:46121|issue:46399", + "issue:44743|issue:44811", + "issue:45325|issue:46697" + ], + "prepared_review_unit_hash": "8e02a312fdd58605ea02233b2fa38d25360a9d1960f9430d4d306e6b9569154c", "component_budget": { "node_count": 529, "item_count": 529, @@ -10716,16 +11143,193 @@ "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36482, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "soft_pair_count": 28, + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span many unrelated Transformer bugs/features across different models and subsystems. All soft edges look like broad keyword matches rather than the same underlying issue, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not center on one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for duplication triage; any representative would be arbitrary because the items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model families and failures: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer/protobuf error handling vs leftover dummy classes; different code paths and root causes." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Special-token post-processor updates vs Gemma3 NaN embeddings; same broad tokenizer/model area only." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is an RT-DETR GC leak and the other is a sam3-litetext overflow; not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenization, but one is decoder-type metadata in v5 and the other ignores tokenizer.json; distinct failures." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support vs Adafactor OOM in DeepSpeed are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma-related but different problems: import error for ReasoningEffort vs missing _tokenizer in serve." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error vs stale warning in paged generate; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM vs Llama 3.2 Vision model-loading breakage; different issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Import-time ReasoningEffort failure vs hidden tokenizer errors when protobuf is absent; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error; different processors and symptoms." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs layoutlmv3 error-message clarity; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM in DeepSpeed vs embedding reinitialization after resize; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image-processor label reduction bug vs Flash Attention 2 performance regression; different subsystems." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2.5-VL class import vs a vague dependency issue; too broad and not the same underlying bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs quantization offloading behavior; distinct problems." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 inference nonsense vs sam3-litetext memory overflow; unrelated model-specific failures." + }, + { + "left": "issue:44857", + "right": "issue:45588", + 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No shared bug." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different audio/chat-template sampling-rate behavior vs feature-extractor center-argument crash. 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"issue:43010|issue:45850", - "issue:43867|issue:45357", - "issue:28282|issue:33453", - "issue:44222|issue:45125", - "issue:43618|issue:44977", - "issue:44360|issue:45440", - "issue:42548|issue:44351", - "issue:45125|issue:45478", - "issue:43502|issue:44062", - "issue:43525|issue:47317", - "issue:45125|issue:45375", - "issue:42890|issue:44112", - "issue:42890|issue:44964", - "issue:44734|issue:46617", - "issue:43723|issue:44556", - "issue:42898|issue:46664", - "issue:45071|issue:47317", - "issue:44387|issue:44556", - "issue:43010|issue:43065", - "issue:43824|issue:46617", - "issue:43502|issue:44485", - "issue:43576|issue:46132", - "issue:45850|issue:47110", - "issue:43874|issue:46617", - "issue:30333|issue:33453" + "issue:27957|issue:32090", + "issue:43761|issue:44079", + "issue:44442|issue:45803", + "issue:42490|issue:47276", + "issue:46829|issue:46932", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43295|issue:43825", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:16998|issue:22355", + "issue:43316|issue:43716", + "issue:44521|issue:47217", + "issue:42907|issue:45698", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44077|issue:44534", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43065|issue:44617", + "issue:43572|issue:46178", + "issue:43540|issue:44514" ], - "prepared_review_unit_hash": "a06743efcf770481e772cb809c88ac5155f14640df2c890308692805ef710f14", + "prepared_review_unit_hash": "c2b97c4daa15fecd888e73b0136a5d27fab09ca9309295eb1b947b3c6e02fc7b", "component_budget": { "node_count": 529, "item_count": 529, @@ -11209,223 +11727,187 @@ "estimated_eval_tokens": 505916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36744, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34853, + "estimated_input_tokens": 8714, + "estimated_eval_tokens": 17684 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and does not form a single duplicate set. The only strong duplicate-like pair is the Qwen3.5 MoE / tensor-parallel from_pretrained failure; the rest are broad theme overlaps at most.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45125 is the most concrete root-cause report: it names the missing `_tp_plan` for tensor parallelism, which plausibly explains the related Qwen3.5 MoE `from_pretrained` failure.", + "summary": "This cluster is a grab-bag of unrelated Transformers issues. The soft pairs mostly share broad themes like regressions, multimodal processing, or loading/saving, but they do not look like the same underlying bug or change path.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the items span distinct failures in generation, model loading, configs, attention kernels, preprocessing, and import/dependency handling.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45125 is the best representative because it is specific, actionable, and describes the likely underlying bug rather than just the user-facing symptom.", + "best_issue_reason": "No issue is a good global canonical for the cluster; the closest matches are only superficially similar and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44393", - "right": "issue:47337", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Both mention bbox-related failures, but one is a model output quality issue and the other is a flaky test/assertion-range problem; not the same bug." + "reason": "Different problems: XLMRoberta FlashAttention support vs a Trainer distributed broadcast TypeError." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Both involve tensor parallelism and OOM, but one is a generic training bug while the other is a model-load memory regression; too different to merge." + "reason": "One is CLIPVision forward output behavior; the other is generic ModelOutput key assignment when a prior value was None." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Import-time slowness overlaps broadly, but one is a specific `import *` cleanup/perf issue and the other is an intermittent complaint about slow imports; not the same concrete change." + "reason": "Tokenizer loading failure and Fuyu tensor conversion error are unrelated code paths." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:42490", + "right": "issue:47276", "accept": false, - "reason": "These are unrelated model/API regressions; they do not describe the same code-path or fix." + "reason": "Both involve warnings, but the local-path import warning and synced_gpus warning are separate behaviors." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "Both are load/config regressions, but they affect different mechanisms and models; no clear shared underlying bug." + "reason": "Different model families and bugs: VideoPrism output fields vs Gemma4 quantized dtype casting." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "One is a cache/update `no_grad` concern, the other is a Python-version compatibility issue; unrelated." + "reason": "Custom processor/tokenizer regression is not the same as Gemma eos_token_id config inconsistency." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Both mention test failures, but one is about missing `set_seed()` in a model integration test and the other is an xdist file race in testing utils; different bugs." + "reason": "Both are token-related, but one is Gemma config mismatch and the other is Whisper empty-transcription generation failure." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "`43010` is a specific cache-update change request; `45850` is a vague umbrella complaint about many models breaking, not the same bug." + "reason": "Processor/tokenizer regression and pipeline translation warning are different issues." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Both are regression reports, but they concern different loading/save paths and different models; not the same underlying issue." + "reason": "Generation kwargs sync bug and gather_for_metrics label truncation affect different subsystems." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "ImportError due to missing PyTorch and tokenizer-loading regression are unrelated." + "reason": "Hidden-states output bug is unrelated to attention-kernel divergence under torch.compile." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "FP8 `save_pretrained` and missing `_tp_plan` are different tensor-parallel/model-saving issues." + "reason": "A model_max_length question and an import error for transformers.onnx are unrelated." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "`CLIPOutput` attention assignment and Qwen3.5 flash-attention generation are unrelated model-specific bugs." + "reason": "Config API discrepancy and multimodal dtype mismatch are separate problems." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:44521", + "right": "issue:47217", "accept": false, - "reason": "A DSA indexer/ReLU discussion and a DeepSeekV3MoE implementation divergence are different problems." + "reason": "Both are multimodal template issues, but assistant_mask generation and image-placeholder-in-user-text failures are not the same bug." }, { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Both are import-name errors, but they involve different missing symbols and no evidence they stem from one shared export bug." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": true, - "reason": "Both are about Qwen3.5 MoE failing in the tensor-parallel/from_pretrained path; `45125` gives the concrete missing `_tp_plan` root cause that likely explains the symptom in `45478`." - }, - { - "left": "issue:43502", - "right": "issue:44062", - "accept": false, - "reason": "A `local_files_only` network leak and an `AddedToken` argument conflict are unrelated." - }, - { - "left": "issue:43525", - "right": "issue:47317", - "accept": false, - "reason": "`Llama4Config.pad_token_id` and PPFormulaNet training loss are completely different bugs." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Both touch Qwen3.5 MoE, but one is tensor-parallel planning and the other is a vision config field being dropped; different fix paths." - }, - { - "left": "issue:42890", - "right": "issue:44112", - "accept": false, - "reason": "Both are CI/test issues, but they concern different tests and failure modes." - }, - { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "A flaky SamHQ test and a Phi-4 multimodal load regression are unrelated." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct save/load issues." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "KV-cache continuation indexing and cached trust_remote_code loading are unrelated." + "reason": "Broad custom-model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression and reloading old checkpoints after upgrade are not the same concrete bug." + "reason": "Missing utility symbol in import_utils and kernels v0.15 dependency/version failure are different import-time issues." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Tokenizer cleanup behavior and video processor frame-count semantics are unrelated." + "reason": "gguf_file loading breakage is a different cause than missing model_type in config.json." }, { - "left": "issue:45071", - "right": "issue:47317", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "PretrainedConfig type checking and PPFormulaNet training loss are unrelated." + "reason": "Gemma eos_token_id inconsistency and sinq quantized save/load breakage do not share the same root cause." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Int4 quantization memory growth and checkpoint reload incompatibility are different failure modes." + "reason": "post_init API allowance and non-persistent buffer junk are unrelated v5 regressions." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "`no_grad` on cache/layer updates and dummy `Conv2d` in Sam3PixelDecoder are unrelated." + "reason": "Compiled chunked generation output inconsistency and cache lazy-init recompilation are not the same bug." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "A missing import/export for Qwen2.5-VL and a cache file-not-found issue are different bugs." + "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention failure affect different code paths." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "`local_files_only` network leakage and GLM-5 RoPE discussion are unrelated." + "reason": "ESM2 breakage and janus image-generation test failure are unrelated models and failures." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "`transformers env` command breakage and attention registration behavior change are different code paths." + "reason": "Bare except swallowing errors in Fuyu conversion is not the same as a Trainer import conflict with datasets." }, { - "left": "issue:45850", - "right": "issue:47110", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "A vague claim that 5.0 breaks many models is not the same as the `special_tokens` `list`/`keys` attribute error." + "reason": "Dummy Conv2d architecture issue and Sam3Video CUDA OOM are different problems." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "A missing image-processor helper and a cache file-not-found issue are unrelated." + "reason": "StableLmConfig pad_token_idx regression and missing tensorflow_text backend mapping are unrelated." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "MLflow reporting after failed training and tokenizer loading regression are unrelated." + "reason": "Video input processing failure in Qwen3OmniMoe and batched chat-template padding crash are different multimodal bugs." } ] }, "evaluator_result": null, - "evaluator_used": true, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11433,98 +11915,92 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 62, + "review_unit_index": 39, "review_unit_count": 65, "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-10000-529", "nodes": [ + "issue:25251", + "issue:27957", "issue:29870", - "issue:30333", - "issue:30990", - "issue:31795", - "issue:33453", - "issue:34689", - "issue:36296", - "issue:38617", - "issue:41628", - "issue:42548", - "issue:42757", - "issue:43010", - "issue:43232", - "issue:43299", + "issue:35141", + "issue:41950", + "issue:42490", "issue:43352", + "issue:43388", "issue:43475", - "issue:43502", + "issue:43504", "issue:43525", - "issue:43576", - "issue:43824", - "issue:43827", - "issue:43901", - "issue:44038", - "issue:44222", - "issue:44230", - "issue:44315", - "issue:44351", - "issue:44355", - "issue:44360", - "issue:44485", - "issue:44556", - "issue:44749", - "issue:44961", - "issue:45071", - "issue:45125", - "issue:45362", - "issue:45375", - "issue:45468", - "issue:45850", - "issue:46095", - "issue:46143", - "issue:46144", - "issue:46617", - "issue:46664", - "issue:46726", - "issue:47059", - "issue:47110" + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:46894", + "issue:47217" ], "soft_pairs": [ - "issue:44355|issue:44749", - "issue:30990|issue:31795", - "issue:43010|issue:43232", - "issue:43502|issue:44222", - "issue:46664|issue:46726", - "issue:43299|issue:44556", - "issue:30333|issue:36296", - "issue:29870|issue:31795", - "issue:43827|issue:44961", - "issue:33453|issue:34689", - "issue:41628|issue:42548", - "issue:44222|issue:44230", - "issue:46143|issue:46144", - "issue:44355|issue:45071", - "issue:43502|issue:44961", - "issue:43576|issue:45071", - "issue:43576|issue:43824", - "issue:42757|issue:43576", - "issue:43576|issue:47059", - "issue:44038|issue:45125", - "issue:31795|issue:38617", - "issue:36296|issue:43901", - "issue:43475|issue:46617", - "issue:44351|issue:46617", - "issue:44315|issue:44360", - "issue:44230|issue:46095", - "issue:45375|issue:47110", - "issue:45362|issue:45850", - "issue:44485|issue:44961", - "issue:43525|issue:47110", - "issue:44961|issue:45468", - "issue:43352|issue:44961" + "issue:44610|issue:46369", + "issue:44792|issue:44977", + "issue:45381|issue:47217", + "issue:45542|issue:46234", + "issue:43352|issue:46640", + "issue:44792|issue:45600", + "issue:44479|issue:47217", + "issue:43504|issue:45698", + "issue:25251|issue:27957", + "issue:44534|issue:44913", + "issue:45632|issue:46424", + "issue:43525|issue:43531", + "issue:35141|issue:42490", + "issue:45803|issue:46170", + "issue:44242|issue:46894", + "issue:46693|issue:47217", + "issue:45127|issue:45200", + "issue:43931|issue:44060", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43650|issue:46202", + "issue:44792|issue:45405", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:43388|issue:43688" ], - "prepared_review_unit_hash": "cd46cde634fc8b994178eb1d82ad7a4b66e23d55f4e793400eba4b3b60e2427b", + "prepared_review_unit_hash": "3206508e2bea26eb50c3d446f5c4a36cacf04603fe76ed0455ebaafe1de1cccd", "component_budget": { "node_count": 529, "item_count": 529, @@ -11536,208 +12012,178 @@ "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36230, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, + "soft_pair_count": 26, + "serialized_chars": 34982, + "estimated_input_tokens": 8746, + "estimated_eval_tokens": 17748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformers issues with only superficial similarity around v5/loading/import regressions. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style regression report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the least specific and most representative anchor among these unrelated issue reports.", + "summary": "All soft pairs look like keyword-level collisions rather than true duplicates: they usually differ by model, code path, or failure mode. No PRs are present. The strongest single issue candidate in the set is the FA2 long-context regression report.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46693 is the clearest and most central bug report here: it has a concrete regression window (after 5.2.0), a specific failure mode, and substantial discussion/inbound attention.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best issue candidate only as a generic cluster anchor; it is still too vague to serve as a strong duplicate target, but it is broader than the more model-specific or symptom-specific reports.", + "best_issue_reason": "issue:46693 is the most actionable representative issue in the set, with the strongest evidence of a real regression and the broadest maintainer attention.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Both mention breakage after upgrade, but one is about compiled Python files failing and the other about much slower filtering; different bugs." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "A loading hang and documentation confusion in model.forward are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Cache update no_grad behavior and generation kwargs after sync_gpus affect different code paths." - }, - { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "Local-files-only network requests and FP8 save_pretrained issues are unrelated." - }, - { - "left": "issue:46664", - "right": "issue:46726", - "accept": false, - "reason": "Video processor num_frames semantics and missing vision-backend image processor errors are different problems." - }, - { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Both are version/loading regressions, but one is Qwen3VL MoE model loading and the other is reloading old checkpoints after a version upgrade." + "reason": "Different bugs: one is a processor/model input-size mismatch for OmDet-Turbo, the other is a memory overflow report for sam3-litetext." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "MLFlow job-status reporting and tensor-parallel training are unrelated." + "reason": "Different models and failures: janus image-generation test failure vs Qwen3.5 flash-attention generation bug." }, { - "left": "issue:29870", - "right": "issue:31795", + "left": "issue:45381", + "right": "issue:47217", "accept": false, - "reason": "An UnboundLocalError in generate() is not the same as documentation confusion about inputs and past_key_values." + "reason": "Both are VL-related, but the concrete bug differs: wrong vision_position_ids on video input vs failure when an image placeholder appears in user text." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Pipeline-removal docs staleness and an unrelated racoon issue do not match." + "reason": "Unrelated areas: TensorBoard/TensorFlow backend import error vs missing import_utils helper for Falcon Mamba SSM." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Both are loading regressions, but they affect different model-loading surfaces and model families." + "reason": "Too broad to merge: one says NemotronHForCausalLM does not support FA2 yet, the other is a generic FA2 issue with no concrete shared code-path shown." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Missing AutoImageProcessor import and missing PreTrainedModel import are separate export failures." + "reason": "Different failures: janus test regression vs auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "Both touch FP8/MoE, but one is about save_pretrained and the other about inference support for Qwen3-VL/Qwen3.5; not the same concrete bug." + "reason": "Both involve multimodal inputs, but one is a v5.3.0 video-input regression across several models and the other is an image-placeholder-in-text failure." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Generic kwargs forwarding in RoFormer models and attention-interface implementation are related but not the same defect." + "reason": "Different loading paths: legacy preset field for Beit semantic segmentation vs custom-module mismatch after save_pretrained/from_pretrained." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are unrelated." + "reason": "Completely unrelated: pipeline top_k output nesting bug vs XLMRoberta flash-attention support issue." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Local-files-only network requests and an unrelated racoon issue are not the same bug." + "reason": "Different persistence bugs: non-persistent buffers getting junk in v5 vs GPTNeoXConfig rotary_pct not surviving reload." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Broken env CLI and PretrainedConfig type-checking are different issues." + "reason": "Different cache issues: trust_remote_code path collision for local models vs max_cache_length only honored for Quantized Cache." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "CLI env breakage and a specific import error for Qwen2_5_VLForConditionalGeneration are unrelated." + "reason": "Different config/runtime problems: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Missing is_offline_mode import from huggingface_hub and a broken transformers env command are different failure modes." + "reason": "Not the same bug: embedding reinitialization after resize vs spurious import warning for local model paths ending with a slash." }, { - "left": "issue:43576", - "right": "issue:47059", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Both involve CLI tooling, but the reported breakages are different and do not share the same code-path problem." + "reason": "Different root causes: bare except swallowing exceptions in Fuyu tensor conversion vs Windows/ROCm import failure tied to torch.distributed." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "Qwen3-VL-Moe loading problems and missing tensor-parallel plan support are distinct model issues." + "reason": "Both are loss-related, but the concrete problem differs: missing load-balancing loss vs a double-shift training-loss bug." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:46693", + "right": "issue:47217", "accept": false, - "reason": "Documentation wording and an ImportError for layer_type_validation are unrelated." + "reason": "Both mention generation, but one is an FA2 long-context performance regression and the other is a VL placeholder-placement failure." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Tensor-parallel training bugs and pipeline docs mentioning return_all_scores are not the same problem." + "reason": "Different subsystems: LoRA merge collapse with extended vocab vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "A missing attribute in SAM 3 video output and a cache FileNotFoundError for trust_remote_code are unrelated." + "reason": "Different model-load issues: shape mismatch for Qwen3-VL-30B-A3B-Instruct vs tied-weights warning in Qwen3-Next." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "HybridCache import failure and cache FileNotFoundError are different issues." + "reason": "Different multimodal pipeline bugs: video-classification selecting image processors vs SAM 3 video encoder output missing an attribute." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Liger Kernel not being applied in model_init and a DSA indexer ReLU discussion are unrelated." + "reason": "Both involve cache/state handling, but one is a GenerationMixin cache regression and the other is recurrent-state reset in modular_qwen3_5." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "FP8 inference support and a weight-conversion-script question are different change requests." + "reason": "No overlap beyond generic bug report wording: an empty placeholder request vs a Gemma pipeline roundtrip failure." }, { - "left": "issue:45375", - "right": "issue:47110", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "A missing config field being dropped by @strict and a special_tokens list/dict type error are unrelated." + "reason": "Completely unrelated: janus image-generation test failure vs a PEFT version bump complaint." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "A specific Qwen3.5-35B chat crash and a broad complaint that v5 breaks many models are not the same concrete bug." + "reason": "Different loading contexts: local dataset loading in an image-classification example vs Phi-4-multimodal model loading on latest transformers." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and an unrelated racoon issue do not match." + "reason": "Different failure modes: Python 3.13 IndentationError in torch.jit/script parsing vs flash_attention AttributeError on sink-less models." }, { - "left": "issue:43352", - "right": "issue:44961", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Nemotron Flash Attention 2 support and an unrelated racoon issue are unrelated." + "reason": "Different bugs: decoder_attention_mask unbound in Bart generation vs output embedding reinitialized after resizing token embeddings." }, { - "left": "issue:43525", - "right": "issue:47110", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and a special_tokens list type error are different problems." + "reason": "Both touch training/eval math, but one drops labels in gather_for_metrics while the other misnormalizes auxiliary loss in MoE models." } ] }, @@ -11752,106 +12198,97 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 63, + "review_unit_index": 40, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:31795", - "issue:33453", - "issue:41669", - "issue:42371", - "issue:42890", - "issue:43408", - "issue:43519", - "issue:43525", - "issue:43572", - "issue:43576", - "issue:43673", - "issue:43867", - "issue:43976", - "issue:44077", - "issue:44246", - "issue:44273", - 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"prepared_review_unit_hash": "c4227c189ee32a45f2489defc7cd1c1f4c2d6a6a4cd3c7496c817ce15747b676", + "soft_pairs": [ + "issue:46082|issue:46697", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:43644|issue:44913", + "issue:45245|issue:46858", + "issue:44617|issue:45584", + "issue:46399|issue:47312", + "issue:43335|issue:44855", + "issue:44734|issue:45406", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:45588|issue:47013", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43827|issue:47321", + "issue:25251|issue:29870", + "issue:43550|issue:44190", + "issue:45563|issue:45584", + "issue:43854|issue:44792", + "issue:39692|issue:47321", + "issue:45381|issue:46655", + "issue:43065|issue:44610", + "issue:44933|issue:45362", + "issue:44617|issue:46369", + "issue:43335|issue:44190", + "issue:44242|issue:46897", + "issue:44479|issue:44734", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:44779|issue:46489" + ], + "prepared_review_unit_hash": "f832300685424b70f50cccda98f67bda771b2f5f657b45e57edeb821390fc721", "component_budget": { "node_count": 529, "item_count": 529, @@ -11863,161 +12300,212 @@ "budget": { "node_count": 48, "item_count": 48, - 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"issue:43298|issue:44230" - ], - "prepared_review_unit_hash": "743d578a8979721d88d66b136d5e13443c8085790a78b0ba74418bf740ad8ef0", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 48, - "serialized_chars": 41327, - "estimated_input_tokens": 10332, - "estimated_eval_tokens": 20920 + "analyst_result": { + "summary": "Most soft pairs are clearly unrelated despite superficial subsystem overlap. The only likely duplicate is the DeepSeek tokenizer regression pair, where one issue is the broader v5 tokenizer breakage and the other is a narrower variant/gap in the same fix.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 44779 is the broadest and clearest statement of the DeepSeek v5 tokenizer regression; 46489 reads like a narrower follow-up tied to the same root problem and PR gap.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44779 best captures the underlying bug in a general, reusable way and is the best duplicate target for the DeepSeek tokenizer regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated bugs: LlamaConfig head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and different code paths." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs reference after pipeline removals vs SigLIP2 model/processor and quantization errors are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different config/state bugs: non-persistent buffer initialization vs rotary_pct not persisting on reload." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category cardinality error and cache sequence-length tensor arithmetic are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Both involve kernels, but one is a missing decorator registration bug and the other is version incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation bug and Python 3.13 TorchScript parsing error are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve crashes, but one is KV-cache indexing and the other is a missing processor attribute." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing-token crash and RT-DETR feature-level mismatch are different failures." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both are cache/trust_remote_code related, but the titles point to different symptoms and no shared root cause is clear." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different runtime assertions in different subsystems; not the same code-path bug." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Multimodal video position-id regression and Sam3 memory overflow are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert during auto device mapping is unrelated to the category-limit RuntimeError." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Docs stale reference vs AMD quark class update are not the same issue." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting bug and Bart generate UnboundLocalError are distinct generate-path issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure and local dataset loading failure are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning in paged generate and Whisper empty transcription crash are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM unit-test load failure and Janus image-generation test failure are different model-specific issues." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs errors and AMD quark class update are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the concrete bugs differ: position ids vs padding calculation." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and OmDet processor size mismatch are different problems." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are resource-related but not the same model or failure mode." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Config layer creation bug and dataset loading script failure are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift training-loss bug are different MOE/training issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and KV-cache continuation crash are separate code paths." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor API regression and resize_token_embeddings not propagating are unrelated Gemma4 bugs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression in transformers v5; 46489 is a narrower variant/gap in the same fix." + }, + { + "left": "issue:45276", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 embedding resize propagation and quantized embedders dtype casting are different bugs." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The DeepSeek pair is grounded by the issue titles and both describe the same tokenizer regression family in v5, with 46489 explicitly framing itself as a gap in the earlier fix. The other soft-edge verdicts stay conservative and are supported by the distinct titles/body summaries in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12025,112 +12513,299 @@ "label": "issue", "component_index": 1, "component_count": 28, - "review_unit_index": 65, + "review_unit_index": 41, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:37934", - "issue:42936", - "issue:43240", - "issue:43668", - "issue:43717", - "issue:43813", - "issue:44031", - "issue:46018", - "issue:46144" + "issue:27957", + "issue:32090", + "issue:35141", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43335", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43644", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46421", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" ], "soft_pairs": [ - "issue: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": "6dd5691e53361a296569f3e4579767d005b6e96e73630f0500256a16689ff3d7", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 - }, - "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 12, - "serialized_chars": 8610, - "estimated_input_tokens": 2153, - "estimated_eval_tokens": 4562 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - 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No PRs are present, and none of the soft pairs look like the same concrete underlying issue/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits: the issues describe different code paths and symptoms, so any one of them would misrepresent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the cluster is heterogeneous rather than one bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processing bugs: one is about BeitImageProcessorFast reducing labels incorrectly, the other about Swin2SR over-padding images." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache, but the failures differ: missing GenerationMixin cache in v5.0.0 vs lazy cache initialization causing recompilation with chunked prefill." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save/merge correctness, but one is LoRA merge with tied embeddings and the other is Qwen3.5 save_pretrained visual encoder key regression; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different multimodal bugs: video processing in Qwen3OmniMoe vs KV-cache continuation indexing in transformers serve." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 compressed-tensors weight_scale loading bug is unrelated to AMD quark class metadata/update issue." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Both touch embeddings or generation, but one is Gemma4 resize_token_embeddings propagation and the other is Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading problems, but they involve different models and likely different loader failures (unit-test GLM-4.7-Flash vs Phi-4-multimodal-instruct)." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in GraniteSpeech stale device override tests are unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading problems: missing fields with trust_remote_code in AutoConfig vs unrecognized model_type in a model config." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both mention repository/file listing behavior, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision; different APIs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal chat/template handling, but one is zero assistant masks and the other is wrong vision_position_ids for Qwen2.5-VL video input." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "Siglip2 inference/pipeline corruption is unrelated to AMD quark class update." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "device_map=auto dequantized-model offload failure is unrelated to kernel compatibility with version 0.16." + }, + { + "left": "issue:43644", + "right": "issue:47321", + "accept": false, + "reason": "Non-persistent buffers being filled with junk in Transformers 5.0.0 is unrelated to AMD quark class updates." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Both mention embedding behavior, but XLMRoberta Flash Attention 2 support and post_init reinitializing output embeddings are different issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown from transformers and unsafe sys.modules access are different import-time problems with different root causes." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is tool-call assistant messages with no content and the other is an empty list IndexError; not the same failure." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness for GraniteSpeech device override is unrelated to loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache internals, but one is missing GenerationMixin cache in v5.0.0 during chunked prefill and the other is device-tensor seq_length breaking static cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model-loading failure for Phi-4-multimodal-instruct is unrelated to stale auto_mappings.py entries causing CI breakage." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both are packaging/dependency issues, but one is missing TensorFlow in the torch extra and the other is a general dependency problem with transformers." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer/_gpu_broadcast_one NoneType error is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen-style model saving/tied weights, but one is untied lm_head in Mistral3ForConditionalGeneration and the other is incorrect Qwen3.5 checkpoint saving; distinct model families and bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to FuyuBatchFeature swallowing KeyboardInterrupt with bare except." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different subsystems and failure modes." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend despite tensorboard being installed are unrelated environment/package issues." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model config and VL image placeholder handling are different loading vs chat-template/multimodal formatting problems." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and D-FINE auxiliary-loss omission are different model-architecture bugs." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -12140,261 +12815,285 @@ }, { "label": "issue", - "component_index": 3, + "component_index": 1, "component_count": 28, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "error", + "review_unit_index": 42, + "review_unit_count": 65, + "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-13244-3", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:13244", - "issue:15980", - "issue:16618" - ], - "soft_pairs": [ - "issue:13244|issue:16618", - "issue:15980|issue:16618" - ], - "prepared_review_unit_hash": "b893510896fb590797aac16759cb34117d1c6141a11afb39eca2c88201a69345", - "component_budget": { - "node_count": 3, - 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The strongest anchor among the items is the recent, detailed disk-offload save failure report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:47333 is the best anchor because it is recent, concrete, still open, and has the most explicit follow-up/references among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:19631 is the best representative only by age and specificity; it is not the same underlying request as the others.", + "best_issue_reason": "issue:47333 is the most suitable global representative: it describes a specific reproducible save failure, is actively referenced, and appears more actionable than the other mostly isolated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:19631", - "right": "issue:22372", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "EDSR/MDSR and Restormer are different model families; this is the same broad feature area, not the same request." + 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for lm_head.weight is not the same as resize_token_embeddings failing to update Gemma4 outputs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and an unreleased PEFT dependency bump are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Processor selection in a video pipeline is unrelated to Gemma4 PLE device placement during forward." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and RTDetrLoss infeasible cost matrix are different failures." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is incorrect visual-encoder key serialization." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is not the same bug as a Mistral regex patch crashing on a missing backend_tokenizer attribute." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad set of import errors after upgrade are not the same concrete issue." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Both are load-time correctness problems, but non-persistent junk buffers and missing FP8 weight_scale application are distinct mechanisms." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation for head_dim is unrelated to a Qwen3.5 kernel-registration crash." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Explicit head_dim rejection and stale model.config.dtype after from_config are different configuration bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading issues are unrelated model-specific problems." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder issue with no clear technical content is not the same as FP8 inference failing on B200." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and FP8 frozen-checkpoint scaling corruption are different loading errors." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -12685,148 +13407,294 @@ }, { "label": "issue", - "component_index": 11, + "component_index": 1, "component_count": 28, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "error", + "review_unit_index": 44, + "review_unit_count": 65, + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43598-2", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:43598", - "issue:43600" + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" ], "soft_pairs": [ - "issue:43598|issue:43600" + "issue:44242|issue:45200", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:43873|issue:47145", + "issue:44336|issue:46851", + "issue:45103|issue:45372", + "issue:43479|issue:43525", + "issue:42994|issue:43317", + "issue:45859|issue:46851", + "issue:44623|issue:44749", + "issue:43441|issue:45834", + "issue:44246|issue:47217", + "issue:33290|issue:45656", + "issue:44671|issue:44779", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:45542|issue:45800", + "issue:44186|issue:47000", + "issue:44016|issue:45823", + "issue:43525|issue:43881", + "issue:44261|issue:44263", + "issue:43784|issue:45542", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43525|issue:43643", + "issue:43575|issue:47145", + "issue:45600|issue:45712" ], - "prepared_review_unit_hash": "f1d82b4402c0e0bae434faada5772c2ceb73b7e94664c022e865d0cba2409c81", + "prepared_review_unit_hash": "1b9fd8f75015c13be8af97fe5ad375b54363f5f2830bf7ab751b03206729d535", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1583, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1583, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, - "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": "error", - "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": "9ec83f096125408259b418a75a98ebf27cfdbdbf42ff80ae44c2b8cb4f68c7c2", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1612, - "estimated_input_tokens": 403, - "estimated_eval_tokens": 1062 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1612, - "estimated_input_tokens": 403, - "estimated_eval_tokens": 1062 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35469, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 13, - "component_count": 28, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-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": "acdf8bab5e9d4b2d3d564acf0c974bfe15e7a20bd8ef2bb3b4c58cb1a86bf466", - "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 + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; the soft edges are mostly superficial keyword matches across distinct bugs. I\u2019d keep a broad quantization/offload report as the best issue anchor, but I would not merge any of the proposed issue pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy open report in the set, centered on quantization/offload behavior that could plausibly subsume related follow-up reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest combination of scope, ongoing activity, and external references, making it the best representative issue in an otherwise mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different subsystems and failure modes: MoE load-balancing loss vs Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch 2.9 flex_attention regression is unrelated to TensorFlow backend installation/import behavior." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention sink-less crash and RTDetrLoss infeasible cost matrix are unrelated code paths." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash is unrelated to Hub file listing revision forwarding." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both mention quantization/offload, but one is general offloading behavior and the other is a specific FP8 weight_scale load corruption bug." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color output in loading reports is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing and Gemma 4 processor dependency import errors are different failure paths." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Config default initialization for Phi4Multimodal is unrelated to missing pad_token_id on Llama4Config." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized load/offload failure are related only broadly, not the same concrete bug." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as variable-length input failures." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and tokenizer slowdown after version upgrade are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR long-input index error are different model-specific bugs." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import-time slowness is unrelated to VL image placeholder handling in user text." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM under DeepSpeed and optimizer step being called twice are not the same concrete bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression are separate model-specific issues." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging omission is unrelated to the Python version compatibility regression." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file loss is unrelated to gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-only TensorFlow backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are different model/task bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different model/config issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is an MLA rms_norm_eps precision issue and the other is a torch.split return-value bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers failing on nn is unrelated to TensorFlow backend installation errors." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline return_all_scores is unrelated to import latency." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are distinct features/code paths." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config missing pad_token_id is not the same as AutoConfig remote-code field loss." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to FP8 compressed-tensors weight_scale corruption." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Auto-mapping stale config references and leftover dummy_pt_objects classes are unrelated CI hygiene issues." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -12836,429 +13704,9312 @@ }, { "label": "issue", - "component_index": 14, + "component_index": 1, "component_count": 28, - "review_unit_index": 1, - "review_unit_count": 1, + "review_unit_index": 45, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-44371-6", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:44371", - "issue:44418", - "issue:44572", - "issue:44573", - "issue:44937", - "issue:47036" + "issue:42491", + "issue:42617", + "issue:42796", + "issue:43299", + "issue:43441", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47333" ], "soft_pairs": [ - "issue:44371|issue:44572", - "issue:44371|issue:44573", - "issue:44371|issue:44418", - "issue:44371|issue:47036", - "issue:44371|issue:44937", - "issue:44418|issue:44572", - "issue:44418|issue:44573", - "issue:44572|issue:44573", - "issue:44572|issue:47036", - "issue:44572|issue:44937", - "issue:44573|issue:47036", - "issue:44573|issue:44937" + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:43824|issue:43976", + "issue:44336|issue:44373", + "issue:45362|issue:47333", + "issue:47176|issue:47177", + "issue:43723|issue:44162", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:44871|issue:47145", + "issue:42617|issue:43976", + "issue:46291|issue:46399", + "issue:46655|issue:46726", + "issue:45083|issue:46851", + "issue:45003|issue:47217", + "issue:46399|issue:46851", + "issue:45072|issue:46829", + "issue:42491|issue:43299", + "issue:43526|issue:45003", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:45003|issue:46821", + "issue:45588|issue:46851", + "issue:45561|issue:45563", + "issue:44336|issue:46424", + "issue:46614|issue:46665", + "issue:43550|issue:46506" ], - "prepared_review_unit_hash": "aee81302749b852f013fca13be8b3b6cb21fb775f726752a0f5bc0ca1a5d1b40", + "prepared_review_unit_hash": "4ccf8c704b3e35a62f84d6a82f10412ae24cc309312bb342ba85a679fb45cd35", "component_budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 12, - "serialized_chars": 7361, - "estimated_input_tokens": 1841, - "estimated_eval_tokens": 3938 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 12, - "serialized_chars": 7361, - "estimated_input_tokens": 1841, - "estimated_eval_tokens": 3938 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36983, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": false, + "split": true, "analyst_result": { - "summary": "This cluster is a set of low-information issues, mostly spam-like placeholders plus two unrelated topic titles. There is not enough evidence to confidently merge any pair as the same underlying bug/change.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 44371 is the earliest item in the cluster and is as representative as the other spam-placeholder issues; there is no stronger substantive signal to prefer another issue.", + "summary": "The cluster is highly heterogeneous: most items are unrelated model-loading, tokenizer, utility, testing, or security bugs. No soft-edge pair looks like the same underlying fix.", + "confidence": 0.98, + "canonical_issue_reason": "43299 is the closest representative of the only recurring theme here (Qwen/MoE load regressions on v5), but the cluster as a whole is too mixed to have a true canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "44371 is a reasonable cluster representative because it is earliest and the cluster lacks meaningful technical detail across all candidates.", + "best_issue_reason": "43299 is the highest-signal, version-specific model-loading regression among the issues; the rest are mostly unrelated one-off bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44371", - "right": "issue:44572", + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization error vs Qwen3.5 chat crash; different models and failure paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI handling in loading_report; unrelated subsystems." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Ministral tokenizer BPE-marker issue vs Ministral FlashAttention crash; same model family but different concrete bugs." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Qwen2.5-VL still-image rope scaling vs Qwen3.5 variable-length position_ids; different models and mechanisms." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL import vs Python version support regression; unrelated causes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output bug vs docstring typo for position_ids; not the same issue." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Chat crash for Qwen3.5 vs offloaded Qwen3-30B save failure; different code paths." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Shell-operator allowlist bypass vs tar/zip-slip arbitrary write; both security issues but clearly different vulnerabilities." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading failure in v5 vs ESM2 brokenness; unrelated models and symptoms." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency vs unrecognized model config error; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs gemma-4 zero3 from_pretrained failure; different layers." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id inconsistency vs FP8 weight_scale omission; unrelated model semantics." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py execution failure vs Python 3.9/3.10 compatibility regression; different problems." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "pipelines import dependency/version issue vs Qwen3.5 kernel registration crash; only loosely kernel-related." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding miscalculation in SmolVLM vs missing-vision-backend AutoProcessor import error; different failure points." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3 Omni MoE feature-length helper bug vs Qwen3.5 position_ids variable-length crash; different model families and code paths." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access vs VL image-placeholder handling; unrelated bugs." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel decorator registration failure vs position_ids variable-length crash; different subsystems." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in inference vs incorrect hidden_states assignment; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/v5, but one is LoRA compatibility across hf4.x\u2192hf5.x and the other is direct model loading; not clearly the same code-path." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug vs sys.modules access bug; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer read error vs gemma-4 zero3 loading issue; different triggers." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance regression vs Gemma eos token config mismatch; no shared underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs empty-list chat template IndexError; different inputs and code paths." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling vs Qwen3.5 kernel registration; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules safety bug vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention sink-less-model crash vs Qwen3.5 variable-length position_ids issue; different areas." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race on captured_info.txt vs stale warning for num_return_sequences; both testing-related but not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI code emission bug vs cache max length honoring bug; unrelated utilities." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend after language switch vs from_pretrained behavior inside Python classes; different state-management issues." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba vs CPU/CUDA divergence in PPDocLayoutV3; 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": 46, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:42915", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:44242|issue:45593", + "issue:44779|issue:45292", + "issue:43540|issue:46655", + "issue:43901|issue:45003", + "issue:42915|issue:47312", + "issue:43257|issue:45137", + "issue:46726|issue:47217", + "issue:41950|issue:44220", + "issue:36246|issue:43596", + "issue:44479|issue:46655", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:42886|issue:46132", + "issue:43295|issue:45292", + "issue:45292|issue:45701", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:44451|issue:46752", + "issue:44162|issue:45200", + "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:44877|issue:45375", + "issue:43475|issue:46369", + "issue:43352|issue:45250", + "issue:44623|issue:46726" + ], + "prepared_review_unit_hash": "ba8f393dd7d8c84b5fd0a47b8417f892040019f752877a036895eb972f0986e7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35338, + "estimated_input_tokens": 8835, + "estimated_eval_tokens": 17926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the suggested soft pairs mostly share only broad subsystem vocabulary (Qwen/VL, tokenization, Deepspeed, configs, etc.) but not the same concrete failure mode, so none are true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No safe canonical duplicate target across the set; the items span unrelated regressions and import/config/runtime failures. If forced to anchor the cluster, issue 44479 is the most concrete, multi-model regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest standalone report: it names a specific regression, gives affected model families, and is actionable for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: one is load-balancing loss gating on router logits, the other is D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenization regression vs. resize_token_embeddings not updating output embeddings; related area, different code paths." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the symptoms and model paths differ: Qwen3OmniMoe value error vs SmolVLM padding calculation." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch about return_all_scores vs unsafe sys.modules access; no shared underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and kernel 0.16 incompatibility are separate environment/model issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different DeepSpeed problems: weight conversion with accelerate+deepspeed vs zero3 deque underflow." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor backend-missing error is not the same as failing when an image placeholder appears in user text." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are unrelated pipeline/audio bugs." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import vs DeepSpeed/BertModel zero3 index error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video, but one is a Qwen VL regression and the other is a SmolVLM padding bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different dependency boundaries." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field silently dropped is not the same as AutoModelForCausalLM failing to unwrap text_config." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure and AttentionInterface.register behavior change are different regressions." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs embedding resize not propagating to output embeddings." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug and tokenization changes are distinct failure modes." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and upgrade-induced slowdown are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Zero3 deque pop failure vs auto_mappings referencing removed Sam3LiteText configs are different issues." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model cache loading problem and apply_chat_template empty-list crash do not share the same root cause." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific regressions." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied weights depending on device is unrelated to t5gemma resize_token_embeddings behavior." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows ROCm distributed import/type error and AMD quark class update lag are not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance concern different model/config behavior." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are separate test/runtime issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config blocking granite_speech and missing deepstack_visual_indexes are different config-schema problems." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute vs Sam3LiteText memory overflow are not the same failure." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific unsupported Flash Attention 2.0 error is not the same as the generic FA2 topic issue." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "processor.save_pretrained missing files and unrecognized image processor are unrelated processor 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": 47, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46851", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:29870|issue:30333", + "issue:44995|issue:45200", + "issue:44242|issue:44857", + "issue:44877|issue:46170", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:43475|issue:43540", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:45685|issue:46431", + "issue:42994|issue:47312", + "issue:42199|issue:46851", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44368|issue:45563", + "issue:44361|issue:44749", + "issue:45987|issue:46082", + "issue:46132|issue:47145", + "issue:44483|issue:46202" + ], + "prepared_review_unit_hash": "81603c47820426a82d32976f0c085d89849107f34bb2539c4d6efdad4693fe22", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35736, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous; the soft pairs are mostly unrelated bugs across different models, loaders, tokenizers, and training/runtime paths. No pair looks like a true duplicate or mergeable PR-equivalent change. If a representative issue is needed, the broadest user-facing regression is the Qwen video-input bug.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 44479 is the broadest, most user-facing regression in the set, covering multiple Qwen model variants and a concrete v5.3.0 video-input breakage; the rest are mostly distinct model- or subsystem-specific problems.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the best single representative because it describes a concrete regression with clear breadth and impact, even though this cluster does not actually form a coherent duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different models and failures: Qwen3-VL-Moe regression vs PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure vs tokenizer error masking when protobuf is missing; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression for Qwen models vs Windows/ROCm import dependency issue." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() UnboundLocalError vs MLflow reporting after failed training; unrelated subsystems." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa second-forward cache crash vs Gemma 4 token-type-id fine-tuning behavior." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing router loss vs AMP/CUDA loss crash; different architectures and failure modes." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the ROCm/Windows distributed import issue." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed from_pretrained loading bug vs optimizer stepping twice; not the same code-path problem." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Warning about tie_word_embeddings vs flash-attention generation failure; different severity and cause." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision-encoder attribute error vs Qwen3OmniMoe video-input ValueError; different models and stack traces." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache crash in GlmMoeDsa vs flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token bug vs ESM2 model breakage; not the same underlying defect." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram kernel limitation vs missing chat template on a processor; unrelated errors." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure vs kernel version incompatibility; different problem domains." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality error vs Qwen3.5 variable-length position_ids bug; unrelated model families." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs accuracy regression after upgrade; one is load-time, the other behavioral." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in SAM3 pixel decoder vs model-type warning when instantiating tracker from video config." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on RT-DETR deletion vs MaskGenerationPipeline dropping partial-batch results." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; unrelated failure modes." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch vs a config warning about tie_word_embeddings." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip on \u2581; unrelated code paths." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue vs Gemma roundtrip failure; no shared underlying bug shown." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Two warnings, but on different APIs and semantics: embedding tying vs num_return_sequences pagination." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs global performance regression after upgrade; different classes of bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract violation vs LlamaConfig head_dim validation; not the same issue." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change vs FP8 checkpoint weight_scale omission; different affected components." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions API rejection vs tokenizer roundtrip failure; unrelated request/encoding 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": 48, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:43065", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46421", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47068", + "issue:47217" + ], + "soft_pairs": [ + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:43994|issue:46726", + "issue:44297|issue:44623", + "issue:46752|issue:47020", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44964|issue:45137", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:43784|issue:46399", + "issue:39692|issue:46726", + "issue:44373|issue:46851", + "issue:46463|issue:46877", + "issue:44871|issue:46132", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:45561|issue:47217", + "issue:45375|issue:45478", + "issue:46877|issue:47000", + "issue:44038|issue:44623", + "issue:44188|issue:46851", + "issue:45310|issue:45375", + "issue:44869|issue:45356", + "issue:43723|issue:46326" + ], + "prepared_review_unit_hash": "2a1b3db81d83713d3740d56fe2c465538aa57b1a4c2db8c8c93e9b66372361dc", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36361, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: most pairs share only a broad subsystem or keyword, not the same underlying bug. One pair in the Qwen3.5 Moe config-loading area looks plausibly like the same issue.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45375 is the most concrete root-cause report in the likely duplicate pair: it identifies the missing `deepstack_visual_indexes` field and the `@strict` drop behavior, which explains the broader `from_pretrained` failure reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the broader user-facing symptom report for the same Qwen3.5 Moe `from_pretrained` failure, making it a good umbrella issue if the pair is treated as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve attention/compile/cache behavior, but one is about divergent kernels from branching and the other about cache lazy init causing recompilation; different concrete bugs." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "One is missing auxiliary losses in D-FINE, the other is a DeepSpeed loss-branching host sync issue; same training area, not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring crash with future annotations is unrelated to cache length slice arithmetic under torch.compile." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and a Chinese report about much slower filtering after upgrade are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/model loading, but one is incorrect SigLIP2 outputs while the other is an AutoProcessor backend-missing error; different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch and processor save missing files are different save/pretrained paths and symptoms." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input IndexError is unrelated to XLMRobertaTokenizer construction passing a dict to Unigram." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown and double optimizer stepping with DeepSpeed are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are different components and bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` is not the same as ESM2 being broken." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omission and DeepSpeed double optimizer step are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and ZeRO3 deque underflow are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Missing `fpn_position_embeddings` on SAM3 video output is unrelated to TimesFM `window_size` AttributeError." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video output attribute loss and AutoConfig missing fields with `trust_remote_code=True` are different bugs." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time `nn` NameError in sentence-transformers and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example errors for SigLIP2 and an AutoProcessor backend-missing runtime error are not the same issue." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for `position_ids` is not the same as a runtime bug with variable-length inputs using `position_ids`." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 decoder-input error messaging and auto-docstring stdout logging are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos token config mismatch and AttentionInterface registration behavior change are different issues." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError for AutoModel and SentenceTransformers loading hang are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and Gemma-4 ZeRO3 from_pretrained failure do not match as the same concrete bug." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist captured_info race and VL image-placeholder handling are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 Moe loading failure; one is the specific missing-field/root-cause report and the other is the broader `from_pretrained` error symptom." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Doc-lint stdout logging and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor save_pretrained missing files are different issues despite both being model/processor related." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and Qwen3.5 variable-length position_ids issues are different problems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a generic from_pretrained error and the other is a specific config-field omission; not enough to treat as the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi tokenizer codec/regression issues are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and `continue_final_message` for mistral_common tokenizers are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted pair (issue:45375 / issue:45478) is a conservative, well-supported duplicate call based on matching Qwen3.5 Moe from_pretrained symptoms plus the concrete missing-field root cause. The rejected soft-edge pairs also read as cautious and reasonable from the issue titles 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": 49, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43673", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:43873|issue:44945", + "issue:36010|issue:41628", + "issue:42371|issue:45092", + "issue:44661|issue:47059", + "issue:43278|issue:45137", + "issue:45081|issue:45103", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:46202|issue:46701", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:44945|issue:45753", + "issue:42175|issue:44933", + "issue:45561|issue:47059", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:42831|issue:44222", + "issue:44743|issue:47068", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:42175|issue:45712", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:42673|issue:43704", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085" + ], + "prepared_review_unit_hash": "ec05bc4977c2ae8e911c477655705fa34c0a8b3d05dbc581b2cccd505868c593", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37245, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; the soft pairs are near-misses across different bug classes (imports, generation, quantization, tokenizers, vision, and training/runtime issues). I found no confident duplicate issues to merge.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43873 is the strongest anchor: it is open, detailed, and highly discussed with multiple inbound references, while most other items are either clearly different bugs or only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue for this cluster because it is the most actionable and well-specified active bug report; the rest are too disparate to serve as the canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache-related, but one is about _update_model_kwargs_for_generation after sync_gpus and the other about missing cache during chunked_prefill; different failure points." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both involve imports, but one is a missing AutoImageProcessor export from transformers and the other is a bad import from image_utils; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect pipeline-parallel output are different code-path problems." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Two separate import errors for different symbols and modules; no shared underlying defect is evident." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated issues." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-mapping/tokenizer registration failure and a CLI completion regression are unrelated subsystems." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "A dtype drift between train/eval and a DeepSpeed deque IndexError are unrelated failures." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex/tokenizer loading and auto-docstring future-annotations handling are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP crash in image loss and docstring lint output at import time are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Processor attribute failure and Gemma token roundtrip failure are different issues in different paths." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE models, but one is Qwen3-VL-Moe on transformers 5.0 and the other is Qwen3.5 MoE from_pretrained on >=5.4.0; too different to treat as one bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma token roundtrip failure and DiffusionGemma pipeline breakage are related only by model family, not the same concrete defect." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-export/import-name problems for different symbols." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for moe and Qwen3.5 MoE from_pretrained loading are different phases and likely different fixes." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/cache handling and a janus image generation test failure do not match the same bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect pipeline-parallel output and Qwen3_5 infinite loop on a specific image are different model/runtime failures." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend packaging for tensorflow versus a bogus image_utils import are unrelated issues." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "A pytest-xdist file race and a CLI completion API breakage are unrelated test/runtime problems." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and OOM with adafactor in deepspeed are different training issues." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version bump and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift and FP8 save_pretrained for moe are both FP8-themed but not the same concrete defect." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent state reset with cache and a host-sync concern in deepspeed loss are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change in v5 and missing BOS/EOS with add_special_tokens are different tokenizer semantics issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures involving transformers, but they affect different symbols and likely different registration paths." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing tensorflow in extras and leftover dummy classes in dummy_pt_objects.py are unrelated packaging/cleanup issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a nonexistent image_utils import are not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and an xdist file race are completely different failures." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "These share the same title, but without body evidence I still cannot safely assume they are the same concrete VRAM leak/code path." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading stalls and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are distinct bugs." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "HF_HUB_OFFLINE breakage in a regex patch and Rust tokenizer thread-safety 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": 50, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:42898|issue:45812", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:45600|issue:47059", + "issue:44016|issue:46231", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:42898|issue:44779", + "issue:43479|issue:44869", + "issue:42673|issue:47085", + "issue:42898|issue:43295", + "issue:43479|issue:44079", + "issue:30333|issue:36331", + "issue:42898|issue:44448", + "issue:46077|issue:46123", + "issue:44060|issue:45125", + "issue:22355|issue:28282", + "issue:44295|issue:45656", + "issue:43874|issue:45092", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:42796|issue:43723" + ], + "prepared_review_unit_hash": "6491c2964638a89a5ddb4d640b4839d387a4c210dbdeba0714478551c13d5174", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35960, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical grouping; the soft pairs share broad keywords, but none look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42898 is the best representative because it is a broad, user-facing v5 tokenizer-behavior regression and sits at the center of several soft-similarity links; the others are narrower, model-specific, or unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the strongest single issue to anchor the cluster: it is generic, regression-oriented, and closest to the shared tokenizer/v5 theme without being tied to one niche model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is about `clean_up_tokenization_spaces` behavior and the other is wrong token IDs for Granite models; different code paths and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different multimodal bugs: one is `Phi4MultimodalConfig` default initialization, the other is `VideoPrismForVideoClassification` returning the wrong tensor in outputs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated failures: missing files from `processor.save_pretrained(...)` versus a Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "These both involve tokenizers, but one is a specific LayoutLMv2 NER/padding crash and the other is a global thread-safety regression in fast tokenizers." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance/memory, but one is a VRAM leak in Qwen3ForCausalLM with dataloader threads and the other is a FA2 long-context performance regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but they affect different APIs/models: `AutoTokenizer.from_pretrained` loading versus missing BOS/EOS insertion for mdeberta-v3-base." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken documentation examples, but they are different examples with different failures and no shared underlying bug." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Completely different breakages: auto-mapping references to removed configs versus a CLI compatibility issue with huggingface_hub 1.22.0." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Different docs issues: a notebook syntax error versus a parameter-name mismatch in training docs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "One is MLflow reporting on failed training jobs; the other is a model-loading regression for Llama 3.2 Vision. No shared bug." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Different subsystems and failures: Flash Attention 2 on XLM-Roberta versus MLflow job reporting." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is about cleanup spacing behavior and the other is Deepseek token IDs being wrong; not the same defect." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different multimodal/tokenization bugs: default config initialization versus Whisper word-timestamp decoding crashing on a trailing replacement character." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "A model VRAM leak in multi-threaded dataloading is not the same as fast tokenizers becoming non-thread-safe." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions around tokenization/processor behavior, but one concerns cleanup spaces while the other is processor.tokenizer access and passing images to tokenizer." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "These are unrelated: multimodal config initialization versus `ModelOutput` key assignment when a prior value was `None`." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Different training bugs: MLflow not reporting on failure versus `compute_loss()` receiving an unexpected `num_items_in_batch` argument." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both involve v4/v5 behavior differences, but the underlying bugs are distinct: tokenizer cleanup spaces versus Pegasus output differences." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Both are about generation logic, but one is incorrect bidirectional attention masking and the other is a batching/control-flow bug in `MaskGenerationPipeline`." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is a bad tied-weights warning and the other is a missing tensor-parallel plan; different code paths." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import-related errors, but one is missing `transformers.onnx` and the other is missing PyTorch for AutoModel; they are not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated bugs: reading a registered `position_ids` buffer versus optimizer `step()` being called twice with deepspeed." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both concern multimodal model loading, but one is a missing image-processor method and the other is remote-code checkpoint incompatibility with meta initialization." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model-specific issues: broken vitpose models versus Gemma 4 requiring `mm_token_type_ids` defaulting for text-only fine-tuning." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Completely different crashes: serving KV-cache continuation tensor indexing versus auto_docstring handling of `from __future__ import annotations`." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is tokenizer config metadata; different artifacts and failures." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: multi-label classification returning empty results versus local dataset loading in image classification." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Different tokenizer problems: BPE marker handling for Ministral versus `AutoTokenizer.from_pretrained` loading issues in v5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 51, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:45245|issue:46132", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "issue:43232|issue:47276", + "issue:43504|issue:47059", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:44360|issue:46762", + "issue:43475|issue:46305", + "issue:44295|issue:44623", + "issue:30990|issue:38175", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:44190|issue:46082", + "issue:44327|issue:47059", + "issue:44263|issue:44373", + "issue:46369|issue:46909", + "issue:43232|issue:46424" + ], + "prepared_review_unit_hash": "fa584fb50e2e82a8c9ace64253e6a947d42dbbdd62615b3e2c3123641af8b2a2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35739, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous; the soft pairs share superficial keywords but not the same underlying bug or change, so I would reject all of them and not nominate a single canonical issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "One is a dependency version pinning complaint; the other is a cleanup bug in dummy PT objects. No shared code path." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different failures: Pegasus output regression vs. AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to a deepspeed double optimizer-step issue." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and missing processor save files are separate save/load problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention saving, but one is FP8 MoE serialization and the other is processor file export. Different bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization with None is not the same as non-persistent buffer junk in v5." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "An import/export symbol issue in image_utils does not match dummy class cleanup." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality error and attention registration behavior are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template errors involve different subsystems and failure modes." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring is not the same as a RoPE implementation discussion." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is distinct from Qwen3.5 from_pretrained failures." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization drift across versions is unrelated to FP8 inference on B200." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are separate problems." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "A generation state bug is not the same as a misleading warning message in continuous batching." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy field loading for BEiT segmentation is unrelated to huggingface_hub CLI test breakage." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "These are both config-related, but one is typing validation and the other is explicit head_dim acceptance logic." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state and Gemma4 dtype casting are different model-specific bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "A save_pretrained FP8 bug and a question about max_shard_size are not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and Moonshine off-by-one masking are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error does not match processor save_pretrained missing files." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Stuck loading Sentence Transformers and zero probabilities for siglip2 are different model issues." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync_gpus behavior and long OCR input index errors are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split result issue in the DSA indexer is not the same as remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim validation are different failures." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top-k bounds errors are unrelated to CLI completion breakage." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer tensor-splitting and a docstring fix do not share an underlying bug." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 memory overflow and a broken documentation example are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation sync_gpus handling and cache max length semantics are different subsystems." + } + ] + }, + "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": 52, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46726", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:42907|issue:46050", + "issue:46305|issue:46655", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:45310", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44263|issue:44360", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:44964|issue:47059", + "issue:22355|issue:28218", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:44483|issue:45406", + "issue:43576|issue:43784", + "issue:43784|issue:45600", + "issue:44188|issue:44373", + "issue:42831|issue:45753", + "issue:43644|issue:46305", + "issue:39401|issue:44568", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:43756|issue:44060", + "issue:43408|issue:46369", + "issue:42886|issue:43066" + ], + "prepared_review_unit_hash": "0750d59c7863737ef0adb01352b8a90dac2fbba12d866191e26a9cd01ea116ef", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35343, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated regressions across tokenization, multimodal processing, model save/load, and dependency/version breakage. No soft pair looks like a safe duplicate merge, and there isn\u2019t a single coherent canonical issue for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Different failure modes and subsystems: ONNX import/package resolution vs Flash Attention 2 support for XLM-Roberta." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor error handling when vision backends are missing, but one is a video-model/torchvision case and the other is a generic unrecognized-image-processor report; not clearly the same bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load problems for quantized models, but they involve different quantization paths and symptoms, so this is too broad to treat as one issue." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both mention off-by-one-ish video-related behavior, but one is a MoonshineStreaming attention mask bug and the other is a SmolVLM padding calculation issue." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "No shared underlying bug: a generic dependency issue vs a performance optimization in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal model save/load behavior, but one is meta-init compatibility for old InternVL2 checkpoints and the other is incorrect visual-encoder keys on save_pretrained; different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: FineGrainedFP8 accuracy regression vs a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are sequence-position/windowing issues, but they affect different models and different mechanisms; not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type warning and the other is missing text-encoder weights on load; different failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA/indexer area, but one is about torch.split return handling and the other is a missing ReLU; not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different export/compatibility problems." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different regressions: FP8 accuracy vs Qwen3-VL-Moe from_pretrained failure." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Completely unrelated: model loading failure vs a huggingface_hub CLI incompatibility." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No module import problem vs tokenizer spacing after added tokens; no shared underlying bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different model-training failures: flash_attention_3 degeneracy vs NaNs at checkpoint/init in classification heads." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "One is an MLA layernorm epsilon precision bug; the other is a checkpoint/meta-initialization compatibility issue." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated: chat-completions request rejection vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command breakage and a sentence-transformers import NameError are different problems." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError vs auto_mappings referencing removed configs; same package area, different concrete failures." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring fix for position_ids." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: FP8 accuracy regression vs Qwen3.5 infinite loop on a specific image." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs a MoonshineStreaming sliding-window off-by-one; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors (offset mapping vs BOS/EOS insertion)." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor missing-backend crash vs VL model failure when image placeholder is in user text; different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenization changes, but one is a model-specific BPE-marker bug and the other is a broad version-to-version tokenization drift report." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Unrelated model-specific issues: RoPE-layer dropping vs an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a type-mismatch warning and the other is a memory overflow when calling sam3-litetext." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs wrong tokenizer decoder type in Transformers v5; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 53, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:39379|issue:46172", + "issue:42886|issue:42994", + "issue:45381|issue:46909", + "issue:27957|issue:30990", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:44625|issue:44829", + "issue:39401|issue:44488", + "issue:43122|issue:46326", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:42907|issue:44945", + "issue:39401|issue:44521", + "issue:44117|issue:44704", + "issue:22355|issue:29159", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:42907|issue:43937", + "issue:44038|issue:44297", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:44360|issue:44485", + "issue:45216|issue:45478" + ], + "prepared_review_unit_hash": "15667c6a87ad9239d6b8badce1d83343f4e142b55d1d0178ccb74f27726a963d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most soft pairs are only broadly related by subsystem or symptom (imports, tokenizers, multimodal, saving/loading) but do not describe the same concrete bug. I reject all soft edges; there is no clear duplicate pair here.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest umbrella regression report in the set (many import errors after upgrading), and it best represents the import-regression subset, though the overall cluster is too mixed for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally representative issue among these, but only for the import-error subset; it is not a strong global duplicate anchor because the remaining issues span unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import failures, but 45278 is a broad regression report while 42757 is one specific missing symbol; not the same concrete bug." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different models and code paths: mllama masking vs deepseek-v4 DSA/indexer logic." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving are unrelated failure modes." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position ids and a DIA docs example are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Both mention loading/runtime issues, but they involve different models and failure mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-input processing bug versus documentation example issue; no shared underlying defect." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are distinct bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position-id buffer access and tokenizer save metadata mismatch are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are load-time failures, but one is a hang and the other is a Mac bus error on a different model path." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized model saving and multimodal model loading are different problems." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting bug versus CLI failure with huggingface_hub; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mapping and a model-load failure for a specific checkpoint are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version-to-version tokenization drift and the other is a continue_final_message bug for mistral_common tokenizers." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error report, but 41628 is a specific missing export; not enough to treat as the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug and assistant_mask computation bug are different tokenizer behaviors." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback and AutoProcessor kwargs forwarding are separate issues." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization drift and multimodal assistant mask generation are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value bug have no direct relation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding and chat-template crashes on tool-call messages are distinct." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized save failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and tokenizer_class metadata mismatch are different issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning and missing fpn_position_embeddings are not the same underlying defect." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model saving and gguf_file load breakage affect different APIs and code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different regressions." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer access are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation and GLM-5 RoPE implementation are distinct model internals." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained checkpoint corruption and the other is a from_pretrained load error; not enough to merge as one 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": 54, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46697", + "issue:46762", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:44038|issue:44222", + "issue:46172|issue:46762", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:22355|issue:29127", + "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42757|issue:44351", + "issue:42222|issue:47312", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:43976|issue:45446", + "issue:46231|issue:46877", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:44995|issue:46697", + "issue:43937|issue:44485" + ], + "prepared_review_unit_hash": "07b2cfa45879d411a3f31ac15337c864753028525c10d6383729535de1c335d5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 34967, + "estimated_input_tokens": 8742, + "estimated_eval_tokens": 17740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most soft pairs share only broad subsystem or version-regression language, not the same concrete bug. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across tokenization, model-specific behavior, import errors, and environment/version compatibility.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update\u201d), but it still does not represent the rest of the heterogeneous cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE/Qwen-related problems, but one is a from_pretrained/load issue and the other is about FP8 save_pretrained behavior." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical/behavioral model bugs, but they concern different models and different attention/code paths." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and describe different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "These are unrelated: one is an example-script classification bug, the other is a Gemma 4 multimodal input/config requirement." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "One is a missing module import; the other is an error-message clarity issue in a specific processor path." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but one is an offset_mapping bug and the other is stale language state in a phonemizer backend." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "These are different problems: dtype drift between train/eval versus incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment/import compatibility complaints, but they are about different Python/backend version issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols from different packages and likely different regressions." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "These are completely unrelated: broken ViTPose models versus a kernels compatibility issue." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and example-script multi-label classification are unrelated issues." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation-adjacent code, but they describe different bugs in different functions/code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failures: SigLIP2 numerical discrepancy versus a Qwen3_5 infinite-loop case." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "These are version-compatibility issues in different layers (Python support vs PyTorch import gating), not the same bug." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a documentation parameter-name mismatch; the other is import-time stdout lint noise." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Both involve request/input handling, but one is an API endpoint acceptance issue and the other is a VL placeholder placement bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior and stale phonemizer language state are different issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and NaNs in classification heads are unrelated bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import breakage, but 45278 is a broad regression report while 38617 is a specific missing-symbol import error; not enough to treat as the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in multi-threaded generation and dtype mismatches in bfloat16 inference are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different code paths and symptoms: save_pretrained key serialization versus from_pretrained loading failure." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is a config bug, while NaNs in classification heads are a different training/init problem." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they are model-specific and not the same code-path failure." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer-cache crash and image over-padding are unrelated bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-5 related, but one is a GenerationConfig validation error and the other is a RoPE implementation discussion/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": 55, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:45071", + "issue:45083", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46640", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:45083|issue:45446", + "issue:44075|issue:44936", + "issue:44038|issue:45478", + "issue:28348|issue:46640", + "issue:43116|issue:43493", + "issue:44610|issue:46909", + "issue:44355|issue:46231", + "issue:43066|issue:46710", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:42673|issue:42796", + "issue:43618|issue:46829", + "issue:43827|issue:45446", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:33453|issue:39401", + "issue:45405|issue:45446", + "issue:43824|issue:46981", + "issue:39379|issue:43688", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:43064|issue:43673", + "issue:45092|issue:46762", + "issue:43937|issue:45563", + "issue:44380|issue:46077" + ], + "prepared_review_unit_hash": "d50b7e231c7607bdbd52337a93f0da19836d37adca396627df43c970d0c1e46d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35590, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issues across tokenizers, generation, training, processors, and model-specific bugs. The soft pairs share broad vocabulary or subsystem names, but they do not describe the same underlying defect and should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents the cluster because the items are heterogeneous. If a representative must be chosen, issue #46640 is the broadest/open-ended one, but it is still not a true canonical for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46640 is the most generic and current issue in the set, so it is the closest thing to a cluster anchor, but the overall set is too diverse for a strong canonical issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Both involve attention-related config/versioning, but one is about `_get_feat_extract_output_lengths` in qwen3_omni_moe and the other is a flex_attention PyTorch version check; different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args being ignored is a training-optimizer bug, while trainer.evaluate() failing after train() is a separate trainer state/lifecycle issue." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3/V5 compatibility, but one is about Qwen3-VL-Moe behavior and the other is a from_pretrained error for Qwen3.5 Moe; not the same failure mode." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but #28348 is a GPT2LMHeadModel support request while #46640 is a generic open flash-attention issue with no evidence of the same code-path bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "One is a classification example script returning empty multi-label results; the other is a SigLIP2 implementation discrepancy against JAX. Different components and symptoms." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to the `set_training()` docs parameter-name mismatch." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type regression in v5 is unrelated to an accuracy regression in a DeepSeek model after a version upgrade." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing `get_number_of_image_patches` method in GLM46V are different issues with no shared bug." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend import messaging is a different problem from repeated HTTP 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in multi-threaded Qwen3ForCausalLM is unrelated to BPE marker handling in a different tokenizer." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Missing CLIPOutput attentions and VideoPrism hidden_states misassignment are distinct output-field bugs in different models." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to the AuxRequest flex_attention version check." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output failure is not the same as the pipeline() translation error-message regression." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing `embed_tokens.weight` is unrelated to AutoProcessor not forwarding kwargs to `cached_file`." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "SequenceFeatureExtractor.pad inefficiency is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 tokenizer offset_mapping bug are both tokenizer issues but with different root causes and behaviors." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump problem is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Qwen2_5_VL import failure due to missing symbol is unrelated to AutoProcessor retry behavior on HTTP 429." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect mllama mask handling and auxiliary-loss normalization in OLMoE/GPT Oss are separate model math bugs." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to SequenceFeatureExtractor.pad converting arrays to lists." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is not the same as v5 PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention.py crashing on `s_aux=None` are unrelated robustness bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states on nonzero ranks in Trainer/FSDP2 is unrelated to missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is not the same as numerical differences in Minimax MSA attention." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and stale num_return_sequences warning in paged generate() are different generation bugs." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is unrelated to Gemma4 building causal masks instead of bidirectional ones." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 56, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44466", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:46002", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44466|issue:46002", + "issue:44117|issue:45081", + "issue:42222|issue:47000", + "issue:44263|issue:46762", + "issue:39379|issue:46897", + "issue:43937|issue:44977", + "issue:42222|issue:43441", + "issue:42222|issue:46752", + "issue:42617|issue:45341", + "issue:43450|issue:43986", + "issue:43408|issue:43742", + "issue:45071|issue:46512", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:45071|issue:47059", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:44877|issue:46231", + "issue:43208|issue:46894", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:38617|issue:44220" + ], + "prepared_review_unit_hash": "67a8be36db2a1a29d9e1aab2904daaca71b8a6db31a885ee098319372c14d0ae", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35994, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous set of Transformers issues across unrelated areas (tokenizers, model loading, configs, training, CLI, and utilities). The soft pairs mostly share only broad subsystem similarity, not the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44704 is the strongest representative: it describes a concrete, reproducible API bug in a core loading path (`AutoProcessor.from_pretrained`) with clear user impact and a fixable code-path mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44704 is the best standalone issue in this set because it is specific, actionable, and centered on a widely used API path; it is easier to triage and fix than the broader or more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Different failure modes: serialization of tied `lm_head.weight` vs NaNs in classification heads during checkout/init. Same broad theme of model instability, but not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer/config internals, but one is `TOKENIZER_MAPPING_NAMES` returning `None` and the other is a Mistral regex patch crash on a backend attribute. Different code paths and symptoms." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Unrelated models and failures: vitpose loading breakage vs RTDetrLoss infeasible cost matrix. No shared underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different bugs: a `torch.split` return-value issue in GlmMoeDsaIndexer vs numerical differences in Minimax MSA attention. Same numerical domain, but not the same defect." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Both are double-shift style training-loss bugs, but they target different models (`mllama` vs Florence2) and are not shown to share the same implementation flaw." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "One is invalid `GenerationConfig` handling for GLM-5; the other is Qwen3.5 flash-attention generation behavior. Different models and failure mechanisms." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "vitpose model loading is unrelated to Ministral-3 FlashAttention failures. Same broad model area, but not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "vitpose breakage and an empty-list `apply_chat_template` crash are entirely different features and code paths." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution failure (`3d_parallel.py`) is not the same as a small testing-utils bug. No overlap beyond both being utility-related." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batch-shape bug vs a confusing AutoProcessor crash without torchvision installed. Different layers of the stack and different root causes." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_video/sam3_tracker is unrelated to a key error when loading MobileLLM-125M." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs `from_config(dtype=...)` leaving stale config dtype. Related namespace, but different behavior and fix." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong offset mapping for Qwen3 and the other is changed tokenization results for Deepseek in v5. Not enough evidence of one underlying bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in `qwen3next` layer 0 is a model architecture issue, while `Qwen3.5 Moe from_pretrained` is a loading/config issue." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention 3 causes degenerate training in one case; the other is a `save_pretrained` serialization regression for Qwen3.5. Different code paths." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "`PretrainedConfig` type checking regression and a CLI completion method missing from `HFCliTyperGroup` are unrelated issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A vague testing-utils bug is not the same as a specific xdist race on `captured_info.txt`. Similar area, but not the same concrete defect." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local `trust_remote_code` cache collisions and repeated HTTP 429 retries in `AutoProcessor.from_pretrained` are both loading-related, but they affect different layers (cache naming vs retry policy)." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "`from_pretrained` not forwarding kwargs to `cached_file` is unrelated to `special_tokens` being a list instead of a mapping. Different API surfaces." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug vs `SequenceFeatureExtractor.pad` inefficiency. The latter is a performance issue, not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for `granite_speech` and documentation mismatching `set_training(num_epochs)` are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift bug share only a loose training-loss theme; they are different models and likely different implementation mistakes." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import-related, but one is a missing `layer_type_validation` import and the other is missing `AutoImageProcessor` export. Different symbols and causes." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Qwen3 offset mapping and runtime post-processor updates for special tokens are distinct tokenizer behaviors with different root causes." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "A tokenization regression across versions is unrelated to a noisy logging message." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM-5 invalid GenerationConfig and an unrecognized model/config.json error are different loading/validation failures." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings guidance is unrelated to an MLA layernorm epsilon/config precision bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Importing `layer_type_validation` and `_torch_extract_fbank_features()` are unrelated failures in different modules." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 57, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:46172", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44933|issue:45278", + "issue:44261|issue:46762", + "issue:44075|issue:45656", + "issue:44484|issue:45310", + "issue:42371|issue:42831", + "issue:43097|issue:44493", + "issue:44483|issue:45464", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:44263|issue:44485", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43931|issue:44038", + "issue:46752|issue:47116", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43208|issue:46897", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:43097|issue:45588", + "issue:43986|issue:45341", + "issue:45003|issue:45341" + ], + "prepared_review_unit_hash": "335c2f3fda3df03549fb79e94e80b4fbb12acfc44e05891fcea69da62dc198fe", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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": "This cluster is mostly a grab-bag of unrelated Transformers regressions. The closest common theme is v5 upgrade breakage, so I\u2019d use a broad umbrella issue as the representative bucket, but I do not see any soft pair that is clearly the same concrete bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest, most representative umbrella: it captures the general class of v5 upgrade import/runtime regressions that several other reports resemble at a high level.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global triage anchor because it is broad enough to group the recurring upgrade-breakage pattern without overfitting to one specific model or API.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 44933 is a specific nonexistent import from image_utils while 45278 is a broad post-upgrade import-error report; not the same concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different failures: a missing rms_norm_eps precision issue vs numerical differences in Minimax MSA attention." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both concern optimizers, but one says SGD args are ignored and the other says DeepSpeed calls optimizer.step twice; different code paths." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size behavior in save_pretrained is unrelated to the Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings warning and FineGrainedFP8 accuracy regression are distinct issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is a v5 API removal notice, the other is an unexpected position-id key; they do not point to the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Different API surfaces and symptoms: chat/completions request rejection vs streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenization changes, but one is a wrong decoder type and the other is changed tokenization behavior across versions; not the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-related failures: missing projections in qwen3next vs a from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "patchtsmixer post_init validation and AutoProcessor 429 retry behavior are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "A weight-shape mismatch during model loading is not the same bug as missing attention projections in a different model." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling and GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both touch Qwen3-VL, but one is a model weight mismatch and the other is a Qwen3-VL-Moe from_pretrained error." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list apply_chat_template crash and streaming pipeline regression are separate code paths." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different FlashAttention problems: unsupported/failed integration vs degenerate training with flash_attention_3." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A v5 removal notice and a gguf_file/from_pretrained breakage are not the same underlying issue." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper and MLA q_a_layernorm precision error are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch precision warning on bf16 compilation is not the same as Blip2 dtype fields staying float32." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and different support failures." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE loading regression." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer and a deepseek-v4 transpose issue are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer has no clear relation to the deepseek-v4 comb transpose bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training bugs and Florence2 double-shift loss bug are model-specific and distinct." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a loading failure for physical-intelligence/fast are not clearly the same concrete defect." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug and a testing_utils issue are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps precision handling and GLM-5 RoPE implementation are distinct issues." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings removal and a flash_attention.py crash on s_aux=None do not share the same failing code path." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision and a testing_utils bug are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are different 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": 58, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:45753|issue:46369", + "issue:42886|issue:46981", + "issue:43097|issue:46050", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:44410|issue:45375", + "issue:43097|issue:43873", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:44936|issue:46365", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:43986|issue:44484", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43208|issue:43550", + "issue:44451|issue:47116", + "issue:44938|issue:46178" + ], + "prepared_review_unit_hash": "6cc5b15d0ebb09b47e546d633f3525c856c7af1e8a156bf5bcffbc817e35dac4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35039, + "estimated_input_tokens": 8760, + "estimated_eval_tokens": 17776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive similarity group: it mixes import errors, offline/cache loading bugs, model-specific architecture regressions, tokenizer edge cases, and training/runtime issues. I do not see any pair that clearly shares the same concrete underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick an anchor, issue 42886 is the most self-contained and reproducible core-runtime failure, but it is not representative of the whole cluster and should not be treated as a duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different failures: a Qwen3_5 image-specific generation loop vs Trainer import failing due to datasets. No shared code path." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve hub/network behavior, but one is offline cache loading and the other is repeated 429 retries via HF_ENDPOINT. Different bug surfaces and fixes." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a v5 API removal complaint; the other is quantized save/load corruption. Not the same underlying issue." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek model divergence and a dtype/transpose bug in deepseek-v4 are separate model-specific defects." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor/torchvision loading failure is unrelated to mistral_common ReasoningEffort import breakage." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-family model issues, but they concern different missing fields/projections in different configs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "v5 API removal vs offloading/quantization behavior are not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing processor method vs torch.split indexing/return handling are unrelated model implementation bugs." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache/chunked-prefill problem and MaskGenerationPipeline final-batch handling are different pipeline paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken duplicate keyword error and TOKENIZER_MAPPING_NAMES returning None are distinct tokenizer-stack issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "General Transformers 5.0/Qwen3-VL-Moe regression is not the same as missing layer projections in qwen3next." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch warning on bfloat16 compilation is unrelated to TimesFM window_size attribute access." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None bug and DiffusionGemma pipeline failure are different subsystems and failure modes." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two separate import errors for different symbols from different packages; no common concrete root cause is evident." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption and Liger Kernel application in model_init are unrelated training-path bugs." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video processor issues, but one is padding calculation and the other is num_frames semantics." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and apply_chat_template crashing on empty input are not the same defect." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A specific tensor dtype/transpose bug is not the same as an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train() and Trainer import breaking because of datasets are different issues." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different removed/relocated symbols and likely different fixes." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests and a noisy logging message do not share a code path." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor loading without torchvision and max_shard_size default behavior are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring crashes with postponed annotations are separate code paths." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only causing API requests and missing embed_tokens.weight in UMT5Encoder are different loading bugs." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are separate model-specific regressions." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "ScandiBERT loading failure and streaming pipeline regression are too broad and unrelated to be the same bug." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and a backend mapping ValueError for tensorflow_text are different environment/backend 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": 59, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:44380|issue:46421", + "issue:43064|issue:47116", + "issue:43012|issue:43550", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:43012|issue:44368", + "issue:45584|issue:46365", + "issue:43825|issue:44655", + "issue:43352|issue:43976", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:44038|issue:44230", + "issue:44734|issue:47116", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44162|issue:46172", + "issue:43352|issue:44380", + "issue:43208|issue:43526", + "issue:43097|issue:46298", + "issue:42757|issue:43824", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:43012|issue:47276", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:36010|issue:42757", + "issue:42831|issue:44261" + ], + "prepared_review_unit_hash": "c63b4efc41be25967086060f2760724b898ae686fea1685b705dc8c24e4e3971", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37103, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated Transformers issues. I did not find any soft pair that clearly describes the same underlying bug or change, so all candidate edges are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:36683 is the strongest standalone issue to anchor the set: it has the highest discussion activity and a clear, user-facing runtime regression with a concrete error message.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the most suitable representative issue because it is highly active, specific, and clearly reproducible, making it the best single issue among these candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different failures: GPT-2 attention scaling under SDPA/FlashAttention vs cache lazy init causing recompilation." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state bug is unrelated to streaming pipeline regression." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "One is a bfloat16 precision warning during compile; the other is a Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is unrelated to a Qwen3_5 image infinite-loop bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save paths, but one is dequantized model saving and the other is saving Pipeline objects." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is dummy class cleanup; right is a logging-message issue." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings: float32 precision warning vs tie_word_embeddings warning." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the Trainer import failure tied to datasets." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error-message wording and Pipeline save_pretrained failure are distinct problems." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention 2 support gap for Nemotron is unrelated to Python version compatibility." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight in from_pretrained is different from max_shard_size behavior in save_pretrained." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() and streaming pipeline regression are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "These mention related model families, but one is a generic bug and the other is explicit fp8 inference support; not clearly the same defect." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to streaming pipeline regression." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT-2 attention scaling bug is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and Trainer import issues are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 tensor-transpose issue are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different models and failures: unsupported Flash Attention 2 vs ignored GPT-2 scaling config." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config API and a noisy logging message are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling under SDPA is unrelated to the zero-loss single-label-classification bug." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "bfloat16 compile warning and synced_gpus warning text are different issues." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend packaging for torch installs is unrelated to the Trainer import/uninstall-datasets report." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 Moe from_pretrained error are related thematically but not the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to the huggingface_hub CLI API break." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation mistakes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages and different APIs." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and MLA rms_norm_eps precision error are distinct numerical 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": 60, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44483", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45593", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47321", + "issue:47332" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:45276|issue:46077", + "issue:43618|issue:44380", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:44655|issue:47321", + "issue:44655|issue:47332", + "issue:42994|issue:44655", + "issue:44625|issue:46077", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:36683|issue:44077", + "issue:44355|issue:46877", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46512", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:44908|issue:46851", + "issue:43992|issue:47317", + "issue:44075|issue:46365", + "issue:43867|issue:46202", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:29870|issue:33453", + "issue:44393|issue:47000" + ], + "prepared_review_unit_hash": "cfdfd8b56cf8fe2b41a176b37de316312ca0e0b055011544e9e659a05ba465ff", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37169, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-linked pairs are mostly false positives: they share broad subsystems or vague symptom wording, but not the same underlying bug/change. No PRs are present, and there is no clear canonical issue for this mixed set.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue stands out as the canonical representative because the items span many unrelated regressions and feature bugs with only superficial similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong global best representative for deduping this cluster; the collection is too heterogeneous to anchor on one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve chat/completions behavior, but one is API request validation and the other is batched processor template handling; different failure points." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions assignment and the other is hidden_states being None; related area, not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error vs unintended network requests during local-only loading; unrelated code paths." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resize propagation and the other is attention mask construction; distinct bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output regression vs GPT2 attention scaling under SDPA/FlashAttention; no shared underlying defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL loading failure and sorted-state_dict load failure are different model-loading problems." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "A Qwen3.5 config propagation bug vs a Trainer import dependency conflict; not the same issue." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Saving pipeline objects and an AMD quark class update issue are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Pipeline save_pretrained failure vs disk-offloaded Qwen3-VL save failure; both save-related but different mechanics." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and pipeline object saving are separate save-path bugs." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Config num_labels propagation vs bidirectional attention mask construction; different model behaviors." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 config vocab_size missing and SAM3 video output attribute missing are unrelated attribute errors." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash-Attn support check for Nemotron vs D-FINE auxiliary-loss logic; unrelated subsystems." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute error and patchtsmixer post_init validation are different model-definition issues." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Running compiled Python files and auto_docstring stdout diagnostics are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they concern different versions and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict loading failure vs incorrect Qwen3.5 checkpoint save behavior; different code paths." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Bidirectional attention masking and dtype/config staleness are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import/load failure vs CLI breakage from huggingface_hub 1.22.0; different dependencies and symptoms." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "A missing config attribute in Gemma3 vs special_tokens list handling; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3 lacks vocab_size while Llama4 lacks pad_token_id; different model config omissions." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate() UnboundLocalError and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache no_grad decoration and widespread import errors after upgrade are different changes." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/runtime issues, but one is compiled-file handling and the other is a Python 3.13 JIT parsing problem." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored and variable-length position_ids failing are unrelated training/inference bugs." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "UMT5 encoder weight loading and PPFormulaNet training loss are entirely different models/issues." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling vs Trainer import failure due to datasets; different layers of the stack." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict sorting load error and Gemma pipeline roundtrip on \u2581 are different serialization/tokenization problems." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5-like loading problems, but one is missing encoder weights and the other is a from_pretrained regression for MoE models." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL 2D bbox output errors and RTDetrLoss infeasible cost matrix are different vision/detection 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": 61, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "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:44246", + "issue:44351", + "issue:44360", + "issue:44387", + "issue:44393", + "issue:44485", + "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:46617", + "issue:46664", + "issue:47110", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:44393|issue:47337", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43867|issue:45375", + "issue:43010|issue:43976", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:43502|issue:44062", + "issue:43525|issue:47317", + "issue:45125|issue:45375", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:42898|issue:46664", + "issue:45071|issue:47317", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45850|issue:47110", + "issue:43874|issue:46617", + "issue:30333|issue:33453" + ], + "prepared_review_unit_hash": "cbd7c95ce316e8e6b57dfee4a732222f4eb6a0c02af23572821a9315d31b9f15", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36744, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. The only plausible duplicate pairs are the import-time slowdown reports and the Qwen3.5 MoE tensor-parallel loading failures; everything else is too different to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44246 is the best cluster representative because it is the broadest user-facing report in the only coherent subtheme here: `import transformers` performance regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "44246 is the most representative issue overall, but the cluster is largely heterogeneous and not a clean duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Different problems: model bbox generation bug vs flaky test failing on coordinate range." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a model load OOM." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report `import transformers` being slow; the titles describe the same import-time performance regression." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated symptoms and code paths: CLIP attentions regression vs PatchTSMixer `post_init` policy." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different model/config issues; no indication they stem from the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "One is a no-grad annotation change; the other is a Python version compatibility problem." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different flaky test causes: missing seed setup vs xdist file race." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "`Cache.update`/`Layer.update` is a specific API fix; the other is a broad regression complaint." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different serialization/load failures with different affected objects and failure modes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for PyTorch backend vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save/load behavior is unrelated to missing tensor-parallel planning metadata." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes; no shared concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely separate export gaps." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both describe Qwen3.5 MoE `from_pretrained`/tensor-parallel loading failures and likely the same missing TP metadata issue." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only` network leakage vs tokenizers keyword-argument conflict are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4 config attribute error is unrelated to the bbox range flaky test." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "One is tensor-parallel loading, the other is a missing vision config field in save/load." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures in different models and utilities." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Same general area of model loading, but no evidence of the same underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Server KV-cache indexing crash vs remote-code cache FileNotFoundError are distinct." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint-reload regression are different failure paths." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior and video-frame semantics are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "Type-checking breakage vs training-loss bug; no shared code path." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization memory regression is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No-grad decoration of cache updates has nothing to do with a dummy convolution layer." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Top-level import error for a model class vs cached remote-code loading failure are different issues." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing processor method and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken CLI command and attention registration behavior are separate problems." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Broad v5 regressions vs `special_tokens` dict/list handling are not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing processor method and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs has no relation to tokenizer loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and appropriately conservative. The summary correctly treats the cluster as mostly heterogeneous, with only two plausible duplicate subthemes (import-time slowdown and Qwen3.5 MoE tensor-parallel loading). The accepted soft pairs are supported by title-level similarity and are not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 62, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:46664|issue:46726", + "issue:43299|issue:44556", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:44355|issue:45071", + "issue:43502|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:42757|issue:43576", + "issue:43576|issue:47059", + "issue:44038|issue:45125", + "issue:31795|issue:38617", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44485|issue:44961", + "issue:43525|issue:47110", + "issue:44961|issue:45468", + "issue:43352|issue:44961" + ], + "prepared_review_unit_hash": "cd46cde634fc8b994178eb1d82ad7a4b66e23d55f4e793400eba4b3b60e2427b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36230, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers issues with only superficial similarity around v5/loading/import regressions. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style regression report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the least specific and most representative anchor among these unrelated issue reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best issue candidate only as a generic cluster anchor; it is still too vague to serve as a strong duplicate target, but it is broader than the more model-specific or symptom-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Both mention breakage after upgrade, but one is about compiled Python files failing and the other about much slower filtering; different bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang and documentation confusion in model.forward are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad behavior and generation kwargs after sync_gpus affect different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network requests and FP8 save_pretrained issues are unrelated." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor num_frames semantics and missing vision-backend image processor errors are different problems." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version/loading regressions, but one is Qwen3VL MoE model loading and the other is reloading old checkpoints after a version upgrade." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow job-status reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "An UnboundLocalError in generate() is not the same as documentation confusion about inputs and past_key_values." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Pipeline-removal docs staleness and an unrelated racoon issue do not match." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different model-loading surfaces and model families." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing PreTrainedModel import are separate export failures." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both touch FP8/MoE, but one is about save_pretrained and the other about inference support for Qwen3-VL/Qwen3.5; not the same concrete bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Generic kwargs forwarding in RoFormer models and attention-interface implementation are related but not the same defect." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network requests and an unrelated racoon issue are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PretrainedConfig type-checking are different issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env breakage and a specific import error for Qwen2_5_VLForConditionalGeneration are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub and a broken transformers env command are different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both involve CLI tooling, but the reported breakages are different and do not share the same code-path problem." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe loading problems and missing tensor-parallel plan support are distinct model issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation wording and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bugs and pipeline docs mentioning return_all_scores are not the same problem." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "A missing attribute in SAM 3 video output and a cache FileNotFoundError for trust_remote_code are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and cache FileNotFoundError are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not being applied in model_init and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion-script question are different change requests." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "A missing config field being dropped by @strict and a special_tokens list/dict type error are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5-35B chat crash and a broad complaint that v5 breaks many models are not the same concrete bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and an unrelated racoon issue do not match." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention 2 support and an unrelated racoon issue are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and a special_tokens list type error 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": 63, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:44315|issue:46209", + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:45381|issue:46664", + "issue:44485|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:44466|issue:44556", + "issue:43572|issue:45850", + "issue:44077|issue:44861", + "issue:43576|issue:44556", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44492|issue:45850", + "issue:41669|issue:46218", + "issue:44295|issue:45230", + "issue:43976|issue:44393", + "issue:42890|issue:44908", + "issue:44492|issue:46328", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44655|issue:44861", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "c4227c189ee32a45f2489defc7cd1c1f4c2d6a6a4cd3c7496c817ce15747b676", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38685, + "estimated_input_tokens": 9672, + "estimated_eval_tokens": 19600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The pairs are mostly broad similarity matches across unrelated regressions, docs, imports, and model-specific bugs; none look like the same concrete issue/change, so no soft edge should be merged.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44556 is the clearest concrete regression report in the set, but overall the items are too heterogeneous for a true single canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44556 is the best standalone issue because it is specific, reproducible, and actionable; most other candidates are either too generic or cover a different subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-strategy typo is unrelated to a missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger-kernel model_init behavior is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict sorting load failure is a different bug from special_tokens expecting a mapping." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading problems do not match a TensorBoard/TensorFlow backend import error." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files is not the same as an unspecified bug report." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Wrong vision_position_ids in Qwen2.5-VL is not the same as SmolVLM num_frames/padding semantics." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM video processor frame-count behavior." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import paths, but one is lazy loading and the other is unsafe sys.modules access; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance cleanup is unrelated to missing cache state in generation prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id in Llama4Config is a specific config bug, not the broad 'many models break' report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bbox hallucination in Qwen3-VL is different from a Qwen3_5 infinite-loop case on one image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Bounding-box output errors are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Serialization of tied lm_head weights is a different failure mode from checkpoint reload compatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing is specific, while the other issue is just a generic v5 breakage umbrella." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSTMixer post_init policy and a tied-weights helper crash are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "The v5 env CLI breakage is a different surface from checkpoint reload failures." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 configuration guidance has nothing to do with cache-strategy wording." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 model breakages are unrelated to a specific CLI incompatibility with huggingface_hub 1.22.0." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing is a performance symptom, not the same as lazy-loading being broken." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker config mismatch is unrelated to Liger Kernel application via model_init." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup does not match a missing Qwen3_5 model module import." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to a placeholder bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility failure is not the same as a Qwen3-VL bounding-box hallucination bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky test needing set_seed is unrelated to a scheduler ignoring lr_scheduler_kwargs." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo is unrelated to SequenceFeatureExtractor.pad converting arrays inefficiently." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save is a specific bug, not an unspecified report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env CLI breakage is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "v5 env-command regression is unrelated to a shell-operator allowlist bypass." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "A scheduler kwargs bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs loss is unrelated to scheduler configuration." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Removing import * for performance is unrelated to failing to import HybridCache." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup is unrelated to a testing_utils bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained problems are different from a tied-weights-key AttributeError." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version support issues are unrelated to a missing Qwen3_5 model import." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Model.forward docs confusion is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python compatibility regressions are unrelated to a command-allowlist bypass." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating is not the same as the comb.to(dtype).transpose issue." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp math and SmolVLM video padding are different processor 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": 64, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43576|issue:44273", + "issue:45468|issue:46894", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:43298|issue:46095", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:44861|issue:47110", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:42913|issue:43066", + "issue:43606|issue:45468", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44230|issue:44623", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:28348|issue:43352", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "743d578a8979721d88d66b136d5e13443c8085790a78b0ba74418bf740ad8ef0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41327, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues about flash attention, tokenizer behavior, loading/import failures, schedulers, audio models, security bugs, and even non-technical spam. None of the soft pairs look like the same concrete bug/change.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45250 is the broadest, most generic flash-attention-related item in the set, so it is the closest weak representative for the tiny attention-support subtheme. The cluster overall is too mixed to treat as a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the best available issue anchor only because its title is the most general and overlaps with the few flash-attention items; however, it is still not a strong duplicate representative for the full cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different bugs: Liger Kernel not applied in model_init vs flash_attention_3 causing degenerate training." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "Completely unrelated: GLM-5 RoPE implementation vs shell command-substitution allowlist bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different model/code paths: DSA indexer ReLU discussion vs Gemma4AudioRelPositionalEncoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; no shared concrete failure mode." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI command vs lazy loading regression; different subsystems and symptoms." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma audio positional encoding issue vs CohereASR training-loss double-shift bug." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility bug vs tar/zip slip RCE security issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation bug vs GLM-5 RoPE implementation; unrelated logic." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support vs deepseekv4 weight conversion question." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation bug vs arbitrary file write / RCE security issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading regression vs inverse_sqrt scheduler kwargs handling; different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL vs scheduler timescale kwarg bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward() vs a Llama 3.2 model loading breakage." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken transformers env CLI vs inability to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Remove import * usage vs VRAM leak in multi-dataloader-thread inference; unrelated change and bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation vs Gemma4 audio positional encoding; different models and failures." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad complaint about Transformers 5.0 vs tar/zip slip RCE; no shared underlying defect." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad complaint about Transformers 5.0 vs shell allowlist bypass; unrelated security vs compatibility." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings API behavior vs VRAM leak in multi-threaded use." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "AttributeError in tied-weight-key handling vs special_tokens list/keys error; different failures." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "NemotronH Flash Attention 2.0 support issue vs tar/zip slip RCE; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still triggering network requests vs timestamp calculation bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer-related, but the reported symptoms differ and there is no evidence of the same concrete regression." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in suno/bark-small vs Gemma4 audio positional encoding." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General Transformers 5.0 complaint vs import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value issue in GlmMoeDsaIndexer vs Gemma4 audio positional encoding." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight-key AttributeError vs CLI failure from huggingface_hub version mismatch." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak bug vs a small testing_utils issue; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH vs Qwen3_5 import failure; different components." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Importing HybridCache vs importing Qwen3_5ForCausalLM; both import errors, but not the same symbol or root cause." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Related theme, but not the same concrete change: GPT2LMHeadModel-specific FA2 support request vs a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash vs apply_chat_template crash with tool-call assistant messages." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg bug vs a non-technical/spam issue; no relation." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unemployment spam vs tar/zip slip security bug; unrelated." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unemployment spam vs shell allowlist bypass security bug; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE vs processor.save_pretrained missing files." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies vs unrelated spam issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated spam issue." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they are model-specific support requests for different architectures, not the same bug/change." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "from_pretrained checkpoint loading slowness vs ImportError for layer_type_validation; different code paths." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs from_pretrained error for Qwen3.5 MoE; not the same defect." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug vs slow from_pretrained checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training vs from_pretrained performance issue." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading-performance issue vs documentation confusion in forward(); different problem types." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support vs FP8 inference support; different features and 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": 65, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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": "6dd5691e53361a296569f3e4579767d005b6e96e73630f0500256a16689ff3d7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8610, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates; they span unrelated models/features (norm layers, Mask2Former loss args, ModernBERT typing, tokenizer warnings, DeepSeek gating, RoFormer attention, etc.). The soft-similarity pairs are superficial and do not indicate the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the reported problems affect different code paths, models, and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42936 is the most concrete, narrowly scoped bug report, but it should not be treated as a duplicate hub for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and failure modes: Mamba/Mamba-2 init_weights behavior vs RoFormer attention interface usage. No shared code path." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a ModernBERT config type-hint issue; the other is a tokenizer regex warning regression. Similar theme only at a very broad level." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value not used is unrelated to kwargs not being forwarded into a loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention interface usage affect different components and code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss configuration bug vs tokenizer warning regression; not the same defect." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and different bugs: Mask2Former ignore_value handling vs RoFormer attention interface integration." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss argument handling and a quantization_operation typo are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and a typo in quantization code do not describe the same underlying issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss functions is a runtime behavior bug; incorrect type hints are purely API metadata and not the same issue." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question and ModernBERT norm_eps type hint are different model-specific concerns." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value loss logic and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 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": "b7a40596856dfac89a72b392b1dcd2e9a4156e5132083c28199edd8f2aed3566", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they concern different features in different parts of the library (tokenizer truncation behavior, ReduceLROnPlateau-like training control, and Wav2Vec2 word boundary offsets). No soft edge should be merged.", + "confidence": 0.96, + "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 features and code paths: truncation-from-beginning behavior vs Wav2Vec2 word offset extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: tokenizer truncation option vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different problem domains: scheduler-like training logic vs speech model word 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": "b893510896fb590797aac16759cb34117d1c6141a11afb39eca2c88201a69345", + "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": "The cluster is weakly related at best: 16618 is the only broad model-loading complaint, but 15980 is specifically about private-model auth/error messaging and 13244 is a separate tokenization discrepancy. I would not merge any of the soft edges as true duplicates.", + "confidence": 0.49, + "canonical_issue_reason": "issue 16618 is the best umbrella candidate because it is the broadest direct model-loading failure report; the other two are either narrower auth/error-message behavior (15980) or a different tokenization bug entirely (13244).", + "canonical_pr_reason": null, + "best_issue_reason": "issue 16618 is the most representative of the apparent shared theme around model loading, even though the cluster appears over-broadened.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch vs. model-loading failure are different underlying bugs/code paths." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model login/error-message handling is not the same underlying issue as a generic 'can't load bert-base-uncased' report." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-19631-3", + "nodes": [ + "issue:19631", + "issue:20362", + "issue:22372" + ], + "soft_pairs": [ + "issue:19631|issue:22372", + "issue:19631|issue:20362" + ], + "prepared_review_unit_hash": "a17f66ba78ba463776ae7145108d134c47136693b81f92bfbfcc6e6c9ed7a44f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2351, + "estimated_input_tokens": 588, + "estimated_eval_tokens": 1432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2351, + "estimated_input_tokens": 588, + "estimated_eval_tokens": 1432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three are closed feature requests to add different models, but they describe different underlying additions: EDSR/MDSR, FlexiBERT, and Restormer. They are related only at a very broad \u201cadd model support\u201d level, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "issue:19631 is the earliest request and is a concrete model-addition ask, but there is no true duplicate canonical because the other issues target different models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:19631 is the best representative only by age and specificity; it is not the same underlying request as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "EDSR/MDSR and Restormer are different model families; this is the same broad feature area, not the same request." + }, + { + "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "EDSR/MDSR and FlexiBERT are unrelated model additions, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "cbdc3d43cf9a658a5b112d9f156f3357245cb5fe760cf959db3483066497babb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They are related only in a broad \u201csupport more architectures\u201d sense, not the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the stronger representative item for the cluster only because it has higher discussion activity and broader traction, but it is not a duplicate of 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests touching different technologies (Flash Attention 2 vs GGUF). Shared wording about architecture support 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": 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-27088-11", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:30240", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "issue:27088|issue:30240", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:44365", + "issue:28936|issue:30240", + "issue:28936|issue:38435", + "issue:30240|issue:44370", + "issue:30240|issue:44365", + "issue:30240|issue:43834", + "issue:30240|issue:47299", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "882a7f42307c56483ba0a8dc1da56ff92c14947a7f4ee34f4b0298c26d54511a", + "component_budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 39, + "serialized_chars": 20651, + "estimated_input_tokens": 5163, + "estimated_eval_tokens": 10582 + }, + "budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 39, + "serialized_chars": 20651, + "estimated_input_tokens": 5163, + "estimated_eval_tokens": 10582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly translation-request issues for different languages, plus a few near-identical template-like placeholder issues. They are similar in form but not clearly the same underlying request, so I would not merge them as duplicates.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43834 is the cleanest representative of the repeated placeholder-style translation-request template and is the earliest of the near-identical generic entries.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the most central, generic exemplar in the cluster; the concrete-language issues look like separate translation requests rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs a generic placeholder ticket; not enough evidence of the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish request and a separate placeholder-style translation issue; different apparent targets." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different concrete language request vs generic placeholder wording; likely separate issues." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "A concrete Turkish docs translation request is not the same as the other placeholder-style request." + }, + { + "left": "issue:27088", + "right": "issue:30240", + "accept": false, + "reason": "Turkish and Polish translation requests are distinct language targets." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder ticket; no clear same-language or same-change match." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish docs translation requests are different underlying tasks." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request and a placeholder template issue are not clearly the same request." + }, + { + "left": "issue:28936", + "right": "issue:30240", + "accept": false, + "reason": "Spanish and Polish translation requests are different language-specific issues." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct." + }, + { + "left": "issue:30240", + "right": "issue:44370", + "accept": false, + "reason": "Polish request vs generic placeholder ticket; not enough evidence of duplication." + }, + { + "left": "issue:30240", + "right": "issue:44365", + "accept": false, + "reason": "Polish translation request and a placeholder template issue do not clearly refer to the same task." + }, + { + "left": "issue:30240", + "right": "issue:43834", + "accept": false, + "reason": "Polish request vs generic placeholder wording; likely separate translation requests." + }, + { + "left": "issue:30240", + "right": "issue:47299", + "accept": false, + "reason": "Polish request and another placeholder-style translation issue are not clearly the same change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder ticket; different apparent targets." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request and a placeholder template issue are not clearly duplicates." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs generic placeholder wording; likely separate issues." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Romanian request and another placeholder-style translation issue are not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request vs a different non-English-looking request; no evidence of the same underlying change." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These are only similar template-style translation issues; no concrete evidence they are the same request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical placeholder text is not enough to prove a duplicate underlying translation request." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Template-like similarity alone does not establish the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Both look like generic translation-request text, but there is no evidence they are the same actual language request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "No concrete overlap beyond generic translation-request similarity." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Highly similar placeholder issues, but not enough evidence they are the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Template-level similarity only; no explicit same-language or same-change evidence." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic similarity is insufficient to treat these as the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "No evidence these placeholder-like entries are the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Similar template wording only; not enough to confirm duplicate change/request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "No concrete sign they refer to the same language translation task." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder-level similarity is not sufficient to merge as duplicates." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Different-language-looking text and generic placeholder similarity do not prove the same request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "No explicit evidence the two translation requests target the same language or content." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation-request similarity is not enough to call these duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "These appear to be separate translation-request tickets with only superficial similarity." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "The two non-Latin-language titles are not enough to show the same underlying translation request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different-looking requests with no explicit shared target or code-path evidence." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "No concrete evidence that these are the same underlying issue." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Only superficial similarity; not enough to accept as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-36718-22", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:37334", + "issue:36879|issue:37015", + "issue:37334|issue:41115", + "issue:37334|issue:43837", + "issue:37334|issue:43671", + "issue:37334|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41211|issue:43671", + "issue:37015|issue:42503", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:37334|issue:42954", + "issue:42954|issue:43671", + "issue:42503|issue:42954", + "issue:42954|issue:45177", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:41115|issue:45027", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:37334|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "b6093b085617b9a7b6a1fd4726d564c94782bed2c29e5ccd072f4358277bbcbf", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31688, + "estimated_input_tokens": 7922, + "estimated_eval_tokens": 16100 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31688, + "estimated_input_tokens": 7922, + "estimated_eval_tokens": 16100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic bucket of distinct model-request issues (vision, audio, BERT-like, detectors, OCR, etc.), not true duplicates. The soft-similarity edges are driven by shared wording like \"Add/Support model\" rather than the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue here appears to be the same underlying request as the others; the items are separate model-addition proposals for different architectures and modalities.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41115 is the broadest/most generic request in the set by title, so it is the closest representative, but it is still not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher are different models and different requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matching and MiniCPM3 architecture support are unrelated changes." + }, + { + "left": "issue:36817", 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"accept": false, + "reason": "RF-DETR detection support is unrelated to the OpenAI weight-sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model-support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model additions, not the same bug/change." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and the weight-sparse transformer request do not touch the same concrete code path." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are separate architectures and domains." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT and LLMDet are distinct model support requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model integrations." + }, + { + "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 unrelated model requests." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet support is not the same as Qwen3-TTS support." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet and ModernVBERT are different model families." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are 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"issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap only loosely by theme, not by specific change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "RoPE-enabled BERT-like models and XiaoMi MiMo are different model requests." + }, + { + "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 additions." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet and XiaoMi MiMo are separate model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model integrations." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are different model families." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different requests with no shared fix." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related in vendor name only; they are distinct model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS models and likely different integration code." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is not the same as the weight-sparse transformer request." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and use cases." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are unrelated changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model integrations." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink options are not the same underlying feature." + }, + { + "left": "issue:44121", + "right": "issue:45322", + 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"reason": "EUPE and TIPSv2 are separate vision-language model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are not the same issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera 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": 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": "638bc9cb6e0ce48b959e977cedc93fca5599a5c6ffba1607155471d48c381812", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a documentation request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. They touch different topics and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are unrelated and do not describe the same underlying problem or change.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the better representative issue only because it is a concrete technical refactor topic; issue 38740 is a separate docs request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: documentation about adding a framework vs a Vision RoPE refactor. No shared bug or change path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "76e2d2ba40b374b9da940b5b8f69c236ee552a5263e0c00070d899dcf6a3db69", + "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 are not duplicates: one is about block decoding behavior, the other about adding DeepSeek v3.2 support. They share only a broad model/inference context, not the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles and scopes are different, with no evidence they track the same bug or feature.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the more specific, self-contained request, but it is not a duplicate anchor for 41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying topics: decoding mode implementation vs model compatibility/support. The overlap is only broad LLM infrastructure, 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": 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": "e7db4e1b0e7adbbd9f567714c84de53802b04974668c5f953e397f01bbd95ae6", + "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 memory-efficient tiled model components, but they describe different requested changes in different code paths: one adds a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other proposes integrating TiledMLP. They should not be clustered as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue for a duplicate cluster: the issues target different components and different user-visible changes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the more concrete request, with a specific API surface (`from_pretrained()`) and a narrowly defined feature change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Both mention tiled/memory-saving ideas, but they are different enhancements for different modules: TiledFusedLogitsLoss/FLCE flag handling versus TiledMLP integration. They do not appear to be 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": 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": "f1d82b4402c0e0bae434faada5772c2ceb73b7e94664c022e865d0cba2409c81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues share only a broad theme around custom trainers, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation. They do not look like duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more concrete Trainer behavior request and reads as the stronger representative of the cluster, though it is not a duplicate of the other issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They concern different underlying code paths and outcomes: `remove_unused_column` customization versus FLOPS estimation for custom trainers. Shared Trainer/custom-trainer context is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "9ec83f096125408259b418a75a98ebf27cfdbdbf42ff80ae44c2b8cb4f68c7c2", + "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 two separate model-support feature requests for different Qwen families and different auto-class classes, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader request and the better representative of the cluster: it asks for AutoModel / AutoModelForConditionalGeneration registration for Qwen3-Omni, whereas 44405 is a narrower AutoModelForSequenceClassification request for Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the most central issue to keep as the cluster anchor because it targets core auto-class registration rather than a single task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: one is registration for Qwen3-Omni in generic generation auto classes, the other is adding sequence-classification support for Qwen3.5. They do not describe the same bug or fix path." + } + ] + }, + "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": "acdf8bab5e9d4b2d3d564acf0c974bfe15e7a20bd8ef2bb3b4c58cb1a86bf466", + "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": "The three 'huggingface ' issues look like the same duplicate cluster; 'Fett' appears unrelated. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical 'huggingface ' reports and is the best anchor for the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the most suitable global issue representative: it is earliest, matches the repeated title exactly, and has no conflicting evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no evidence they describe the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no shared issue details beyond generic similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no shared concrete bug description." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and very similar issue metadata; likely duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same apparent topic; no distinguishing details are present." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and no evidence of different underlying bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: 43845 is the earliest of the three identical 'huggingface ' issues, the soft-edge acceptances among 43845/43846/43859 are conservative given the identical titles and high similarity, and 43835 is reasonably treated as unrelated because it has a different title and no stronger evidence. No PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "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": "aee81302749b852f013fca13be8b3b6cb21fb775f726752a0f5bc0ca1a5d1b40", + "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 a set of low-information issues, mostly spam-like placeholders plus two unrelated topic titles. There is not enough evidence to confidently merge any pair as the same underlying bug/change.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 44371 is the earliest item in the cluster and is as representative as the other spam-placeholder issues; there is no stronger substantive signal to prefer another issue.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is a reasonable cluster representative because it is earliest and the cluster lacks meaningful technical detail across all candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder-style title, but no body/details to show a concrete shared bug or change; too little evidence to treat as the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-like title alone is not enough to confirm the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different titles and no shared technical context; appears unrelated." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "No evidence of a shared bug/change; the titles are unrelated and low-information." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated topic title versus spam placeholder; no basis for duplicate consolidation." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation-suggestion wording does not match the spam placeholder issue and no concrete common problem is shown." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Different apparent purpose and no technical overlap beyond generic similarity." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Even though the titles match exactly, there is no description or code-path evidence to prove they are the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "No shared concrete bug/change; titles are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No evidence these concern the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No shared technical context; unrelated titles." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No evidence of the same bug/change; titles 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": 15, + "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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "a70a9569b9f6a839f6857f89bf67fac35ec47d7e13e57fce972087a7776de12d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and near-identical body sizes, indicating the same underlying report; issue #45145 is the better canonical choice because it was created earlier and already has an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is earlier and has an inbound reference, so it is the stronger canonical issue for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best overall issue representative: it matches the same title/body as #45151 and has more existing linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same exact title and highly similar body length/structure, with soft-similarity evidence pointing to the same report." + } + ] + }, + "evaluator_result": null, + "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": "cache", + "cache_hit": true, + "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": "74b08440ecc2c335b35269491d7860922284b09c781b0df5272499f89980bc39", + "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": "Two closed issues with only person-name/date titles and no body content; they do not appear to describe the same bug or request, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is clearly canonical: both have empty bodies and unrelated-looking personal-name/date titles, so there is insufficient evidence to prefer one over the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles reference different names and different dates, and there is no body or shared issue context indicating the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "65ec2cb7175a7a0b325a61c2bc772f9d3033812aacb06d615e0f2dcb160187bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with unrelated personal-name/date titles and no body or linking evidence; they do not look like duplicate reports.", + "confidence": 0.96, + "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": "Only soft similarity is a generic naming pattern; there is no shared subject, body, target, or evidence of 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": 19, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "0b9005e493ae517db10bcc67875fd94c755be3d3e12bf78862b9e9954ce504e3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for a new token-classification model class for Qwen3_5, while the other requests FP8 training support. They touch different features and would not be merged into one fix.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate here; if forced to anchor the cluster, issue #46295 is the broader feature request, but it is still unrelated to #45810.", + "canonical_pr_reason": null, + "best_issue_reason": "#46295 is the more general/high-level request, but the pair is not a duplicate cluster because the problems are different.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: adding a Qwen token-classification head vs. enabling FP8 training support. No shared code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "5350f2f9e7f92ede73e5f88eedca4c181d3984be52c4fb2a89d6509275cf9a55", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster likely contains two highly similar issue pairs (45870/45871 and 45872/45873) plus one distinct dataset post (45869), but the evidence shown is only soft similarity, so none of the pairs should be treated as confirmed duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "45870 is the strongest single representative of the financial-time-series example subtopic because it has the cleanest, most generic title and matches the paired issue closely, but the evidence only supports high similarity rather than a confirmed duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue representative for the cluster because it anchors the clearest subtopic, while the rest of the cluster splits into a separate similar pair and one distinct dataset post.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial-data theme, but this is a dataset bundle versus an example request, so not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above: thematically related, but dataset listing and example post are distinct." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": false, + "reason": "Very high textual similarity, but only soft evidence is available here, so this should be treated as similar rather than a confirmed duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge and finance, but the titles point to different topics: example prediction versus scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad subsystem, but different concrete request/topic, so not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete topics despite overlap in the financial/DataForge domain." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete topics despite overlap in the financial/DataForge domain." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": false, + "reason": "Very high textual similarity, but the evidence shown is still only soft similarity, so do not mark as a definite duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the soft-edge calls are too strong for the evidence available. The packet only shows soft_similarity for every pair, and deterministic_accept is false across the board, so labeling 45870/45871 and 45872/45873 as \"exact duplicate issues\" overstates confidence. A conservative read would be that these pairs are highly similar, not definitively duplicates. The overall \"two duplicate topics plus one distinct item\" framing is plausible, but the duplicate verdicts need to be softened or qualified." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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": "49d71c4f4a76a318798081e273ef9f4b8e68236a98ca32a6085f680687b3470c", + "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 issues involve `cache_implementation=\"static\"` and `linear_attention`, but one reports shape corruption leading to `RuntimeError` while the other reports a `KeyError` on Qwen3.5. They look related, yet not clearly the same underlying bug from the available evidence.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader root problem in static cache `early_initialization` affecting linear-attention layers, rather than a model-specific crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster since it describes the underlying cache/linear-attention failure more generally and is not tied to one model name or a single observed exception.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related area, but the failures are different concrete symptoms (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). With only titles available, this is not clearly 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": 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": "8a46b4f5577c12bcc781b5c6b6d0bb2cf490637eada5c380d5b9b6fcbf5c6967", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1705, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1705, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two extremely similar issues about the same Wav2Vec2CTCTokenizer v5 regression. Issue 46552 is the best canonical issue because it is open and has inbound references, while 46551 looks like a duplicate report.", + "confidence": 0.96, + "canonical_issue_reason": "46552 is the stronger canonical issue because it is still open and has inbound references, making it the more useful live tracker for this very similar report pair.", + "canonical_pr_reason": null, + "best_issue_reason": "46552 is the best issue representative: it matches 46551 on title and body length, and its open state plus inbound references make it the better active tracker.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "They have identical titles, identical body length, and a soft-similarity signal, so they are very likely the same report even though the packet does not prove the bodies are exactly identical." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster judgment is mostly grounded, but it overstates the evidence in a few places. The packet supports that 46551 and 46552 are highly similar: identical titles, identical body length, and a soft-similarity signal. It does not directly prove the bug descriptions are identical, so the soft-edge reason should be more conservative (e.g. \"very likely the same report\") rather than \"same underlying issue reported twice\" with certainty. Likewise, \"same exact bug report\" is stronger than the packet alone justifies. The canonical choice of 46552 as the open item with inbound references is reasonable." + }, + "evaluator_used": true, + "retried": true, + "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": "7a8d7e04b66e32bd5851eac9f1084044b64bfa27cbb9212fd925671915fbfcc4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs in RT-DETR v2. They share a general training context, but not the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46657 is the better canonical representative because it describes a concrete, specific training failure mode rather than a broad resource symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best issue to anchor the cluster, but only as a representative training bug report; it should not absorb 46692 as a duplicate because the failure modes differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor size mismatch vs out-of-memory after some epochs. Same model domain, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "1dc29a76c153a70c910b5ddd3541a4fdd9fe251730f89f6c57704a66d53940a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different model-loading bugs: one is a ZeRO-3 zero.Init partitioning/OOM issue in a composite multimodal model, the other is a 4-bit device_map/max_memory dispatch-to-CPU ValueError. They share only a broad loading/placement theme, not the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46823 is the clearer representative because it has a concrete, fully specified failure mode and repro path; 46822 is a separate ZeRO-3-specific loading bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46823 is the strongest standalone issue in this cluster: it states the exact parameter combination and the incorrect CPU dispatch behavior leading to a ValueError.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different code paths and failures: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. Same general area, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "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-46906-19", + "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" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47265|issue:47377", + "issue:47279|issue:47309", + "issue:47279|issue:47377", + "issue:47309|issue:47377", + "issue:47182|issue:47309", + "issue:47227|issue:47309" + ], + "prepared_review_unit_hash": "7f047ca1c72aaf36e77042e16000f122dd113eb11e8ca0243c8a62b829c963de", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 59, + "serialized_chars": 31858, + "estimated_input_tokens": 7965, + "estimated_eval_tokens": 16186 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 59, + "serialized_chars": 31858, + "estimated_input_tokens": 7965, + "estimated_eval_tokens": 16186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are date-stamped instances of the same triage template for \"[serge] integration failure triage\" rather than evidence of one shared underlying bug. The similarity is mostly template-driven, so none of the soft duplicate edges are safe to accept.", + "confidence": 0.91, + "canonical_issue_reason": "If one issue must anchor the cluster, issue:47377 is the best current representative because it is the latest open triage entry in the series.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47279 is the strongest hub-like representative by activity/inbound references, but it still looks like a separate daily triage report rather than a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same template, different date-stamped triage entry; not enough evidence of the same underlying failure." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Highly similar wording, but these look like separate daily triage reports rather than one bug." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Template match only; no concrete shared root cause is visible." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Date-specific triage issues should not be merged without evidence they track the same failure." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Looks like repeated daily triage output, not the same issue instance." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same recurring triage format; no shared bug details are shown." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Similarity is driven by the title/body template, not a proven duplicate bug." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Separate date-stamped triage tickets; do not merge on template similarity alone." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "No evidence these report the same concrete failure path." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Recurring triage template, but distinct daily reports." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "High textual overlap does not establish a shared underlying bug." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "These appear to be separate daily triage entries." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same subsystem and template, but no concrete duplicate evidence." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Different dated triage reports, not the same issue to merge." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Template similarity only; no shared bug or change is identifiable." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Likely separate daily failure snapshots, not duplicate reports." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Similar titles are not enough to merge these triage issues." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "No explicit shared root cause; these look like separate date-based reports." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Repeated triage template, but not the same concrete failure." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different daily triage entries; merge would be too aggressive." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same generic triage series, but no evidence of identical underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "These are separate dated reports rather than one duplicate issue." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Template overlap only; insufficient basis to accept as duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "No code-path or failing scenario evidence showing the same bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Adjacent daily triage posts, but still distinct issues." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Looks like a recurring report format, not a mergeable duplicate." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Shared title pattern is not enough to conclude same root cause." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different dates and no shared concrete defect details." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Separate triage tickets; same theme, not same bug." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "High similarity is template-driven, so do not accept." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "No evidence they would be merged into one fixable issue." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "These look like independent daily triage snapshots." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same recurring label, but not the same underlying failure." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Not enough shared bug detail to treat as duplicates." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "These are date-stamped triage entries, not the same issue instance." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Strong textual similarity, but likely separate daily integration-failure reports." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "No concrete evidence of one shared root cause." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Same triage template across days; not safe to merge." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Recurring report series, but not the same bug or change." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Different dated triage tickets; template overlap only." + }, + { + "left": "issue:47182", + "right": "issue:47227", "accept": false, - "reason": "Same placeholder-style title, but no body/details to show a concrete shared bug or change; too little evidence to treat as the same issue." + "reason": "Same family of triage issues, but no shared concrete defect is shown." }, { - "left": "issue:44371", - "right": "issue:44573", + "left": "issue:47182", + "right": "issue:47256", "accept": false, - "reason": "Identical spam-like title alone is not enough to confirm the same underlying issue." + "reason": "These read like separate daily reports, not duplicates." }, { - "left": "issue:44371", - "right": "issue:44418", + "left": "issue:47182", + "right": "issue:47265", "accept": false, - "reason": "Different titles and no shared technical context; appears unrelated." + "reason": "Template similarity is high, but root-cause identity is unproven." }, { - "left": "issue:44371", - "right": "issue:47036", + "left": "issue:47182", + "right": "issue:47279", "accept": false, - "reason": "No evidence of a shared bug/change; the titles are unrelated and low-information." + "reason": "No sign these belong to one mergeable bug report." }, { - "left": "issue:44371", - "right": "issue:44937", + "left": "issue:47182", + "right": "issue:47309", "accept": false, - "reason": "Unrelated topic title versus spam placeholder; no basis for duplicate consolidation." + "reason": "Date-specific triage entries should stay separate absent clearer evidence." }, { - "left": "issue:44418", - "right": "issue:44572", + "left": "issue:47182", + "right": "issue:47377", "accept": false, - "reason": "Documentation-suggestion wording does not match the spam placeholder issue and no concrete common problem is shown." + "reason": "Same title pattern, but likely different daily failure snapshots." }, { - "left": "issue:44418", - "right": "issue:44573", + "left": "issue:47227", + "right": "issue:47256", "accept": false, - "reason": "Different apparent purpose and no technical overlap beyond generic similarity." + "reason": "Similar triage logs, but not the same concrete failure path." }, { - "left": "issue:44572", - "right": "issue:44573", + "left": "issue:47227", + "right": "issue:47265", "accept": false, - "reason": "Even though the titles match exactly, there is no description or code-path evidence to prove they are the same underlying issue." + "reason": "Recurring template only; do not merge on similarity alone." }, { - "left": "issue:44572", - "right": "issue:47036", + "left": "issue:47227", + "right": "issue:47279", "accept": false, - "reason": "No shared concrete bug/change; titles are unrelated." + "reason": "These appear to be distinct daily triage issues." }, { - "left": "issue:44572", - "right": "issue:44937", + "left": "issue:47227", + "right": "issue:47309", "accept": false, - "reason": "No evidence these concern the same underlying issue." + "reason": "No evidence they describe the same underlying bug." }, { - "left": "issue:44573", - "right": "issue:47036", + "left": "issue:47227", + "right": "issue:47377", "accept": false, - "reason": "No shared technical context; unrelated titles." + "reason": "Separate date-stamped reports, not a single duplicate issue." }, { - "left": "issue:44573", - "right": "issue:44937", + "left": "issue:47256", + "right": "issue:47265", "accept": false, - "reason": "No evidence of the same bug/change; titles 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": 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": "a70a9569b9f6a839f6857f89bf67fac35ec47d7e13e57fce972087a7776de12d", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two closed issues have identical titles and near-identical body sizes, indicating the same underlying report; issue #45145 is the better canonical choice because it was created earlier and already has an inbound reference.", - "confidence": 0.99, - "canonical_issue_reason": "#45145 is earlier and has an inbound reference, so it is the stronger canonical issue for this duplicate pair.", - "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best overall issue representative: it matches the same title/body as #45151 and has more existing linkage.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "High overlap from repeated template, not proven duplicate bug." + }, { - "left": "issue:45145", - "right": "issue:45151", - "accept": true, - "reason": "Same exact title and highly similar body length/structure, with soft-similarity evidence pointing to the same report." - } - ] - }, - "evaluator_result": null, - "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": "74b08440ecc2c335b35269491d7860922284b09c781b0df5272499f89980bc39", - "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": "Two closed issues with only person-name/date titles and no body content; they do not appear to describe the same bug or request, so this is not a duplicate cluster.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "No issue is clearly canonical: both have empty bodies and unrelated-looking personal-name/date titles, so there is insufficient evidence to prefer one over the other.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Different triage instances; merge would conflate separate reports." + }, { - "left": "issue:45762", - "right": "issue:45763", + "left": "issue:47265", + "right": "issue:47279", "accept": false, - "reason": "The titles reference different names and different dates, and there is no body or shared issue context indicating the same underlying problem." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 18, - "component_count": 28, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45764-2", - "nodes": [ - "issue:45764", - "issue:45765" - ], - "soft_pairs": [ - "issue:45764|issue:45765" - ], - "prepared_review_unit_hash": "65ec2cb7175a7a0b325a61c2bc772f9d3033812aacb06d615e0f2dcb160187bb", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 19, - "component_count": 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": "0b9005e493ae517db10bcc67875fd94c755be3d3e12bf78862b9e9954ce504e3", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1541, - "estimated_input_tokens": 386, - "estimated_eval_tokens": 1028 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1541, - "estimated_input_tokens": 386, - "estimated_eval_tokens": 1028 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These two issues are not duplicates: one asks for a new token-classification model class for Qwen3_5, while the other requests FP8 training support. They touch different features and would not be merged into one fix.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical duplicate here; if forced to anchor the cluster, issue #46295 is the broader feature request, but it is still unrelated to #45810.", - "canonical_pr_reason": null, - "best_issue_reason": "#46295 is the more general/high-level request, but the pair is not a duplicate cluster because the problems are different.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Same generic integration-failure triage series, but not one concrete issue." + }, { - "left": "issue:45810", - "right": "issue:46295", + "left": "issue:47265", + "right": "issue:47309", "accept": false, - "reason": "Different underlying requests: adding a Qwen token-classification head vs. enabling FP8 training support. No shared code-path problem." + "reason": "No shared root cause or code-path evidence is present." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "These are separate dated entries rather than duplicates." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Template similarity alone does not justify acceptance." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "Likely independent daily triage reports, not the same bug." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "No concrete shared failure is visible beyond the shared triage template." } ] }, @@ -13271,199 +23022,126 @@ }, { "label": "issue", - "component_index": 20, - "component_count": 28, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45869-5", - "nodes": [ - "issue:45869", - "issue:45870", - "issue:45871", - "issue:45872", - "issue:45873" - ], - "soft_pairs": [ - "issue:45869|issue:45870", - "issue:45869|issue:45871", - "issue:45870|issue:45871", - "issue:45870|issue:45872", - "issue:45870|issue:45873", - "issue:45871|issue:45872", - "issue:45871|issue:45873", - "issue:45872|issue:45873" - ], - "prepared_review_unit_hash": "5350f2f9e7f92ede73e5f88eedca4c181d3984be52c4fb2a89d6509275cf9a55", - "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 - }, - "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 21, - "component_count": 28, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46439-2", - "nodes": [ - "issue:46439", - "issue:46441" - ], - "soft_pairs": [ - "issue:46439|issue:46441" - ], - "prepared_review_unit_hash": "49d71c4f4a76a318798081e273ef9f4b8e68236a98ca32a6085f680687b3470c", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 22, + "component_index": 26, "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46551-2", + "cluster_id": "cluster-46983-2", "nodes": [ - "issue:46551", - "issue:46552" + "issue:46983", + "issue:46984" ], "soft_pairs": [ - "issue:46551|issue:46552" + "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "8a46b4f5577c12bcc781b5c6b6d0bb2cf490637eada5c380d5b9b6fcbf5c6967", + "prepared_review_unit_hash": "cd1e4a634d6e49ccf12a4b88b2b592638339f6b79f0c28b99b986eeb1dd59dca", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1705, - "estimated_input_tokens": 427, - "estimated_eval_tokens": 1110 + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1705, - "estimated_input_tokens": 427, - "estimated_eval_tokens": 1110 + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicates of the same request: adding RWKV7 model support. With no additional differentiating evidence, one canonical issue should represent the shared tracking item.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46983 is the earlier/lower-number report and can serve as the canonical tracker for this duplicate request.", + "canonical_pr_reason": null, + "best_issue_reason": "46983 is the best issue candidate because it is the earliest of the two and matches the same exact title and likely same request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, highly similar bodies, and no evidence of distinct scope; these look like duplicate reports for the same RWKV7 support request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded: both closed issues have the same title and very high textual similarity, with no counterevidence of distinct scope. The duplicate/canonical framing is conservative enough." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 23, + "component_index": 27, "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46657-2", + "cluster_id": "cluster-47007-2", "nodes": [ - "issue:46657", - "issue:46692" + "issue:47007", + "issue:47015" ], "soft_pairs": [ - "issue:46657|issue:46692" + "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "7a8d7e04b66e32bd5851eac9f1084044b64bfa27cbb9212fd925671915fbfcc4", + "prepared_review_unit_hash": "84ba49375ec46bf2c22aa025bec55d9f0f32e8508cbfafc979a0890b46d9a649", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1624, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1624, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "The two issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, fix, or change request. I would keep them separate and not treat them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 47007 is the better standalone issue because its title is more concrete and scoped; 47015 is broader and more generic.", + "canonical_pr_reason": null, + "best_issue_reason": "47007 is the best representative issue: it is more specific, readable, and easier to triage than 47015.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They share a broad AI vulnerability-discovery theme, but the titles describe different article/topic angles rather than the same underlying defect or change. No explicit linkage, filenames, or diff evidence supports duplication." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -13473,858 +23151,486 @@ }, { "label": "issue", - "component_index": 24, + "component_index": 28, "component_count": 28, "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-46822-2", + "cluster_id": "cluster-47138-2", "nodes": [ - "issue:46822", - "issue:46823" + "issue:47138", + "issue:47139" ], "soft_pairs": [ - "issue:46822|issue:46823" + "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "1dc29a76c153a70c910b5ddd3541a4fdd9fe251730f89f6c57704a66d53940a6", + "prepared_review_unit_hash": "3db35ce114e79dccd7ae1a2d5aafebccf32a9fe1957813366aa6bbab66069942", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1674, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1674, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different model-loading bugs: one is a ZeRO-3 zero.Init partitioning/OOM issue in a composite multimodal model, the other is a 4-bit device_map/max_memory dispatch-to-CPU ValueError. They share only a broad loading/placement theme, not the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 46823 is the clearer representative because it has a concrete, fully specified failure mode and repro path; 46822 is a separate ZeRO-3-specific loading bug.", + "summary": "The two open issues are effectively duplicates: identical titles, equal body size, same creation window, and no differentiating metadata. Issue #47138 is the better canonical choice because it was created slightly earlier and has more inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "#47138 is marginally earlier and has more inbound references, so it is the better canonical anchor for this duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46823 is the strongest standalone issue in this cluster: it states the exact parameter combination and the incorrect CPU dispatch behavior leading to a ValueError.", + "best_issue_reason": "#47138 is the strongest issue representative because it appears first and is the more-linked duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46822", - "right": "issue:46823", - "accept": false, - "reason": "Different code paths and failures: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. Same general area, but not the same bug." + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title, same apparent description length, same bug report, and no substantive differences; they look like the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate/canonical call is only partly grounded. The packet supports that the issues have identical titles, equal body_length, and close creation times, so a duplicate hypothesis is reasonable. However, the analyst overstates the evidence by saying they are the \"same bug report\" and have \"no substantive differences\"\u2014the packet does not include the bodies, and there are metadata differences (notably inbound_references and discussion_activity). The canonical preference for #47138 as earlier and more referenced is grounded, but the soft-edge verdict should be phrased more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { - "label": "issue", - "component_index": 25, - "component_count": 28, + "label": "pull_request", + "component_index": 1, + "component_count": 31, "review_unit_index": 1, - "review_unit_count": 1, + "review_unit_count": 4, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-19", + "cluster_id": "cluster-40546-78", "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" - ], - "soft_pairs": [ - "issue:46906|issue:46940", - "issue:46906|issue:46948", - "issue:46906|issue:46969", - "issue:46906|issue:46985", - "issue:46906|issue:47037", - "issue:46940|issue:46948", - "issue:46940|issue:46969", - "issue:46940|issue:46985", - "issue:46940|issue:46998", - "issue:46948|issue:46969", - "issue:46948|issue:46985", - "issue:46948|issue:46998", - "issue:46969|issue:46985", - "issue:46969|issue:47037", - "issue:46969|issue:47091", - "issue:46985|issue:47037", - "issue:46985|issue:47049", - "issue:46998|issue:47053", - "issue:46998|issue:47037", - "issue:46998|issue:47049", - "issue:46985|issue:46998", - "issue:46998|issue:47091", - "issue:47037|issue:47049", - "issue:47037|issue:47091", - "issue:47037|issue:47053", - "issue:47049|issue:47053", - "issue:47049|issue:47091", - "issue:47053|issue:47091", - "issue:47053|issue:47102", - "issue:47091|issue:47102", - "issue:46985|issue:47091", - "issue:47037|issue:47102", - "issue:46985|issue:47102", - "issue:47049|issue:47102", - "issue:47120|issue:47182", - "issue:47120|issue:47256", - "issue:47120|issue:47279", - "issue:47120|issue:47265", - "issue:47120|issue:47377", - "issue:47182|issue:47377", - "issue:47182|issue:47256", - "issue:47182|issue:47265", - "issue:47182|issue:47279", - "issue:47227|issue:47377", - "issue:47227|issue:47256", - "issue:47227|issue:47279", - "issue:47182|issue:47227", - "issue:47227|issue:47265", - "issue:47256|issue:47265", - "issue:47256|issue:47279", - "issue:47102|issue:47256", - "issue:47265|issue:47279", - "issue:47265|issue:47309", - "issue:47265|issue:47377", - "issue:47279|issue:47309", - "issue:47279|issue:47377", - "issue:47309|issue:47377", - "issue:47182|issue:47309", - "issue:47227|issue:47309" + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:45157", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "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:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47291", + "pull_request:47292", + "pull_request:47295", + "pull_request:47301", + "pull_request:47336", + "pull_request:47360", + "pull_request:47374", + "pull_request:47383", + "pull_request:47384" ], - "prepared_review_unit_hash": "7f047ca1c72aaf36e77042e16000f122dd113eb11e8ca0243c8a62b829c963de", + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:47268|pull_request:47284", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47204|pull_request:47374", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", + "pull_request:47105|pull_request:47129", + "pull_request:47301|pull_request:47360", + "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", + "pull_request:47360|pull_request:47383", + "pull_request:47173|pull_request:47184", + "pull_request:47275|pull_request:47360", + "pull_request:47166|pull_request:47173", + "pull_request:47291|pull_request:47384", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", + "pull_request:47275|pull_request:47301", + "pull_request:46912|pull_request:47179", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47284", + "pull_request:47163|pull_request:47284", + "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:46836|pull_request:47275", + "pull_request:45157|pull_request:46395", + "pull_request:46912|pull_request:47082", + "pull_request:47163|pull_request:47384", + "pull_request:47204|pull_request:47295", + "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:47077|pull_request:47301", + "pull_request:47336|pull_request:47384", + "pull_request:44775|pull_request:47077", + "pull_request:47166|pull_request:47292", + "pull_request:46267|pull_request:47383" + ], + "prepared_review_unit_hash": "b39de315a6bd7e3014dd8c94c094d68348d756cd156b692f462474ecaa7311ce", "component_budget": { - "node_count": 19, - "item_count": 19, - "soft_pair_count": 59, - "serialized_chars": 31858, - "estimated_input_tokens": 7965, - "estimated_eval_tokens": 16186 + "node_count": 78, + "item_count": 78, + "soft_pair_count": 212, + "serialized_chars": 267587, + "estimated_input_tokens": 66897, + "estimated_eval_tokens": 134050 }, "budget": { - "node_count": 19, - "item_count": 19, - "soft_pair_count": 59, - "serialized_chars": 31858, - "estimated_input_tokens": 7965, - "estimated_eval_tokens": 16186 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 53, + "serialized_chars": 126336, + "estimated_input_tokens": 31584, + "estimated_eval_tokens": 63424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": false, + "split": true, "analyst_result": { - "summary": "These are date-stamped instances of the same triage template for \"[serge] integration failure triage\" rather than evidence of one shared underlying bug. The similarity is mostly template-driven, so none of the soft duplicate edges are safe to accept.", + "summary": "This cluster is mostly a mix of unrelated PRs. The only true duplicate-style matches are the fixed_cross_entropy kwargs PRs and the CohereASR double-shift loss-fix PRs; the rest are different features, docs, or test-only changes.", "confidence": 0.91, - "canonical_issue_reason": "If one issue must anchor the cluster, issue:47377 is the best current representative because it is the latest open triage entry in the series.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:47279 is the strongest hub-like representative by activity/inbound references, but it still looks like a separate daily triage report rather than a true duplicate target.", - "best_pr_reason": null, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:47090 is the strongest representative of the CohereASR double-shift fix: it addresses the same loss-path bug, keeps the loss-function plumbing intact, and extends the fix across the related ASR models with tests.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:47090 is the best overall PR candidate because it fixes the same concrete training-loss bug as the narrower CohereASR PRs while covering the broader affected model set and preserving the intended loss handling.", "soft_edge_verdicts": [ { - "left": "issue:46906", - "right": "issue:46940", - "accept": false, - "reason": "Same template, different date-stamped triage entry; not enough evidence of the same underlying failure." - }, - { - "left": "issue:46906", - "right": "issue:46948", - "accept": false, - "reason": "Highly similar wording, but these look like separate daily triage reports rather than one bug." - }, - { - "left": "issue:46906", - "right": "issue:46969", - "accept": false, - "reason": "Template match only; no concrete shared root cause is visible." - }, - { - "left": "issue:46906", - "right": "issue:46985", - "accept": false, - "reason": "Date-specific triage issues should not be merged without evidence they track the same failure." - }, - { - "left": "issue:46906", - "right": "issue:47037", - "accept": false, - "reason": "Looks like repeated daily triage output, not the same issue instance." - }, - { - "left": "issue:46940", - "right": "issue:46948", - "accept": false, - "reason": "Same recurring triage format; no shared bug details are shown." - }, - { - "left": "issue:46940", - "right": "issue:46969", - "accept": false, - "reason": "Similarity is driven by the title/body template, not a proven duplicate bug." - }, - { - "left": "issue:46940", - "right": "issue:46985", - "accept": false, - "reason": "Separate date-stamped triage tickets; do not merge on template similarity alone." - }, - { - "left": "issue:46940", - "right": "issue:46998", - "accept": false, - "reason": "No evidence these report the same concrete failure path." - }, - { - "left": "issue:46948", - "right": "issue:46969", - "accept": false, - "reason": "Recurring triage template, but distinct daily reports." - }, - { - "left": "issue:46948", - "right": "issue:46985", - "accept": false, - "reason": "High textual overlap does not establish a shared underlying bug." - }, - { - "left": "issue:46948", - "right": "issue:46998", - "accept": false, - "reason": "These appear to be separate daily triage entries." - }, - { - "left": "issue:46969", - "right": "issue:46985", - "accept": false, - "reason": "Same subsystem and template, but no concrete duplicate evidence." - }, - { - "left": "issue:46969", - "right": "issue:47037", - "accept": false, - "reason": "Different dated triage reports, not the same issue to merge." - }, - { - "left": "issue:46969", - "right": "issue:47091", - "accept": false, - "reason": "Template similarity only; no shared bug or change is identifiable." - }, - { - "left": "issue:46985", - "right": "issue:46998", - "accept": false, - "reason": "Likely separate daily failure snapshots, not duplicate reports." - }, - { - "left": "issue:46985", - "right": "issue:47037", - "accept": false, - "reason": "Similar titles are not enough to merge these triage issues." - }, - { - "left": "issue:46985", - "right": "issue:47049", - "accept": false, - "reason": "No explicit shared root cause; these look like separate date-based reports." - }, - { - "left": "issue:46985", - "right": "issue:47091", - "accept": false, - "reason": "Repeated triage template, but not the same concrete failure." - }, - { - "left": "issue:46985", - "right": "issue:47102", - "accept": false, - "reason": "Different daily triage entries; merge would be too aggressive." - }, - { - "left": "issue:46998", - "right": "issue:47037", - "accept": false, - "reason": "Same generic triage series, but no evidence of identical underlying bug." - }, - { - "left": "issue:46998", - "right": "issue:47049", - "accept": false, - "reason": "These are separate dated reports rather than one duplicate issue." + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs make the same fixed_cross_entropy change: forward supported cross-entropy kwargs into nn.functional.cross_entropy for the same helper and issue target." }, { - "left": "issue:46998", - "right": "issue:47053", - "accept": false, - "reason": "Template overlap only; insufficient basis to accept as duplicates." + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same underlying double-shift training-loss bug in CohereASR/related ASR models; the fixes target the same code path and could be combined into one PR." }, { - "left": "issue:46998", - "right": "issue:47091", - "accept": false, - "reason": "No code-path or failing scenario evidence showing the same bug." + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Both fix the same CohereASR loss double-shift problem in the forward loss path, just with different implementation detail and scope." }, { - "left": "issue:47037", - "right": "issue:47049", + "left": "pull_request:47268", + "right": "pull_request:47284", "accept": false, - "reason": "Adjacent daily triage posts, but still distinct issues." + "reason": "Different model test failures in unrelated subsystems; no shared bug or change." }, { - "left": "issue:47037", - "right": "issue:47053", + "left": "pull_request:46958", + "right": "pull_request:46974", "accept": false, - "reason": "Looks like a recurring report format, not a mergeable duplicate." + "reason": "CohereASR loss handling and a MusicGen generate typo are unrelated." }, { - "left": "issue:47037", - "right": "issue:47091", + "left": "pull_request:46954", + "right": "pull_request:46958", "accept": false, - "reason": "Shared title pattern is not enough to conclude same root cause." + "reason": "One is a pytest-v9 compatibility tweak for GLM ASR, the other is a CohereASR training-loss fix." }, { - "left": "issue:47037", - "right": "issue:47102", + "left": "pull_request:47173", + "right": "pull_request:47284", "accept": false, - "reason": "Different dates and no shared concrete defect details." + "reason": "Both are test updates, but for different models and different failure modes." }, { - "left": "issue:47049", - "right": "issue:47053", + "left": "pull_request:47202", + "right": "pull_request:47204", "accept": false, - "reason": "Separate triage tickets; same theme, not same bug." + "reason": "Both touch Docker/CI, but one deletes a workflow and the other adds exporter dependencies; not the same change." }, { - "left": "issue:47049", - "right": "issue:47091", + "left": "pull_request:47204", + "right": "pull_request:47374", "accept": false, - "reason": "High similarity is template-driven, so do not accept." + "reason": "Exporter test-environment changes vs exporter documentation edits are not the same concrete fix." }, { - "left": "issue:47049", - "right": "issue:47102", + "left": "pull_request:47284", + "right": "pull_request:47292", "accept": false, - "reason": "No evidence they would be merged into one fixable issue." + "reason": "Different model test fixes for different XPU-related issues." }, - { - "left": "issue:47053", - "right": "issue:47091", + { + "left": "pull_request:47108", + "right": "pull_request:47202", "accept": false, - "reason": "These look like independent daily triage snapshots." + "reason": "A doc-builder comment tweak and a Docker workflow deletion are unrelated." }, { - "left": "issue:47053", - "right": "issue:47102", + "left": "pull_request:47077", + "right": "pull_request:47078", "accept": false, - "reason": "Same recurring label, but not the same underlying failure." + "reason": "Both are Japanese docs edits, but they are broader, overlapping documentation updates rather than the same single change." }, { - "left": "issue:47091", - "right": "issue:47102", + "left": "pull_request:47204", + "right": "pull_request:47243", "accept": false, - "reason": "Not enough shared bug detail to treat as duplicates." + "reason": "CPU exporter test dependencies and Executorch exporter fixes are related to exporters generally, but they address different problems." }, { - "left": "issue:47102", - "right": "issue:47256", + "left": "pull_request:47202", + "right": "pull_request:47360", "accept": false, - "reason": "These are date-stamped triage entries, not the same issue instance." + "reason": "Docker-image cleanup and OTEL CI workflow changes are different CI concerns." }, { - "left": "issue:47120", - "right": "issue:47182", + "left": "pull_request:47108", + "right": "pull_request:47360", "accept": false, - "reason": "Strong textual similarity, but likely separate daily integration-failure reports." + "reason": "Unrelated documentation-comment change vs CI workflow instrumentation change." }, { - "left": "issue:47120", - "right": "issue:47256", + "left": "pull_request:47301", + "right": "pull_request:47384", "accept": false, - "reason": "No concrete evidence of one shared root cause." + "reason": "Assisted decoding docs and Gemma 4 config validation are unrelated." }, { - "left": "issue:47120", - "right": "issue:47265", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Same triage template across days; not safe to merge." + "reason": "Different model-family feature work: Dino conversion/model support vs finegrained FP8 generation/kernel work." }, { - "left": "issue:47120", - "right": "issue:47279", + "left": "pull_request:47360", + "right": "pull_request:47383", "accept": false, - "reason": "Recurring report series, but not the same bug or change." + "reason": "CI OTEL instrumentation and Kimi integration tests are unrelated." }, { - "left": "issue:47120", - "right": "issue:47377", + "left": "pull_request:47173", + "right": "pull_request:47184", "accept": false, - "reason": "Different dated triage tickets; template overlap only." + "reason": "Different XPU/multi-accelerator test updates for different models and APIs." }, { - "left": "issue:47182", - "right": "issue:47227", + "left": "pull_request:47275", + "right": "pull_request:47360", "accept": false, - "reason": "Same family of triage issues, but no shared concrete defect is shown." + "reason": "New model support and CI workflow instrumentation are unrelated." }, { - "left": "issue:47182", - "right": "issue:47256", + "left": "pull_request:47166", + "right": "pull_request:47173", "accept": false, - "reason": "These read like separate daily reports, not duplicates." + "reason": "Quantization test adjustments and XPU expectations fixes are different test issues." }, { - "left": "issue:47182", - "right": "issue:47265", + "left": "pull_request:47291", + "right": "pull_request:47384", "accept": false, - "reason": "Template similarity is high, but root-cause identity is unproven." + "reason": "A generation-config deprecation/config migration and Gemma 4 heterogeneous-attention validation are different changes." }, { - "left": "issue:47182", - "right": "issue:47279", + "left": "pull_request:47077", + "right": "pull_request:47212", "accept": false, - "reason": "No sign these belong to one mergeable bug report." + "reason": "Japanese docs translation work and KV-cache documentation updates are unrelated." }, { - "left": "issue:47182", - "right": "issue:47309", + "left": "pull_request:44775", + "right": "pull_request:47275", "accept": false, - "reason": "Date-specific triage entries should stay separate absent clearer evidence." + "reason": "Distributed-training docs and a new model implementation are unrelated." }, { - "left": "issue:47182", - "right": "issue:47377", + "left": "pull_request:47216", + "right": "pull_request:47275", "accept": false, - "reason": "Same title pattern, but likely different daily failure snapshots." + "reason": "Compressed-tensors quantization support and EfficientViT-SAM model addition are unrelated." }, { - "left": "issue:47227", - "right": "issue:47256", + "left": "pull_request:46912", + "right": "pull_request:47179", "accept": false, - "reason": "Similar triage logs, but not the same concrete failure path." + "reason": "RoPE test coverage and Granite SWA model support are different workstreams." }, { - "left": "issue:47227", - "right": "issue:47265", + "left": "pull_request:47275", + "right": "pull_request:47301", "accept": false, - "reason": "Recurring template only; do not merge on similarity alone." + "reason": "New model support and assisted-decoding docs are unrelated." }, { - "left": "issue:47227", - "right": "issue:47279", + "left": "pull_request:47166", + "right": "pull_request:47292", "accept": false, - "reason": "These appear to be distinct daily triage issues." + "reason": "Different test fixes for different models and hardware paths." }, { - "left": "issue:47227", - "right": "issue:47309", + "left": "pull_request:47077", + "right": "pull_request:47212", "accept": false, - "reason": "No evidence they describe the same underlying bug." + "reason": "Different documentation areas with no single shared bug or change." }, { - "left": "issue:47227", - "right": "issue:47377", + "left": "pull_request:46196", + "right": "pull_request:46957", "accept": false, - "reason": "Separate date-stamped reports, not a single duplicate issue." + "reason": "SDPA dispatch support for audio models and finegrained FP8 decoding are different feature changes." }, { - "left": "issue:47256", - "right": "issue:47265", + "left": "pull_request:46912", + "right": "pull_request:47284", "accept": false, - "reason": "High overlap from repeated template, not proven duplicate bug." + "reason": "RoPE test changes and MIMO v2 flash test fixes are unrelated." }, { - "left": "issue:47256", - "right": "issue:47279", + "left": "pull_request:47163", + "right": "pull_request:47284", "accept": false, - "reason": "Different triage instances; merge would conflate separate reports." + "reason": "Paged-attention XPU tests and MIMO v2 flash test fixes are different issues." }, { - "left": "issue:47265", - "right": "issue:47279", + "left": "pull_request:46836", + "right": "pull_request:47202", "accept": false, - "reason": "Same generic integration-failure triage series, but not one concrete issue." + "reason": "Unlimited OCR model support and Docker workflow cleanup are unrelated." }, { - "left": "issue:47265", - "right": "issue:47309", + "left": "pull_request:46196", + "right": "pull_request:47210", "accept": false, - "reason": "No shared root cause or code-path evidence is present." + "reason": "Both touch attention internals, but one is wav2vec2 SDPA dispatch and the other is packed-varlen attention routing; different concrete problems." }, { - "left": "issue:47265", - "right": "issue:47377", + "left": "pull_request:47093", + "right": "pull_request:47204", "accept": false, - "reason": "These are separate dated entries rather than duplicates." + "reason": "New model support and exporter test-environment setup are unrelated." }, { - "left": "issue:47279", - "right": "issue:47309", + "left": "pull_request:45157", + "right": "pull_request:47093", "accept": false, - "reason": "Template similarity alone does not justify acceptance." + "reason": "Prism GGUF support and OpenPangu-V2 model addition are unrelated." }, { - "left": "issue:47279", - "right": "issue:47377", + "left": "pull_request:46995", + "right": "pull_request:47163", "accept": false, - "reason": "Likely independent daily triage reports, not the same bug." + "reason": "Import-utils availability logic and paged-attention test updates are unrelated." }, { - "left": "issue:47309", - "right": "issue:47377", + "left": "pull_request:47163", + "right": "pull_request:47384", "accept": false, - "reason": "No concrete shared failure is visible beyond the shared triage template." - } - ] - }, - "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": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46983-2", - "nodes": [ - 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}, - { - "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": "3db35ce114e79dccd7ae1a2d5aafebccf32a9fe1957813366aa6bbab66069942", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1589, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1589, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two open issues are effectively duplicates: identical titles, equal body size, same creation window, and no differentiating metadata. Issue #47138 is the better canonical choice because it was created slightly earlier and has more inbound references.", - "confidence": 0.99, - "canonical_issue_reason": "#47138 is marginally earlier and has more inbound references, so it is the better canonical anchor for this duplicate pair.", - "canonical_pr_reason": null, - "best_issue_reason": "#47138 is the strongest issue representative because it appears first and is the more-linked duplicate target.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Paged-attention XPU tests and Gemma 4 config validation are unrelated." + }, { - "left": "issue:47138", - "right": "issue:47139", - "accept": true, - "reason": "Same title, same apparent description length, same bug report, and no substantive differences; they look like the same underlying issue." + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors quantization support and a new vision model are unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47301", + "accept": false, + "reason": "Distributed docs and assisted-decoding docs are unrelated documentation updates." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "Audio-model SDPA dispatch and Docker workflow deletion are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47275", + "accept": false, + "reason": "RoPE test work and EfficientViT-SAM model support are unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46395", + "accept": false, + "reason": "Prism GGUF dequantization support and Param2MoE model addition are unrelated." + }, + { + "left": "pull_request:46267", + "right": "pull_request:47383", + "accept": false, + "reason": "Serve chat parsing changes and Kimi integration tests are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The duplicate/canonical call is only partly grounded. The packet supports that the issues have identical titles, equal body_length, and close creation times, so a duplicate hypothesis is reasonable. However, the analyst overstates the evidence by saying they are the \"same bug report\" and have \"no substantive differences\"\u2014the packet does not include the bodies, and there are metadata differences (notably inbound_references and discussion_activity). The canonical preference for #47138 as earlier and more referenced is grounded, but the soft-edge verdict should be phrased more conservatively." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 1, - "component_count": 31, - "review_unit_index": 1, - "review_unit_count": 4, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-78", - "nodes": [ - "pull_request:43251", - "pull_request:43254", - "pull_request:44775", - "pull_request:45157", - "pull_request:46196", - "pull_request:46266", - "pull_request:46267", - "pull_request:46395", - "pull_request:46836", - "pull_request:46903", - "pull_request:46912", - "pull_request:46954", - "pull_request:46957", - "pull_request:46958", - "pull_request:46974", - "pull_request:46995", - "pull_request:47003", - 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"pull_request:47093|pull_request:47143", "pull_request:46509|pull_request:46995", + "pull_request:47093|pull_request:47143", "pull_request:46266|pull_request:47301", "pull_request:44775|pull_request:47304", "pull_request:47082|pull_request:47210", "pull_request:46266|pull_request:47383", "pull_request:47093|pull_request:47163", "pull_request:46196|pull_request:47179", - "pull_request:47082|pull_request:47108", "pull_request:47179|pull_request:47210", + "pull_request:47082|pull_request:47108", "pull_request:47108|pull_request:47301", "pull_request:46266|pull_request:47216", - "pull_request:47082|pull_request:47275", "pull_request:47078|pull_request:47275", + "pull_request:47082|pull_request:47275", "pull_request:46266|pull_request:47336", "pull_request:46995|pull_request:47301", "pull_request:47175|pull_request:47179", @@ -14430,13 +23736,13 @@ "pull_request:46196|pull_request:47301", "pull_request:47105|pull_request:47298", "pull_request:45157|pull_request:46658", - "pull_request:44517|pull_request:47301", "pull_request:47078|pull_request:47322", "pull_request:47275|pull_request:47304", + "pull_request:44517|pull_request:47301", "pull_request:47078|pull_request:47243", "pull_request:47294|pull_request:47360", - "pull_request:47113|pull_request:47304", "pull_request:46912|pull_request:47291", + "pull_request:47113|pull_request:47304", "pull_request:43451|pull_request:44517", "pull_request:47163|pull_request:47352", "pull_request:47352|pull_request:47383", @@ -14456,36 +23762,411 @@ "pull_request:46912|pull_request:47113", "pull_request:47077|pull_request:47367", "pull_request:47294|pull_request:47306", + "pull_request:46658|pull_request:46895", "pull_request:43451|pull_request:46381", "pull_request:46381|pull_request:47096", - "pull_request:46658|pull_request:46895", "pull_request:47275|pull_request:47367", "pull_request:47210|pull_request:47367", "pull_request:41855|pull_request:43424", "pull_request:41855|pull_request:43823" ], - "prepared_review_unit_hash": "595d0142ac872e5fbd89428f645bfb5448c34f5621cec39f8489afbed9ec60bf", + "prepared_review_unit_hash": "8a86b99adaec3503c1fbdab1544e1746d36d22093e3a2e500cce8d338905d8c2", "component_budget": { "node_count": 78, "item_count": 78, "soft_pair_count": 212, - 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No mergeable duplicate pair stands out.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:47294", + "right": "pull_request:47320", + "accept": false, + "reason": "Kernel-native causal_conv1d work is unrelated to response_schema deprecation." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47143", + "accept": false, + "reason": "MLU flash-linear-attention support is unrelated to NeuCodec model support." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46995", + "accept": false, + "reason": "Nemotron Omni support and MLU flash-linear-attention are different features." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenPangu-V2 model addition is unrelated to NeuCodec." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47301", + "accept": false, + "reason": "Dino modernization/model conversion work is unrelated to MTP docs." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47304", + "accept": false, + "reason": "Parallelism docs and MPS graph-cache docs are separate documentation changes." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47210", + "accept": false, + "reason": "RoMa keypoint matcher support and packed SDPA routing are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47383", + "accept": false, + "reason": "Dino model modernization is unrelated to Kimi integration tests." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47163", + "accept": false, + "reason": "OpenPangu-V2 model support is unrelated to XPU paged-attention tests." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47179", + "accept": false, + "reason": "SDPA dispatch support and Granite SWA model support are different code paths." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47210", + "accept": false, + "reason": "Granite SWA model support is unrelated to packed SDPA varlen routing." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "RoMa model support is unrelated to a doc-builder pin comment." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47301", + "accept": false, + "reason": "Doc-builder comment cleanup and MTP docs do not touch the same change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47216", + "accept": false, + "reason": "Dino modernization and compressed-tensors FP8 docs/config changes are unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese DistilBERT doc wording and EfficientViT-SAM model support are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47275", + "accept": false, + "reason": "RoMa keypoint matcher and EfficientViT-SAM are different model additions." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47336", + "accept": false, + "reason": "Dino modernization is unrelated to fully-offloaded model saving." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47301", + "accept": false, + "reason": "Flash-linear-attention MLU support is unrelated to MTP docs." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "OLMo3 CI expectation updates and Granite SWA support are unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:46836", + "accept": false, + "reason": "Parallelism docs and Unlimited OCR model support are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47216", + "accept": false, + "reason": "RoMa keypoint matcher and compressed-tensors FP8 are unrelated changes." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47179", + "accept": false, + "reason": "Paged-attention XPU tests and Granite SWA model support are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:45157", + "accept": false, + "reason": "Qwen3 TTS model support and PrismML Bonsai support are different additions." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47336", + "accept": false, + "reason": "EfficientViT-SAM support is unrelated to offloaded model saving." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47304", + "accept": false, + "reason": "Packed SDPA routing and MPS graph-cache docs are unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47383", + "accept": false, + "reason": "Doc-builder comment cleanup is unrelated to Kimi integration tests." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47216", + "accept": false, + "reason": "Finegrained FP8 decode routing is unrelated to compressed-tensors FP8 docs." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47336", + "accept": false, + "reason": "Compressed-tensors FP8 docs/config and offloading save fix are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "RoPE test expansion is unrelated to Japanese documentation wording." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47301", + "accept": false, + "reason": "Granite SWA model support and MTP docs are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47352", + "accept": false, + "reason": "Quantization test edits and distributed runtime utilities are unrelated." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47352", + "accept": false, + "reason": "Qwen3 Next test wording changes are unrelated to distributed runtime utilities." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47294", + "accept": false, + "reason": "RoPE tests and kernel-native causal_conv1d functions are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47320", + "accept": false, + "reason": "NeuCodec model support is unrelated to response_schema deprecation." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47294", + "accept": false, + "reason": "OLMo3 CI values and causal_conv1d kernel work are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47306", + "accept": false, + "reason": "CohereASR loss-shift fix and Neuron experiments are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47301", + "accept": false, + "reason": "SDPA dispatch support and MTP docs are unrelated." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47298", + "accept": false, + "reason": "VITS test re-enable and MI450 model-failure fixes are unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46658", + "accept": false, + "reason": "PrismML support and Step-3.7 Flash support are unrelated model additions." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47322", + "accept": false, + "reason": "Japanese docs wording changes are unrelated to AMD Quark config updates." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47243", + "accept": false, + "reason": "Japanese docs wording changes are unrelated to Executorch exporter fixes." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47360", + "accept": false, + "reason": "Kernel-native causal_conv1d functions are unrelated to OTEL CI workflow changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47291", + "accept": false, + "reason": "RoPE tests and continuous-batching config deprecation are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47304", + "accept": false, + "reason": "Audio requirements fixes are unrelated to MPS graph-cache docs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Molmo2 docs/model support and Qwen3 TTS are different model additions." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47352", + "accept": false, + "reason": "Paged-attention XPU tests are unrelated to distributed runtime utilities." + }, + { + "left": "pull_request:47352", + "right": "pull_request:47383", + "accept": false, + "reason": "Distributed runtime utilities and Kimi integration tests are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47383", + "accept": false, + "reason": "Qwen3 TTS support is unrelated to Kimi integration tests." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47143", + "accept": false, + "reason": "Qwen3 TTS support is unrelated to NeuCodec." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47352", + "accept": false, + "reason": "Molmo2 model addition is unrelated to distributed runtime utilities." + }, + { + "left": "pull_request:47243", + "right": "pull_request:47294", + "accept": false, + "reason": "Executorch exporter fixes are unrelated to causal_conv1d kernel functions." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47383", + "accept": false, + "reason": "Finegrained FP8 decode changes are unrelated to Kimi integration tests." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47291", + "accept": false, + "reason": "Packed SDPA routing and continuous-batching config deprecation are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47298", + "accept": false, + "reason": "CohereASR loss-shift fix and MI450 model-failure fixes are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47301", + "accept": false, + "reason": "Finegrained FP8 decode work is unrelated to MTP docs." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47275", + "accept": false, + "reason": "Audio requirements fixes are unrelated to EfficientViT-SAM support." + }, + { + "left": "pull_request:46381", + "right": "pull_request:47322", + "accept": false, + "reason": "Tokenizers 0.23.1 dependency bump is unrelated to AMD Quark config changes." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47304", + "accept": false, + "reason": "EfficientViT-SAM model support is unrelated to MPS graph-cache docs." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47367", + "accept": false, + "reason": "Packed SDPA routing is unrelated to pipeline device-placement docs." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer method additions are unrelated to Executorch dynamic-shape tests." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method additions are unrelated to MobileLLM model support." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -14607,10 +24288,10 @@ "pull_request:47294|pull_request:47298", "pull_request:45157|pull_request:47387", "pull_request:46658|pull_request:47387", - "pull_request:46658|pull_request:47143", - "pull_request:46658|pull_request:47322", "pull_request:47143|pull_request:47163", "pull_request:46196|pull_request:47143", + "pull_request:46658|pull_request:47143", + "pull_request:46658|pull_request:47322", "pull_request:47143|pull_request:47387", "pull_request:47143|pull_request:47322", "pull_request:45157|pull_request:47143", @@ -14620,412 +24301,382 @@ "pull_request:43451|pull_request:47291", "pull_request:43451|pull_request:47175", "pull_request:40546|pull_request:43451", - "pull_request:47184|pull_request:47383", "pull_request:47166|pull_request:47383", + "pull_request:47184|pull_request:47383", "pull_request:47306|pull_request:47367", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163" ], - "prepared_review_unit_hash": "c227fe59b8c2bcaf58dcaddfb27a7c2f3491d4afcd8b8482c63c8c24a4bff76d", + "prepared_review_unit_hash": "4d4b993e516c585f66a0650bf8f5d0ba6287afd48faf33afff02db6d8cd29d23", "component_budget": { "node_count": 78, "item_count": 78, "soft_pair_count": 212, - "serialized_chars": 266839, - "estimated_input_tokens": 66710, - "estimated_eval_tokens": 133676 + "serialized_chars": 267587, + "estimated_input_tokens": 66897, + "estimated_eval_tokens": 134050 }, "budget": { "node_count": 45, "item_count": 45, "soft_pair_count": 72, - "serialized_chars": 127011, - "estimated_input_tokens": 31753, - "estimated_eval_tokens": 63762 + "serialized_chars": 127590, + "estimated_input_tokens": 31898, + "estimated_eval_tokens": 64052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only the CohereASR training-loss fixes are true duplicates; the rest of the soft pairs are unrelated model additions, docs, exporter, or test-only changes that just share broad themes. Canonical PR is 47090.", - "confidence": 0.96, + "summary": "This cluster is mostly a mix of unrelated PRs. The only clear duplicate set is the CohereASR training-loss double-shift work, where three PRs implement the same fix in different ways. Most other soft matches are only broad subsystem similarities (model adds, test updates, exporter work, docs), so they should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the clearest final form of the CohereASR double-shift fix, and it targets the same concrete bug/files as 46895 and 46958.", + "canonical_pr_reason": "PR 47090 is the clearest representative of the true duplicate set: it targets the CohereASR double-shift loss bug explicitly, carries the issue link, and is the most complete/settled version compared with the earlier variants.", "best_issue_reason": null, - "best_pr_reason": "47090 is the best representative: same issue target, same code path, and the most explicit fix (`labels=None, shift_labels=labels`) with explanatory comments.", + "best_pr_reason": "PR 47090 is the best single representative in this cluster because it most directly and completely fixes the concrete CohereASR training-loss bug; the other true duplicates are earlier or alternate implementations of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different processor/auto-registration cleanup vs a new MobileLLM model addition; only broad subsystem overlap." + "reason": "Processor auto-mapping robustness vs a new model addition; same broad area, not the same bug or change." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "ExecuTorch dynamic-shape export test vs assisted decoding docs for MTP; unrelated changes." + "reason": "ExecuTorch export test coverage vs MTP documentation; unrelated changes." }, { "left": "pull_request:43424", "right": "pull_request:47383", "accept": false, - "reason": "Export test for decoder-only LM vs Kimi integration tests; different scope and bug/change." + "reason": "ExecuTorch export dynamic-shape tests vs Kimi integration tests; different code paths." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model support vs a modeling_utils config-resolution fix; not the same underlying change." + "reason": "New MobileLLM model support vs config-resolution ordering fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:47383", "accept": false, - "reason": "Mistral4 test/model fixes vs Kimi integration tests; different models and problems." + "reason": "Mistral4 test fixes vs Kimi integration tests; only share a testing context." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs layrnorm/layernorm renaming across CLIP-like models; unrelated." + "reason": "Mistral4 test cleanup vs layernorm typo rename; different scope." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test vs Mistral4 test/model fixes; both test-related but not the same issue." + "reason": "ExecuTorch export tests vs Mistral4 tests; no shared underlying defect." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model support vs Falcon output-interface refactor; not the same bug/change." + "reason": "Model addition vs Falcon output-collection refactor; not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "cross_entropy kwargs passthrough fix vs MobileLLM model addition; unrelated." + "reason": "Cross-entropy kwargs plumbing vs model addition; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests vs TDT loss kernel integration; different features." + "reason": "Mistral4 tests vs TDT loss kernel support; different features." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export test vs MobileLLM model addition; only generic release-time overlap." + "reason": "Export test additions vs model addition; no duplicate bug." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs fix vs Mistral4 test fixes; different code paths." + "reason": "Loss-function kwargs fix vs Mistral4 tests; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes vs config-resolution fix; unrelated." + "reason": "Mistral4 tests vs config resolution order fix; different issues." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output collection refactor vs model-creation skill scaffolding; not the same change." + "reason": "Falcon output-interface refactor vs model-creation skill scaffolding; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes vs model-creation skill; different layers entirely." + "reason": "Mistral4 tests vs new-model skill content; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 fixes; different models and code paths." + "reason": "Falcon refactor vs Mistral4 tests; different concrete code paths." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model support vs model-creation skill; unrelated." + "reason": "Model support vs model-creation skill scaffolding; not the same artifact." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift training-loss bug, same issue target 46894, same model files." + "reason": "Same CohereASR training-loss double-shift bug; same files and same fix target." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR loss bug and same files; 47090 is the final/cleaner implementation." + "reason": "Same CohereASR loss-shift issue; PR 47090 is another implementation of the same fix." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both fix the same CohereASR loss double-shift issue in the same code path." + "reason": "Both fix the same CohereASR double-shift training-loss bug, just with different implementation details." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Different XPU test expectation updates for different model families; same platform theme is too broad." + "reason": "Both are XPU test fixes, but they cover different models and failures; too broad to be duplicates." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Quantization test updates vs XPU accelerator test updates; unrelated." + "reason": "Quantization test updates vs accelerator decorator changes; same hardware theme, not the same concrete change." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE test expansion across models vs an OLMo3 CI expectation refresh; not the same bug." + "reason": "RoPE test work vs Olmo3 CI expectation updates; different test areas." }, { "left": "pull_request:47096", "right": "pull_request:47383", "accept": false, - "reason": "Exportability fixes for Kimi/XCodec2 paths vs Kimi integration tests; related model name, but not the same concrete change." - }, - { - "left": "pull_request:47184", - "right": "pull_request:47292", - "accept": false, - "reason": "Accelerator-test decorator cleanup vs XPU expectation updates; different concrete changes." + "reason": "Exporter support for Kimi vs Kimi integration tests; related subsystem, but not the same underlying fix." }, { - "left": "pull_request:47301", + "left": "pull_request:47163", "right": "pull_request:47304", "accept": false, - "reason": "MTP assisted-decoding docs vs MPS graph-cache docs; unrelated documentation updates." + "reason": "XPU paged-attention tests vs docs-only MPS graph cache changes; unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Japanese DistilBERT docs translation vs MPS graph-cache docs; unrelated." + "reason": "Japanese DistilBERT docs vs MPS graph cache docs; different content." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step3.7 Flash model support vs Unlimited OCR model support; both new-model PRs but different models." + "reason": "Step-3.7 Flash model build/conversion work vs Unlimited OCR model add; different models and code." }, { "left": "pull_request:47210", "right": "pull_request:47301", "accept": false, - "reason": "Packed SDPA varlen attention change vs MTP docs; different code areas and purpose." + "reason": "Packed SDPA runtime change vs assisted-decoding docs update; not the same bug or feature." }, { "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "OpenVINO exporter addition vs ExecuTorch exporter fixes; different exporters and problems." + "reason": "OpenVINO exporter work vs ExecuTorch exporter fixes; both exporter-related but distinct changes." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Nemotron Omni model support vs NeuCodec model support; unrelated model additions." + "reason": "Nemotron Omni model support vs NeuCodec support; unrelated model additions." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention XPU tests vs quantization test updates; different test targets." + "reason": "Different XPU-related test areas and different affected models; too broad to merge." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Paged-attention XPU tests vs accelerator-decorator change; not the same issue." + "reason": "Paged-attention XPU tests vs accelerator-decorator test updates; not the same issue." }, { "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "Nemotron Omni model support vs paged-attention XPU tests; unrelated." + "reason": "Model support PR vs XPU test PR; unrelated." }, { "left": "pull_request:45157", "right": "pull_request:46836", "accept": false, - "reason": "PrismML Bonsai support vs Unlimited OCR support; different models." + "reason": "Prism Bonsai GGUF support vs Unlimited OCR model support; different targets." }, { "left": "pull_request:46836", "right": "pull_request:47387", "accept": false, - "reason": "Unlimited OCR model support vs one-to-many conversion support; different functionality." + "reason": "Unlimited OCR model add vs one-to-many conversion support; not the same code path." }, { "left": "pull_request:47163", "right": "pull_request:47292", "accept": false, - "reason": "Paged-attention XPU tests vs TIPSv2 DPT XPU expectation fixes; same platform theme but different model-specific changes." + "reason": "Both are XPU test fixes, but they address different model-specific failures." }, { "left": "pull_request:47291", "right": "pull_request:47322", "accept": false, - "reason": "Generation config deprecation/ContinuousBatchingConfig conversion vs AMD Quark config-class change; unrelated." + "reason": "Generation-config deprecation cleanup vs AMD Quark config-class rename; unrelated." }, { "left": "pull_request:47301", "right": "pull_request:47336", "accept": false, - "reason": "MTP docs vs offloading save_pretrained fix; unrelated." + "reason": "MTP docs vs offloading save_pretrained behavior; no shared bug." }, { "left": "pull_request:45157", - "right": "pull_request:47143", - "accept": false, - "reason": "PrismML Bonsai model support vs NeuCodec support; different model additions." - }, - { - "left": "pull_request:47304", - "right": "pull_request:47367", + "right": "pull_request:47387", "accept": false, - "reason": "MPS graph-cache docs vs pipeline device-placement clarification; unrelated docs." + "reason": "GGUF Prism support vs one-to-many conversion support; different functionality." }, { - "left": "pull_request:46912", - "right": "pull_request:47298", + "left": "pull_request:46658", + "right": "pull_request:47387", "accept": false, - "reason": "RoPE tests vs MI450 image-decoder fallback fixes; unrelated." + "reason": "Step3p7 model/conversion work vs one-to-many conversion support; only vaguely related." }, { - "left": "pull_request:47301", - "right": "pull_request:47383", + "left": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "MTP docs vs Kimi integration tests; unrelated." + "reason": "NeuCodec support vs XPU paged-attention tests; unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47301", + "left": "pull_request:46196", + "right": "pull_request:47143", "accept": false, - "reason": "Compressed-tensors fp8 support vs MTP docs; different feature areas." + "reason": "SDPA dispatch support for speech models vs NeuCodec model add; different changes." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:46658", + "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 model support vs Unlimited OCR model support; different models." + "reason": "Step3p7 model support vs NeuCodec support; unrelated model additions." }, { - "left": "pull_request:47175", - "right": "pull_request:47298", + "left": "pull_request:46658", + "right": "pull_request:47322", "accept": false, - "reason": "OLMo3 CI expectation refresh vs MI450 image decoding/model failures; unrelated." + "reason": "Step3p7 work vs AMD Quark config changes; no shared underlying issue." }, { - "left": "pull_request:47306", - "right": "pull_request:47367", + "left": "pull_request:47143", + "right": "pull_request:47387", "accept": false, - "reason": "Neuron training experiments vs pipeline device-placement docs; unrelated." + "reason": "NeuCodec support vs one-to-many conversion support; different features." }, { - "left": "pull_request:43451", - "right": "pull_request:47243", + "left": "pull_request:47143", + "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 support vs ExecuTorch exporter fixes; unrelated." + "reason": "NeuCodec support vs AMD Quark config changes; unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47243", + "left": "pull_request:45157", + "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability work vs ExecuTorch exporter fixes; similar area, but different concrete code paths." + "reason": "Prism GGUF support vs NeuCodec support; different model families." }, { - "left": "pull_request:43451", - "right": "pull_request:47291", + "left": "pull_request:47301", + "right": "pull_request:47367", "accept": false, - "reason": "Molmo2 model support vs generation config deprecation; unrelated." + "reason": "MTP docs vs pipeline device-placement clarification; unrelated documentation." }, { "left": "pull_request:43451", - "right": "pull_request:47175", - "accept": false, - "reason": "Molmo2 model support vs OLMo3 CI test updates; unrelated." - }, - { - "left": "pull_request:40546", - "right": "pull_request:43451", - "accept": false, - "reason": "VibeVoice model support vs Molmo2 model support; both new models, but not the same model or change." - }, - { - "left": "pull_request:47184", - "right": "pull_request:47383", - "accept": false, - "reason": "Accelerator-test decorator cleanup vs Kimi integration tests; different test changes." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47383", + "right": "pull_request:47243", "accept": false, - "reason": "Quantization test updates vs Kimi integration tests; unrelated." + "reason": "Molmo2 model addition vs ExecuTorch exporter fixes; different scopes." }, { - "left": "pull_request:43451", - "right": "pull_request:47387", + "left": "pull_request:47096", + "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 model support vs one-to-many conversion support; different functionality." + "reason": "Kimi export support vs general ExecuTorch exporter fixes; related area, but not the same concrete bug." }, { - "left": "pull_request:46658", - "right": "pull_request:47387", + "left": "pull_request:43451", + "right": "pull_request:47291", "accept": false, - "reason": "Step3.7 model support vs one-to-many conversion support; unrelated." + "reason": "Molmo2 model add vs generation-config deprecation cleanup; unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:43451", + "right": "pull_request:47175", "accept": false, - "reason": "Step3.7 model support vs NeuCodec support; different models." + "reason": "Molmo2 model addition vs Olmo3 CI test updates; different artifacts." }, { - "left": "pull_request:45157", - "right": "pull_request:47143", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "PrismML Bonsai support vs NeuCodec support; different models." + "reason": "VibeVoice model add vs Molmo2 model add; both new-model PRs, but not the same model or change." }, { - "left": "pull_request:46196", - "right": "pull_request:47143", + "left": "pull_request:47166", + "right": "pull_request:47383", "accept": false, - "reason": "wav2vec2 SDPA dispatch support vs NeuCodec model support; unrelated." + "reason": "Quantization test updates vs Kimi integration tests; different code paths." }, { - "left": "pull_request:47096", - "right": "pull_request:47387", + "left": "pull_request:47184", + "right": "pull_request:47383", "accept": false, - "reason": "Kimi export fixes vs one-to-many conversion support; different code paths." + "reason": "Accelerator-decorator test changes vs Kimi integration tests; unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47322", + "left": "pull_request:47306", + "right": "pull_request:47367", "accept": false, - "reason": "NeuCodec support vs AMD Quark config change; unrelated." + "reason": "Neuron training experiment scripts vs pipeline docs/runtime clarification; unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47387", + "left": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "NeuCodec support vs one-to-many conversion support; different model support vs loader conversion plumbing." + "reason": "Molmo2 model addition vs NeuCodec support; distinct model additions." } ] }, @@ -15042,7 +24693,7 @@ "component_count": 31, "review_unit_index": 4, "review_unit_count": 4, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15077,28 +24728,127 @@ "pull_request:47003|pull_request:47387", "pull_request:47096|pull_request:47143" ], - "prepared_review_unit_hash": "faa6fa0234cde0c1d640014912612ca5f5c00a040a45e94386c33cf4d62b1630", + "prepared_review_unit_hash": "f35fffb5a93a1939ad7a6394e6945939f908447edaed0dfc72e5ff17e9d8faa8", "component_budget": { "node_count": 78, "item_count": 78, "soft_pair_count": 212, - "serialized_chars": 266839, - "estimated_input_tokens": 66710, - "estimated_eval_tokens": 133676 + "serialized_chars": 267587, + "estimated_input_tokens": 66897, + "estimated_eval_tokens": 134050 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 15, - "serialized_chars": 29359, - "estimated_input_tokens": 7340, - "estimated_eval_tokens": 14936 + "serialized_chars": 29370, + "estimated_input_tokens": 7343, + "estimated_eval_tokens": 14942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This is a heterogeneous cluster of unrelated pull requests: model additions, exporter work, documentation, tests, and a few isolated framework fixes. The similarity edges appear to be false positives from overlapping subsystems rather than the same underlying change or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items do not describe one shared fix or feature, so there is no single representative duplicate to anchor the cluster.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for duplicate triage: none of these PRs plausibly merge into one change, and they target different code paths and product areas.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47383", + "accept": false, + "reason": "Molmo2 model addition vs Kimi K25 integration tests; different models, different purpose, no shared underlying bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Both add different multimodal model support; same broad area, but unrelated models and files, not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model onboarding vs Kimi exportability changes; overlapping framework files, but distinct model/features." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 docs/model support vs OpenVINO exporter infrastructure; unrelated feature areas." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter implementation vs Kimi exportability fixes; shared exporter utilities, but not the same concrete export bug or change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47322", + "accept": false, + "reason": "Molmo2 model addition and AMD Quark config tweak are unrelated; only broad repo overlap." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47322", + "accept": false, + "reason": "Kimi exportability work and Quark config-class rename are separate exporter/quantization changes with no common bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Model addition vs MI450-specific model failure fixes; no same code-path problem." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47298", + "accept": false, + "reason": "Exporter/model support work vs MI450 runtime fixes; overlap in test/model files is superficial." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 model docs/support vs Neuron experiment scripts and trainer changes; not the same feature or defect." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Kimi exportability work vs Neuron experimentation; different hardware backends and workflows." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter work vs Neuron experiment scripts; both deployment-oriented, but unrelated implementations." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47387", + "accept": false, + "reason": "Kimi exportability changes vs one-to-many conversion loading fix; related to loading/export infra broadly, but distinct bugs." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47387", + "accept": false, + "reason": "OpenVINO exporter and one-to-many conversion loader fix solve different problems in different code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exporter/model work vs NeuCodec model support; separate model integrations with no shared underlying change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15112,7 +24862,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15125,7 +24875,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "de3c9ad68f7c6b1538e1e81d95952bef956c34410cac2bc08d10ce9c6a720070", + "prepared_review_unit_hash": "01fcf82f0ddee4c36f8d04f691d9bf4410869a1e1d38fe3603a0cfeab98dceb0", "component_budget": { "node_count": 2, "item_count": 2, @@ -15146,7 +24896,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the stronger standalone change: it adds a concrete model capability with supporting code and tests for DINOv3 image classification. PR #40755 is also valid, but it is a broader TimesFM feature/doc update and less clearly the cluster anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different user-visible features. They do not appear to fix the same underlying bug or implement the same change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15223,7 +24988,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15236,12 +25001,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "c6c898445a7dcba1b8cd3ec9e10f262cead157ee8f7b8b376136fb075a8400cc", + "prepared_review_unit_hash": "422b5c58104eecf8ce452bbe7d7dc59b597cd1490a7b3b4e4b42848b24905ac6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5933, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15249,7 +25014,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5933, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15257,7 +25022,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are related workflow-maintenance PRs, but they are not duplicates: one upgrades GitHub Actions core actions for Node 24 compatibility, while the other bumps docker/build-push-action and a few other workflow actions to newer versions.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader and more representative workflow compatibility upgrade, touching multiple GitHub Actions core actions across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative artifact for the cluster because it targets the larger Node 24 compatibility migration rather than a narrower docker-action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They both update workflow dependencies, but they are different changes: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and related workflow actions. They could be merged separately and do not appear to fix the same concrete bug." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15271,7 +25051,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15289,28 +25069,61 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "6e9fe56db07e6dcd6da23aaa89f0138aaa518d839526300e5fb771bd57479f34", + "prepared_review_unit_hash": "639eaf1b0aec8a1a9176a383b92d492322b6510edb9fea11e2d776ca07948a04", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13044, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13044, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "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": null, + "analyst_result": { + "summary": "All four PRs are separate model-addition changes (ViT NEPA, Molmo, CTSM, Step3p7). The overlap is limited to shared docs/auto-registration scaffolding, not the same underlying bug or feature.", + "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:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families and implementations; shared _toctree and auto mappings are routine add-model boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are unrelated model additions with different code paths, tests, and docs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct models; the overlap is only generic registration/documentation work." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model implementations; shared timeseries/auto-file edits do not indicate the same change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15324,7 +25137,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15356,32 +25169,134 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "0ccc5a578d099a046792c21f381ddb4bba7b767de3d30dcaf6d6c063df07a875", + "prepared_review_unit_hash": "0c725ddff03c2140313ac7bd934f4e2560891118c189c6dec0c5aab8ba8782fc", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19600, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19600, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "Most PRs are unrelated despite generic titles; the only clear duplicate pair is the two YOLOS device-mismatch fixes, which target the same issue and overlap on the same file and issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the more complete YOLOS fix: it includes the actual device alignment in the forward path plus the model split-list change, while 46886 is the narrower precursor. It best represents the underlying bug fix for device_map='auto' mismatches.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best single PR candidate because it directly addresses the YOLOS device mismatch with the broader, more complete code change; the other PRs are either unrelated tests/CI/config changes or different model subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-focused, but they target different models and different problems: Whisper decode behavior vs. CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer test fix and FP8 dequant/loading changes are unrelated code paths and bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Different issues: Whisper test cleanup vs. generation watermarking/config validation and broader generation fixes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenization tests and YOLOS device-map mismatch fixes are unrelated subsystems and bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test edits are not the same underlying change as the FP8 dequant/model-loading fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test placeholders in CLIP/ViT do not correspond to generation config or Whisper/model-generation fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Unrelated: model test files with dummy asserts vs. CI memory-limit and Phimoe integration-test setup." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and bugs: CLIP/ViT test changes vs. YOLOS runtime device placement fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/model-loading work is unrelated to CI runner memory patching and Phimoe test adjustments." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch different bug classes: FP8 dequantization vs. generation validation/Whisper-related fixes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 quantization/runtime loading changes do not match the YOLOS device mismatch bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config/Whisper changes are unrelated to Phimoe CI integration-test infrastructure." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different affected code paths and symptoms: generation validation/Whisper fixes vs. YOLOS device placement." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory-limit and Phimoe test harness changes are unrelated to YOLOS device_map='auto' behavior." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs fix the same YOLOS device-mismatch issue for device_map='auto' on the same file and issue target; 46922 is the fuller version with the runtime tensor-device fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted duplicate pair, 46886/46922, is clearly mergeable as the same YOLOS device-mismatch bugfix, with 46922 being the fuller version. The other pairwise rejections do not overstate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15391,7 +25306,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15407,12 +25322,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "6b1349a6cd5215a03a56844f1627ab292c8fd94872db0ad4e0a02fb8eafc5d4e", + "prepared_review_unit_hash": "6e3756a2a0f174e12eb923811ca605a0f897b2103b85dcac3769f4d40ff1068f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, + "serialized_chars": 6348, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -15420,7 +25335,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, + "serialized_chars": 6348, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -15428,7 +25343,34 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are three unrelated '[don't merge]' PRs that happen to touch repo automation/CI and one shared test file, but they do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate stands out; PR 43532 is the broadest representative, but it is still a distinct CI/workflow/test diff rather than the same change as the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the most representative standalone PR in the set because it spans multiple CI/workflow files and a test helper, whereas the others are narrower and clearly different edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 edits setup/versioning and test dependencies, while 46747 only switches a workflow trigger for the security gate." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are repo-infra/test PRs, but they target different concrete changes; the shared vit test file does not make them the same underlying fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch GitHub Actions, but they modify different workflows and different behavior paths, so they are not mergeable as one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15442,7 +25384,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15455,7 +25397,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "5618ccc679bf4e97b98a77f163146b76ed9a4547201b928d86ec324f1e78ce04", + "prepared_review_unit_hash": "9c92ea87715d10ee74d067ab5f576cc005da5c64eb8cc63e7d4c0b759495962c", "component_budget": { "node_count": 2, "item_count": 2, @@ -15476,7 +25418,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are two closely related but distinct PRs: one adds a Promptable Concept Segmentation pipeline and the other adds a Promptable Visual Segmentation pipeline. They share infrastructure, but the concrete tasks, model coverage, and test files differ enough that they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different feature additions with different task names and different model/test coverage. They are in the same subsystem, but not the same underlying code-path fix or change, so they should not be treated as duplicates." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15503,7 +25460,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "16d0551b33a3d1de97b45039278b733b5cce2ebc62748d4bcbdd7fc56f14116a", + "prepared_review_unit_hash": "e2e3619978aee6f5c8e9e9825bafc492895be1651fcf2fafc62e1f97589ab4c8", "component_budget": { "node_count": 2, "item_count": 2, @@ -15525,18 +25482,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `src/transformers/trainer.py`, but they address different trainer extension points: one is about gradient-accumulation loss scaling, the other about signature-column filtering for custom trainers. They are related in theme but not the same underlying change.", + "summary": "These are two unrelated Trainer extensibility changes that happen to touch the same file: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering into an overrideable helper. They do not appear to be the same underlying fix or mergeable into one PR.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better anchor because it makes a direct behavior change in `training_step` and introduces the new `_loss_is_scaled_for_ga` hook; it is more central than the mostly refactoring-oriented `_get_signature_columns` addition in #43663.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest representative of the cluster because it changes core training loss semantics and is the more self-contained, user-visible fix.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both PRs modify `trainer.py` and are about custom trainer extensibility, but they fix different code paths: gradient-accumulation loss scaling vs. input-column signature filtering. They are not the same underlying bug/change and would not plausibly be merged as one PR." + "reason": "Different code paths and behaviors: 43651 changes training loss normalization for GA, while 43663 changes input-column filtering/signature inspection. Shared filename alone is not enough to treat them as duplicates." } ] }, @@ -15553,7 +25510,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15566,7 +25523,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "11f10a69ed5e13edd132ea213fe49c08d52426212fee7d37441451ac854c95b7", + "prepared_review_unit_hash": "46ea8473bc47a6bc2d8945aadbdac835fdac53376f2fcde99922167c6fbbde3c", "component_budget": { "node_count": 2, "item_count": 2, @@ -15583,11 +25540,26 @@ "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI module and both mention a NameError, but they appear to fix different annotation/import issues rather than the same concrete bug.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the most targeted and concrete fix: it directly guards the pydantic TypeAdapter import under TYPE_CHECKING and stringizes the annotation to avoid the runtime NameError when pydantic is missing.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 best represents the cluster because it addresses the explicit runtime failure path in `src/transformers/cli/serve.py` with a narrowly-scoped change tied to the reported issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "#43656 is a broader `__future__`/typing cleanup for forward references, while #43842 specifically fixes the `TypeAdapter` import/annotation path when pydantic is absent. They overlap in file and symptom class, but not the same underlying bug." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15743,8 +25715,8 @@ "pull_request:44071|pull_request:44086", "pull_request:44073|pull_request:44101", "pull_request:44073|pull_request:44161", - "pull_request:44059|pull_request:44071", "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", @@ -15777,440 +25749,437 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "9a2ab6dee69fbae8bf237a121d9cbdaa46a6678e4859adb4b7644f6a3df032c9", + "prepared_review_unit_hash": "11e1eb1054c1c2c9f5ee66dd62988ff225c616a21b8fda91bab3741e3e540ac7", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84511, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76943, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly broad output-tracing refactors across different models, but only a few PRs look like true duplicates of the same concrete code change: the GPT-J/CodeGen chain and the GPT-Neo pair.", + "summary": "This cluster is mostly a set of model-specific refactors to migrate output tracing to `capture_outputs`/`can_return_tuple`. The only clear duplicate subclusters are the GPT-J/CodeGen edits and the GPT-Neo variants; the rest are separate model migrations that share a theme but not the same concrete code path.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best canonical representative because it sits in the strongest duplicate chain: same GPT-J/CodeGen code path, same decorator-based output-tracing migration, and the clearest overlap with the later GPT-J follow-up PRs.", + "canonical_pr_reason": "PR 44722 is the best representative of the true duplicate subcluster: it is the latest and most complete GPT-J/CodeGen output-tracing refactor, touching the same core files as the overlapping GPT-J PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest global representative of the actual duplicate subset: it targets the same GPT-J/CodeGen implementation change as the other accepted duplicates and is the clearest anchor for that chain.", + "best_pr_reason": "PR 44722 best captures the recurring GPT-J/CodeGen output-tracing change and is the strongest canonical representative among the overlapping PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths; same output-tracing theme and issue target is not enough." + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same tracking issue is not enough to merge them." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model subsystems; both are refactors, not the same concrete bug/change." + "reason": "Different model migrations (CVT/FNet vs DeBERTa v2); only the broad output-tracing theme overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor in modeling_gptj.py; 44085 appears to be a later variant of the same change." + "reason": "Both are GPT-J output-tracing refactors in the same file/code path, so they look like overlapping implementations of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different models; same tracking issue does not make them the same change." + "reason": "Different backbones and files (RegNet/ResNet vs EfficientNet); these are separate model-specific refactors." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J are unrelated code paths; only the refactor style is similar." + "reason": "EfficientNet and GPT-J are unrelated code paths; shared output-tracing work does not make them duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations; no shared concrete bug or merged code path." + "reason": "GPT-J/CodeGen vs EfficientNet are different model implementations, so they are not the same underlying change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different models and modules; too broad to be duplicate PRs." + "reason": "MobileNetV2 and DeBERTa v2 are unrelated model families; this is only a thematic similarity." }, { - "left": "pull_request:44066", - "right": "pull_request:44086", + "left": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different implementations; same theme only." + "reason": "MGP-STR and GPT-J are different code paths; they both standardize outputs, but not the same bug or change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and files; not the same underlying change." + "reason": "GPT-J/CodeGen and MPT are different models, so these are separate refactors." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file/model and the same output-tracing migration; 44068 looks like a follow-up version of 44018." + "reason": "Both PRs target the same GPT-Neo output-tracing refactor in the same model/file, making them plausible duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different code paths despite similar decorator migration." + "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths; only the refactor pattern is shared." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different models and implementations; not mergeable as one PR." + "reason": "GPT-Neo vs GPT-J/CodeGen are separate model implementations and should not be merged as duplicates." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J are unrelated models; shared issue target is only a broad umbrella." + "reason": "ResNet and GPT-J are unrelated model paths; the shared issue target does not indicate the same change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J are different model code paths; only the refactor pattern matches." + "reason": "MGP-STR and GPT-J touch different code paths and implement separate output-tracing migrations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen are unrelated implementations." + "reason": "ResNet and GPT-J are different models, so this is not the same concrete fix." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models with different output logic." + "reason": "GPT-Neo and ResNet are unrelated implementations; they only share the general output-tracing theme." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different models/subsystems; same refactor theme only." + "reason": "ResNet and MPT are distinct model families, so these are not duplicates." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." + "reason": "GPT-Neo and Flaubert/XLM are different code paths, despite similar refactor wording." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + "reason": "GPT-Neo is unrelated to GPT-J/CodeGen, so they are separate model migrations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; not the same concrete bug/change." + "reason": "GPT-Neo and Flaubert are different models; same refactor style is not enough." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model paths." + "reason": "MPT and GPT-J are different model implementations and should not be collapsed." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different models." + "reason": "GPT-Neo and GPT-J are separate model paths, even if they both standardize outputs." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "Different model families; shared output-tracing concept only." + "reason": "GPT-Neo and MGP-STR are unrelated models, so these are distinct changes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "GPT-Neo and MGP-STR are different code paths with different output-handling details." }, { "left": "pull_request:44071", - "right": "pull_request:44085", + "right": "pull_request:44116", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different implementations." + "reason": "MPT and Flaubert/XLM are different models; not the same underlying fix." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "Different models and files; not the same underlying fix." + "reason": "GPT-J and MGP-STR are different models, so they are not duplicates." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated code paths." + "reason": "GPT2 and MGP-STR are different model families; only the output-tracing theme matches." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families; same theme only." + "reason": "ViLT and Flaubert/XLM are unrelated model paths, so this is not a duplicate." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different implementations." + "reason": "GPT2 and GPT-J/CodeGen are separate model refactors, not one concrete change." }, { - "left": "pull_request:44017", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "SegFormer and MPT are unrelated model code paths." + "reason": "GPT-Neo and MPT are different models, so they should not be merged." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and Flaubert/XLM are different models." + "reason": "SegFormer and LongT5 are unrelated models; shared standardized-output wording is too broad." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and LongT5 are different model implementations." + "reason": "SegFormer and ViLT are different model code paths and not the same fix." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated models." + "reason": "SegFormer and GPT-J/CodeGen are separate model migrations with no shared code path." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and LongT5 are different code paths." + "reason": "GPT-Neo and MPT are different models, so these are not duplicates." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "TextNet and LongT5 are unrelated implementations." + "reason": "RegNet and ViLT are unrelated model families; only the refactor theme overlaps." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and LongT5 are different model families." + "reason": "SegFormer and MPT are different model implementations and should stay separate." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different model code paths." + "reason": "MPT and ImageGPT are different models; they are not the same concrete change." }, { - "left": "pull_request:44056", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and MPT are unrelated implementations." + "reason": "ViLT and Flaubert/XLM are different code paths, so this is not a duplicate." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and GPT-2 are different models." + "reason": "MPNet and Flaubert/XLM are different model implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44066", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different code paths." + "reason": "GPT2 and MPT are separate model families, so they should not be merged." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "MPT and ImageGPT are different model implementations." + "reason": "GPT-Neo and GPT2 are different models; the shared output-tracing refactor does not make them duplicates." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated models." + "reason": "RegNet and SegFormer are distinct model paths, so this is only thematic similarity." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "Different models; same refactor style is not enough." + "reason": "Flaubert/XLM and LongT5 are unrelated models with separate output-handling changes." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing change set; 44722 and 44066 edit the same underlying code path." + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model families, not the same underlying fix." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J refactor in modeling_gptj.py; these look like duplicate iterations of the same change." + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different code paths and not plausibly one merged PR." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-J/CodeGen and SpeechT5 are different model code paths." + "reason": "TextNet and Flaubert/XLM are different models, so these are separate changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model families." + "reason": "MPNet and LongT5 are unrelated model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "Different models and different output logic; only broad refactor style matches." + "reason": "RegNet and GPT-Neo are different models; same issue target alone is not enough." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated implementations." + "reason": "RegNet and LongT5 are separate model migrations with no shared code path." }, { - "left": "pull_request:44007", - "right": "pull_request:44072", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet/ResNet and EfficientNet are different model paths." + "reason": "TextNet and LongT5 are unrelated model families, so they are not duplicates." }, { - "left": "pull_request:44066", - "right": "pull_request:44129", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-J/CodeGen and SpeechT5 are different model families." + "reason": "GPT-Neo and LongT5 are different models and should not be collapsed." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "SegFormer and VisualBERT are unrelated code paths." + "reason": "SqueezeBert and MPT are different model paths, so this is not the same change." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are different model implementations." + "reason": "GPT-Neo and SpeechT5 are different code paths, even though both use standardized output tracing." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBERT and LongT5 are unrelated models." + "reason": "SqueezeBert and ViLT are unrelated models and do not fix the same concrete bug." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and VITS are different implementations; same issue target is too broad." + "reason": "RegNet and TextNet are different model families, so they are not duplicates." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model code paths." + "reason": "SqueezeBert and GPT-Neo are different model implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and VisualBERT are unrelated model families." + "reason": "SqueezeBert and DeBERTa v2 are different model paths; only the refactor pattern matches." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are different models." + "reason": "DeBERTa v2 and TextNet are unrelated models, so this is not the same change." }, { - "left": "pull_request:44018", - "right": "pull_request:44068", + "left": "pull_request:44066", + "right": "pull_request:44722", "accept": true, - "reason": "Duplicate GPT-Neo output-tracing refactor in the same file; 44068 is a follow-up variant of 44018." + "reason": "Both PRs cover the same GPT-J/CodeGen standardized output-tracing refactor, so they are overlapping implementations of the same change." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." - }, - { - "left": "pull_request:44068", + "left": "pull_request:44085", "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + "accept": true, + "reason": "Both touch the same GPT-J output-tracing code path and look like alternate versions of the same refactor." }, { - "left": "pull_request:44086", - "right": "44722", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model families." + "reason": "GPT-J and SpeechT5 are different models; shared issue tracking does not make them duplicates." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + "reason": "CVT/FNet and ResNet/RT-DETR ResNet are different model code paths, not one change." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and TextNet are different models." + "reason": "CVT/FNet and SpeechT5 are unrelated models, so these are separate PRs." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated implementations." + "reason": "DeBERTa v2 and SpeechT5 are different code paths and should not be merged." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "MPT and MGP-STR are different model code paths." + "reason": "DeBERTa v2 and VITS are different models; they only share the output-tracing migration theme." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "CVT/FNet and LongT5 are different model families." + "reason": "FocalNet and ImageGPT are unrelated model families, so they are not duplicates." } ] }, - "evaluator_result": null, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats only the GPT-J/CodeGen and GPT-Neo pairs as clear overlaps, and the other rejections are justified by distinct model/code paths. The accepted pairs also look mergeable into a single bugfix PR." + }, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -16244,64 +26213,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "ff33ae3e50e5db5ff08e2c93fccfe739cd3cbd183187ab804d86c2924b067803", + "prepared_review_unit_hash": "4cc915ce249cdd126a66c8af7c1b1f04d473f39b83a98a8a5d813a98c8c3e7b9", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84511, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "serialized_chars": 13070, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are separate model-specific PRs implementing the same broad maintenance pattern: migrating output tracing to the standardized capture_outputs/can_return_tuple approach. They are thematically related but not duplicates of the same bug or change, so the soft edges should be rejected.", - "confidence": 0.97, + "summary": "A loose cluster of unrelated model-specific refactors that all adopt standardized output tracing, but each PR touches a different architecture and code path. They are conceptually similar, not duplicate fixes or mergeable as one change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "Best representative is pull_request:44073 because it is a clean, self-contained example of the standardized output-tracing refactor, but it is still specific to VisualBert and not a duplicate of the other model PRs.", + "canonical_pr_reason": "No single PR is a true duplicate of the others; if one exemplar is needed, the SpeechT5 PR is the most self-contained because it has an explicit issue target and broader tracing changes, but it still isn\u2019t a canonical duplicate of the rest.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44073 is the clearest exemplar of the cluster\u2019s shared refactor pattern, with explicit capture_outputs/can_return_tuple wiring and minimal scope, but it should not be merged with the others as a duplicate.", + "best_pr_reason": "PR 44129 is the strongest standalone representative: it has an explicit linked issue, clear output-tracing refactor work, and enough context to stand on its own. It is still not merge-equivalent to the other model-specific PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different models and files (VisualBert vs TextNet); separate code paths, not one mergeable PR." + "reason": "Both are output-tracing refactors, but one is VisualBert and the other is TextNet; they modify different model implementations and different forward paths, so they are not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are standardized output-tracing refactors, but MPNet and VisualBert are independent model implementations with distinct changes." + "reason": "MPNet and VisualBert are separate model-specific refactors with different layer classes and tracing setup; same theme, but not one duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Shared pattern only; MPNet and TextNet are unrelated model-specific refactors and not the same concrete bug/change." + "reason": "These are parallel refactors in different models. They share the standardized tracing pattern but not the same concrete code path or mergeable patch." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different model modules; these are parallel cleanup PRs, not duplicates." + "reason": "RegNet and SqueezeBert are unrelated implementations; both migrate output handling, but they do not address the same bug or identical behavior." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch output tracing, but they fix different model code paths (SqueezeBert vs SpeechT5) and cannot plausibly be one PR." + "reason": "SqueezeBert and SpeechT5 target different model code paths and output semantics; the overlap is only the refactor pattern, not a duplicate change." } ] }, @@ -16318,7 +26287,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -16380,28 +26349,271 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "f131ddeffc301819b948f75fa592fd0d087dc35e90107234fd41c3aa7a379052", + "prepared_review_unit_hash": "d3e29e27d7f695f141a4bcd47cf78a684207b5f786937082253ba0ed4bd47ce7", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39781, - "estimated_input_tokens": 9946, - "estimated_eval_tokens": 20148 + "serialized_chars": 39780, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39781, - "estimated_input_tokens": 9946, - "estimated_eval_tokens": 20148 + "serialized_chars": 39780, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are thematically similar output-tracing refactors, but they are model-specific changes across distinct code paths. I do not see any true duplicate PRs here; the shared title pattern and use of `can_return_tuple` are too broad to justify merging them.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single duplicate canonical exists in this set; as a representative anchor, PR 44025 is the cleanest example because it applies the refactor across two closely related depth_anything model files rather than a single isolated model file.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best representative of the cluster\u2019s common pattern: a focused output-tracing refactor that spans a related pair of files and is easy to understand as a standalone change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad refactor theme, but different model implementations (`timm_backbone` vs `upernet`) and separate forward paths; not the same concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`) with unrelated forward code paths; title similarity is only thematic." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` and `univnet` are unrelated model code paths; this is not a single fix that could plausibly be merged into one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` output tracing and `mamba/falcon_mamba` output tracing are separate model-specific changes, not the same underlying defect." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` touch different architectures and output-capture logic; too far apart to treat as duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated code paths; same refactor pattern, but not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward implementations (`mobilenet_v1` vs `upernet`); no shared bug to deduplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate model implementations; both refactor output tracing, but not the same code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated changes; the similarity is only in generic tracing cleanup." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` modify different model wrappers and forward signatures; not mergeable as one fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are distinct models with different tracing/call semantics; not the same underlying bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (`vision_text_dual_encoder` vs `upernet`); same refactor family, but not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` wrapper logic and `mamba/falcon_mamba` state/output capture are unrelated concrete changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and files; only the generic output-tracing motif overlaps." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are separate model implementations; no shared code-path bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are unrelated forward implementations; not a single duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are tracing refactors, but they affect different model families and cannot realistically be merged into one concrete PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` segmentation logic and `rwkv` sequence-model tracing are distinct code paths; same theme, different fixes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` vs `mamba/falcon_mamba` is just broad output-tracing similarity, not the same bug or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` output tracing and `codegen` cache/output signature cleanup are different model subsystems and different fixes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated model paths; not enough overlap for duplicate PR triage." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` modify unrelated forward methods; only the generic refactor style matches." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are distinct code paths with different output semantics; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are separate models and separate fixes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model wrappers; same tracing cleanup pattern, but not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated code paths; no duplicate underlying bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` both refactor outputs, but the model logic and affected files are different." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are separate model families with different tracing implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` touch different encoder architectures; not the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` wrapper changes and `rwkv` layer tracing are unrelated changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are both wrappers, but they are distinct code paths and separate PRs, not one fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated model implementations; similarity is only at the abstraction level." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` modify different model wrappers and output signatures; not duplicate enough." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are different models with unrelated forward logic." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are separate subsystems; no shared concrete bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` touch different model families and output handling." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated model code paths; generic output-tracing similarity is insufficient." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are distinct model implementations with different fixes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are different architectures and different code paths; not the same underlying issue." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -16428,7 +26640,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "c0beac3688572faa93380bb4bc74e8ba75512e11d3e18d0e3511df5db0445f12", + "prepared_review_unit_hash": "a61c77606a2c90f2564bfe1cb9f98702c96e3424e84a5046fcdb2425381b3b9d", "component_budget": { "node_count": 2, "item_count": 2, @@ -16450,18 +26662,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct model-addition PRs: one for PenguinVL and one for Voxtral TTS. They overlap on Transformers boilerplate files, but the underlying model code paths, tasks, and features are different, so they are not duplicates.", - "confidence": 0.98, + "summary": "These are two separate model-addition PRs with overlapping Transformer scaffolding, but they target different models and codepaths: PenguinVL vs. Voxtral TTS. The shared auto/docs files look like standard integration boilerplate rather than evidence of the same fix/change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR duplicate stands out: the two PRs implement different model families and should not be collapsed into one change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #45401 is the better representative only because it has an explicit tracking issue target and a tighter, clearly scoped integration for Voxtral TTS.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Shared auto/docs registration files are generic scaffold changes; the PRs implement different models (PenguinVL vision-language vs Voxtral TTS speech synthesis) with different architectures and outputs, so they are not the same change." + "reason": "Different model integrations (PenguinVL vs. Voxtral TTS) with distinct filenames, modules, and likely model codepaths. Shared docs/auto-registration files are generic setup changes, not the same underlying bug or feature." } ] }, @@ -16478,7 +26690,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -16491,7 +26703,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "d9cf1f5639c1e7328884822bdaf9760d38befc38c249400fb3651184c7e94628", + "prepared_review_unit_hash": "d35af5dfe0fa22ce4222a410a6659a7694665ece27f276cadbbc923de1de9b2e", "component_budget": { "node_count": 2, "item_count": 2, @@ -16512,7 +26724,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both PRs are about model/module fusion, but they implement different layers of the stack: PR #44979 introduces a new generic Module Fusion API, while PR #45363 wires up n-to-1 kernel fusion through KernelConfig and related integration points. They are related in theme, not the same change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational and general artifact in this cluster: it defines the core Module Fusion API and tests, whereas #45363 is a narrower KernelConfig-based integration on top of fusion machinery.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best representative for the cluster because it is the broadest, most central fusion-design change and is less of an application/demo than #45363.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Reject: they share the broad fusion theme, but #44979 adds a generic module fusion API and #45363 implements a specific n-to-1 kernel fusion integration path. They are not the same concrete code-path fix and would not plausibly be merged as one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -16526,7 +26753,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -16539,7 +26766,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "3cd4bfc60f76ff457ddf1f1248b031c02d4ca35165ced7628f88fc0313948bf6", + "prepared_review_unit_hash": "fc4101c64c59ce5a4cf6b542fdaa7f50401ef827b730b992062587af9ed9e0b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -16560,7 +26787,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both pull requests address the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; PR 45317 is the more complete implementation because it includes test coverage and a clearer title/description.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same code path as 45086 but also adds a test file, making it the more complete and reviewable change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative of the cluster: same underlying bug, same fix location, and additional validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Both PRs patch the same AttributeError in `_patch_mistral_regex` by changing the same lines in the same file; PR 45317 is essentially a superset with tests, so they look like the same underlying change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -16574,7 +26816,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -16587,12 +26829,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "5d371308fdd35a69f41beca39caf37411850a3d2b7fd77dd413bc8f3810550a9", + "prepared_review_unit_hash": "20b06841e8df3b3524c36c6c42aafc8403f82b589dbcd06cee269033844f52c6", "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 }, @@ -16600,7 +26842,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -16608,7 +26850,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are related NemotronH model-implementation PRs, but they are not the same change: one is a refactor/inheritance and conversion-mapping update, while the other is a broader architecture split that adds NemotronH Dense/Sparse models, docs, and tests.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more complete NemotronH change set, including new Dense/Sparse model packages plus documentation and test updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone candidate since it covers the fuller user-facing model reorganization and likely subsumes the narrower refactor work in scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related subsystem, but not the same underlying bug/change: 45115 focuses on NemotronH inheritance and checkpoint conversion mapping, while 45569 introduces a broader NemotronH Dense/Sparse split with docs and test updates. They would not naturally merge into one single PR without conflating distinct work." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -16622,7 +26879,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -16635,7 +26892,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d2879f07997c199ec27b8af6b32fbab9a984329673eba5e0d23ae8425f59209e", + "prepared_review_unit_hash": "c07ad38c0909f4981804986d05719e2e2aa3f976cbc5703064948a1f11aee900", "component_budget": { "node_count": 2, "item_count": 2, @@ -16656,7 +26913,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both PRs are typing-oriented, but they are different changes: one is a broad type-checking pass over many `src/transformers/*.py` files, while the other adds typing protocols/helpers and updates a smaller set of typing-sensitive paths. Shared filenames and soft similarity are not enough to treat them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the better representative of the cluster because it is a more coherent typing-focused change centered on shared typing helpers and their consumers, rather than a broad type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best fit as a representative PR: it has a tighter scope, clearer implementation intent, and is more self-contained than the wider type-checking cleanup in #45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different underlying changes. #45415 is a broad typing/type-checking cleanup across many modules; #45425 adds typing protocols/helpers and related adjustments in a narrower code path. They are related by theme, not the same fix." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -16670,7 +26942,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -16683,7 +26955,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "9114d7e76e71c0247f89d13d315e5c26b02ad25b5d2b6c7c490b79bdfce9f783", + "prepared_review_unit_hash": "fb5ce5217318bfc82f0008849ffdd34eeec443e90b7b9368f5f1dc8c753c0981", "component_budget": { "node_count": 2, "item_count": 2, @@ -16704,7 +26976,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both pull requests are about expert-parallel loading paths, but they fix different concrete bugs: one preserves distributed config / EP detection during accelerate+ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2-style sharding. Related area, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue in the cluster; if choosing a representative PR, 45662 is the better canonical representative because it targets the more explicit parameter-overwrite failure mode and has the broader EP/FSDP2 loading fix.", + "best_issue_reason": null, + "best_pr_reason": "45662 is the stronger representative PR: its diff addresses a specific, concrete loading corruption path in expert parallel + FSDP2, and its scope is clearer than 45548's more configuration-focused fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share the EP/loading subsystem but not the same underlying bug: 45548 preserves distributed_config/has_ep for accelerate+ZeRO-3, while 45662 wraps loaded parameters to avoid silent overwrites under FSDP2. These are separate fixes that would not naturally merge into one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -16731,40 +27018,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "ed2a65a579d9f8dab410862e9dacb69d9f04c6c2fbd11f91baf0025c52c7d7c1", + "prepared_review_unit_hash": "5dbdd67a1f03c7f3eac84c495ff0bf72a30cd8b0f2cfd0b47fdc9c4d31599b6f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same xdist/captured_info debugging-log problem on the same issue target, with 45645 appearing to be the broader superset of 45639.", - "confidence": 0.94, + "summary": "Both PRs target the same xdist-related captured_info logging problem. PR 45645 is the broader, more complete fix because it includes the core testing_utils change plus CI workflow handling for multiple captured_info files, so it is the best representative of the cluster.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical choice because it contains the core xdist-safe logging fix plus the CI workflow update to aggregate multiple captured_info files, making it the more complete implementation.", + "canonical_pr_reason": "No issue is present in the cluster. Among the PRs, 45645 is the better canonical representative because it covers the shared xdist-safe logging fix and also updates CI to consume the new per-worker artifact layout.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best represents the cluster since it covers the same bug fix as 45639 and also preserves CI debug log collection, so it is the most complete standalone change.", + "best_pr_reason": "PR 45645 is the most complete implementation of the shared bug fix: it includes the xdist-safe output handling in testing_utils and the workflow changes needed to preserve and aggregate multiple captured_info files in CI.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both fix the same captured_info xdist collision in testing_utils, and 45645 extends the same fix with workflow support for reading worker-specific log files." + "reason": "Both PRs address the same underlying xdist collision problem for captured_info/debug logging and modify the same core testing_utils path; 45645 simply adds the CI-side follow-up." } ] }, @@ -16860,12 +27147,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "6f2f31863d91068791e5132127ab04c58f33239b5cd8ab474a6f6d8932d61c1a", + "prepared_review_unit_hash": "e10e6a7d750d34dc9a72974d5e7ed9321516d6068a70ca7ac7e578e131895ab5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -16873,7 +27160,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -16882,18 +27169,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related through distributed/EP code, but they are not the same underlying change. PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a much broader distributed branch base covering many unrelated files and CI updates.", - "confidence": 0.93, + "summary": "These two pull requests overlap in distributed code, but they are not the same change: one is a focused EP/Trainer integration for router/expert handling, while the other is a broad distributed branch base spanning many unrelated subsystems. The shared filenames look incidental to a shared branch lineage, not a duplicate fix or mergeable equivalent PR.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific and self-contained change: it centers on EP router/tensor-parallel integration and trainer support, with a narrow set of touched files and a clear feature scope.", + "canonical_pr_reason": "PR #46126 is the more specific, concrete change: it targets EP + Trainer integration and implements a narrowly scoped router/expert code path. PR #46269 is a large distributed-base umbrella branch with many unrelated edits, so it is not a good canonical representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of the cluster because it has the clearest single code-path intent and is not diluted by unrelated distributed/CI refactors present in #46269.", + "best_pr_reason": "PR #46126 is the best representative because it has a clear, self-contained feature scope and a focused code-path intent. PR #46269 is too broad and multi-purpose to serve as the cluster\u2019s exemplar.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: these are not the same concrete bug fix or mergeable change. #46269 is a broad base branch with many distributed and CI modifications, while #46126 is a focused EP+Trainer integration PR. Shared files reflect overlap in subsystem, not duplicate intent." + "reason": "They share some distributed files, but the purposes differ substantially: #46126 adds EP/router integration behavior, while #46269 is a broad distributed branch base touching many areas. This does not look like the same underlying bug or a mergeable duplicate PR." } ] }, @@ -16961,220 +27248,208 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "cb16af8ac00f2041c9082f3ad6940104a6b5e7008289fd36e58bf5de0b21683f", + "prepared_review_unit_hash": "4aa4d02e61ce5c741779cfc73e33a166b9ff6ed4866ef76232b7ed0c7767f22a", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26685, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26685, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is mostly a false-positive cluster from similar \"chore: update *.yml\" titles. The only shared file family is pr-ci-security-gate.yml, but those PRs make different security-gate changes rather than duplicating the same fix.", + "summary": "These are mostly unrelated workflow-maintenance PRs. Even the pr-ci-security-gate.yml items touch different parts of the workflow (checks, permissions, approval gating, comments, and secret passing), so none are true duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster spans several independent workflow changes, and the same-file pr-ci-security-gate PRs are not the same concrete fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest single representative of the security-gate hardening work, but the overall set is not a true duplicate cluster.", + "best_pr_reason": "PR 46554 is the most substantive security-related workflow change in the set, but it still is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated changes; same generic chore title only." + "reason": "Different workflows and fixes: stdin handling for self-comment CI vs checkout/diff-based security checks in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files; no shared bug or code path." + "reason": "Unrelated changes: self-comment CI message piping vs permissions/approval logic in the PR CI security gate." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files; only superficial title similarity." + "reason": "Different code paths: self-comment CI command invocation vs a comment-only reusable-workflow note in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files; not the same underlying change." + "reason": "Different fixes in different workflows: self-comment CI stdin handling vs removing inherited secrets from the security gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different fixes; not duplicates." + "reason": "Both are shell-safety tweaks, but in different workflows and commands; not the same underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows; SSH runner hardening is unrelated to benchmark trigger changes." + "reason": "Unrelated workflow changes: ssh-runner hardening vs allowing benchmark_v2 workflow_dispatch." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files; no shared concrete bug." + "reason": "Different workflow jobs and purposes: ssh-runner changes vs anti-slop permissions cleanup." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files; unrelated CI maintenance." + "reason": "Different behavior: ssh-runner environment/script hardening vs assigning reviewers from the base ref." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH runner changes are unrelated to pr-ci-security-gate logic." + "reason": "Different workflows and problems: ssh-runner download/env safety vs pr-ci-security-gate file-change checks." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow and different problem domain." + "reason": "Different workflow concerns: ssh-runner secret cleanup vs PR CI security-gate permission/approval changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files; no duplicate change." + "reason": "Different fixes: ssh-runner hardening vs a reusable-workflow comment update." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and separate security concerns." + "reason": "Different problems: ssh-runner env sanitization vs removing secrets inheritance from pr-ci-security-gate." }, { "left": "pull_request:46501", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files; same chore prefix is not enough." + "reason": "Both touch CI workflows, but one is anti-slop permissions and the other adds workflow_dispatch to benchmarking." }, { "left": "pull_request:46501", - "right": "pull_request:46503", + "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." + "reason": "Different workflow logic: anti-slop permission scoping vs checkout ref for reviewer assignment." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files; build image trigger logic is unrelated." + "reason": "Different fixes: anti-slop permissions vs shell-safe COMMIT_MESSAGE handling in build-ci-docker-images." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different CI areas." + "reason": "Different workflow files and issues: anti-slop permissions vs security-gate file-change detection." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files; no same underlying bug." + "reason": "Different workflow behaviors: reviewer assignment checkout ref vs benchmark_v2 trigger expansion." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files; unrelated maintenance." + "reason": "Different code paths: assign-reviewers checkout ref vs build-ci-docker-images command quoting." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and separate concerns." + "reason": "Different workflows and purposes: reviewer assignment vs PR CI security-gate enforcement." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files; benchmark dispatch vs Docker image trigger are unrelated." + "reason": "Different fixes: benchmark_v2 trigger condition vs build-ci-docker-images shell input handling." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and separate CI behaviors." + "reason": "Unrelated workflow changes: benchmark trigger support vs PR CI security checks." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files; not the same concrete fix." + "reason": "Same general goal of shell safety, but different workflows and concrete commands; not mergeable as one duplicate fix." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different files and different workflow logic." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Different files; no shared bug or change." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Different files; unrelated workflow updates." + "reason": "Different issues: build-ci-docker-images input quoting vs PR CI security-gate permissions and approval flow." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different security-gate changes with different purposes; not one duplicate fix." + "reason": "Same file, but different fixes: one adds diff-based security checks, the other changes job permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow, but one adds checks and the other only adds a note; not the same change." + "reason": "Different changes in the same workflow file: actual security checks vs documentation/comments about reusable-workflow safety." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but they change different security semantics (checks vs secrets handling)." + "reason": "Different security-gate changes: file-change checks vs removing inherited secrets from the reusable workflow call." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but permissions/approval logic is unrelated to the reusable-workflow comment update." + "reason": "Different edits to the same workflow file: permissions/if-condition changes vs explanatory comments about safety." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes to workflow permissions vs secrets passing." + "reason": "Different fixes: permissions/approval gating vs replacing inherited secrets with an empty secrets map." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but one is documentation/commentary and the other changes secret inheritance." + "reason": "Not the same change: one adds safety comments, the other changes secret propagation behavior." } ] }, @@ -17254,7 +27529,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -17267,7 +27542,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "c055e2e457647c387f4c48895bda4b99c46671088203e2ce69c0e87a0638ce31", + "prepared_review_unit_hash": "5e1cc8de79a5021321f3c50cefc4171a6b3c84be54a4fb872ddef3f127dbbd08", "component_budget": { "node_count": 2, "item_count": 2, @@ -17288,7 +27563,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one in the MoonshineStreaming sliding-window right mask (`-dist <= right_window_size`), with PR 47162 extending the same fix to Gemma4 and adding tests.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46310 is the tighter canonical MoonshineStreaming fix: it targets the same issue, changes only the MoonshineStreaming implementation files, and matches the explicit linked issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest standalone PR because it applies the same concrete fix in MoonshineStreaming, adds a test, and is more complete overall, though it also includes an extra Gemma4 change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Accept: both PRs fix the same concrete off-by-one bug in the MoonshineStreaming right-window mask; the shared code path and identical operator change make them mergeable into one change set despite PR 47162 also covering Gemma4." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17315,12 +27605,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "93966da6ac1c634a332bbb8d633621fbc0a1c6382f19b5e24fbdff9c7dbe0429", + "prepared_review_unit_hash": "323fd0498572ed8747576cd1afe4222487e45d2ce3c19e5b9d9ccfa75b90d195", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -17328,7 +27618,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -17337,18 +27627,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one fixes CodeLlama decode behavior to stop stripping real leading spaces, while the other fixes DeepSeek-Coder/DeepSeek-LLM checkpoint routing to the correct tokenizer class in AutoTokenizer. They touch different code paths, model families, and bugs, so they are not duplicates.", - "confidence": 0.98, + "summary": "Two tokenizer-related PRs, but they fix different bugs in different code paths: CodeLlama decode stripping vs DeepSeek checkpoint tokenizer-class misloading. They are not duplicates and should stay separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46580 is the better representative of the cluster because it addresses the broader tokenizer-class selection problem with an explicit issue target; PR 46574 is a separate CodeLlama decode behavior fix.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46580 is the strongest standalone PR in this set: it has clearer scope, an explicit checkpoint-specific workaround, and better cluster-level representativeness than the narrower CodeLlama decoder patch.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: 46574 changes CodeLlama tokenizer decoder setup to preserve leading spaces on decode; 46580 changes AutoTokenizer checkpoint-prefix logic for DeepSeek models that load the wrong tokenizer class. Not mergeable as one PR." + "reason": "Different model families and failure modes. 46574 changes CodeLlama decode behavior by moving the decoder setup; 46580 changes AutoTokenizer mapping for specific DeepSeek checkpoints. They are not the same underlying bug and would not merge into one PR." } ] }, @@ -17365,7 +27655,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -17378,12 +27668,12 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "ed2335d2985d530d472671bfe29843ef5ec2098481cf6411fc44fbea27eb3114", + "prepared_review_unit_hash": "13c62061e080beb6ab7e2df88d1d20a006ebb05143d1280209138a87db055e5b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5821, + "serialized_chars": 5822, "estimated_input_tokens": 1456, "estimated_eval_tokens": 3168 }, @@ -17391,7 +27681,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5821, + "serialized_chars": 5822, "estimated_input_tokens": 1456, "estimated_eval_tokens": 3168 }, @@ -17399,7 +27689,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two PRs about masking logic, but they fix different bugs: one is a batch-size-1 padding-mask regression in linear-attention models, the other is a continued-forward/recurrent masking skip during chunked prefill/cache continuation. They share a model file and theme, but not the same underlying code-path problem.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is canonical for the cluster. PR 47087 is broader and more central to recurrent masking, but PR 46773 addresses a separate batch-size-1 bug in linear-attention models.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the best representative because it has an explicit issue target, centralizes the masking behavior in masking_utils, and covers the concrete continued-forward recurrent-mask bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both involve padding masks, but 46773 fixes a batch-size-1 check in linear-attention model forwards while 47087 fixes masking being skipped on continued/recurrent forwards. Different triggers, different code paths, not mergeable into one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17428,46 +27733,46 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "da507dd779d53a9dbe8080b7f5b5b5c04d999b647418dc8d30b84835f326c26b", + "prepared_review_unit_hash": "700c94944471dacfa14b02814640a4181c537fa9dde74a8954394340074b7a48", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6433, - "estimated_input_tokens": 1609, - "estimated_eval_tokens": 3474 + "serialized_chars": 6432, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6433, - "estimated_input_tokens": 1609, - "estimated_eval_tokens": 3474 + "serialized_chars": 6432, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only loosely similar at a high level (multimodal/pipeline/generation), but they fix different concrete bugs in different code paths, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "All three pull requests address different bugs in different subsystems: AnyToAnyPipeline input-key normalization, Gemma4 processor placeholder validation, and generation candidate length capping. They are not duplicates and should remain separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR for this cluster; the PRs fix unrelated code paths and do not represent the same change.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for a duplicate cluster: 47074, 47076, and 47195 address unrelated fixes (input key normalization, Gemma4 placeholder validation, and generation length capping).", + "best_pr_reason": "PR 47074 is the clearest standalone fix in the cluster: a small, concrete pipeline bug with an obvious one-line correction and focused test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different bugs and modules: 47074 renames the AnyToAnyPipeline key from 'video' to 'videos', while 47076 adds Gemma4 processor validation for audio/text placeholder batching. Not the same fix path." + "reason": "Different problems: one normalizes AnyToAnyPipeline multimodal input keys, the other validates Gemma4 audio/image placeholder batch sizing. They touch separate processors and code paths." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated functionality: 47074 is a multimodal pipeline input-key normalization change, whereas 47195 changes prompt lookup decoding length budgeting in generation/candidate selection. No shared concrete bug." + "reason": "Unrelated changes: AnyToAnyPipeline key normalization versus generation prompt-lookup length capping. No shared concrete bug or mergeable single fix." } ] }, @@ -17484,7 +27789,7 @@ "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -17529,32 +27834,194 @@ "pull_request:47280|pull_request:47282", "pull_request:47310|pull_request:47380" ], - "prepared_review_unit_hash": "ee14defde2f97879397e41d8678d90623160031377dcacebe2b45f8310c19d36", + "prepared_review_unit_hash": "caac843deac835d56621bbbf8bb14ade7363d4813d112b52d89302f1f2d24926", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28953, - "estimated_input_tokens": 7239, - "estimated_eval_tokens": 14734 + "serialized_chars": 28957, + "estimated_input_tokens": 7240, + "estimated_eval_tokens": 14736 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28953, - "estimated_input_tokens": 7239, - "estimated_eval_tokens": 14734 + "serialized_chars": 28957, + "estimated_input_tokens": 7240, + "estimated_eval_tokens": 14736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "analyst_result": { + "summary": "The cluster is heterogeneous, but it still contains a few real duplicate families: EdgeTam `original_sizes` kwarg filtering, MiniMax-M3-VL `load_error` handling around offload-folder setup, and Mamba2 `OOM` test-memory fixes. Several other PRs are unrelated model-specific changes. PR 47224 is mixed, but its EdgeTam portion still matches the same underlying bug; PR 47280 looks like the clearest MiniMax-M3-VL representative based on the visible offload-folder setup.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47280 is the strongest canonical representative for the MiniMax-M3-VL `load_error` family: the visible change adds temporary offload-folder setup for the auto device-map load path, and it is more focused than the mixed EdgeTam PR 47224.", + "best_issue_reason": null, + "best_pr_reason": "PR 47280 is the best overall standalone PR in this cluster because it directly targets one concrete loading failure with a narrow offload-folder setup change, making it a clean representative of its family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and code paths: EdgeTam `original_sizes` filtering vs GLM46V modular changes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and failure modes: EdgeTam kwarg handling vs MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and failure modes: EdgeTam kwarg filtering vs MiniMax-M3-VL offload-folder setup." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "Same EdgeTam bug: both remove unsupported `original_sizes` from the backbone call, though 47224 bundles that fix with unrelated edits." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and code paths: EdgeTam kwarg filtering vs Gemma3 cache behavior." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and symptoms: MiniMax-M3-VL loading error vs Falcon-Mamba output mismatch." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and code paths: MiniMax-M3-VL load_error vs DeepSeekV32 test setup." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error family: both add temporary offload-folder handling for the auto device-map load path." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model families: MiniMax-M3-VL loading fix vs GLM46V modular changes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and failures: Falcon-Mamba output mismatch vs DeepSeekV32 setup." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model families and changes: Falcon-Mamba expectation updates vs GLM46V modular refactor." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different bugs: Falcon-Mamba output mismatch vs Mamba2 OOM." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model paths: Falcon-Mamba output mismatch vs Gemma3 cache handling." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and root causes: Falcon-Mamba output mismatch vs Mamba2 OOM cleanup." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and code paths: DeepSeekV32 offload setup vs MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model families: DeepSeekV32 test setup vs GLM46V modular changes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model families and failures: DeepSeekV32 setup vs Mamba2 OOM." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model families and failures: MiniMax-M3-VL load_error vs GLM46V modular changes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and code paths: MiniMax-M3-VL load_error vs Gemma3 cache-selection logic." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model families: MiniMax-M3-VL load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes: GLM46V modular changes vs Mamba2 OOM." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same Mamba2 OOM/test-memory family: both patch the Mamba2 integration test to reduce memory pressure during generation." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and root causes: Mamba2 OOM vs Gemma3 cache logic." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different bugs: MiniMax-M3-VL load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and root causes: Gemma3 cache handling vs Mamba2 OOM." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but a few claims are too strong for the packet. In particular, PR 47280\u2019s preview only shows creating a temporary offload folder; it does not evidence the claimed \u2018cleanup\u2019 or full \u2018lifecycle fix\u2019. Also, the accepted EdgeTam pair 47122\u219447224 is a mixed PR with additional unrelated fixes, so saying it is cleanly the same bugfix family is a bit overstated. The cluster may still be heterogeneous, but the canonical/pr reasons should be phrased more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17577,40 +28044,40 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "f4c516d9964b2f6711aab5a8c542e79d5fd5f084cb2576bfbdf5debf76338e1c", + "prepared_review_unit_hash": "a9f0d9e2f237aa96bd4974656d6ba8f6b9f6e8cecdd9d862af1f8314b09c2b70", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs touch the same chat CLI URL handling area, but they appear to address different fixes: one normalizes a `/v1` base URL during initialization, while the other reroutes management calls to the service root for model loading. I would not treat them as duplicates.", - "confidence": 0.86, + "summary": "The two PRs are related chat-CLI URL fixes, but they are not the same change: #47140 normalizes the CLI base URL centrally for /v1-backed management calls, while #47303 only reroutes specific management requests to the service root. Similar subsystem, different fix scope and code path.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47303 is the stronger representative: it makes management requests resolve against the service root and has the clearer, broader URL-routing fix path. PR #47140 is a narrower `/v1`-specific normalization change.", + "canonical_pr_reason": "#47140 is the better canonical PR because it directly targets the /v1-base bug and applies the normalization at initialization, covering the broader management URL handling rather than a single request site.", "best_issue_reason": null, - "best_pr_reason": "PR #47303 is the best single PR in this cluster because it directly fixes management call routing at the request site, whereas #47140 only adjusts stored base URL handling for one edge case.", + "best_pr_reason": "#47140 is the best representative of the cluster because it is the more general and complete fix for the underlying chat CLI base-URL problem.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", "accept": false, - "reason": "Related subsystem, but not the same underlying change. #47140 normalizes `/v1` base URLs in the constructor; #47303 changes management requests to use the service root for `load_model`. They could both be valid, separate fixes rather than one duplicate PR." + "reason": "Both touch chat CLI management URLs, but they fix different scopes: #47140 rewrites stored base_url handling for /v1 bases, while #47303 only changes routing for load_model and related calls. They do not look mergeable as one PR for the same concrete bug." } ] }, @@ -17640,7 +28107,7 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "ee3955677feb16e7c8f02a734d9c8c82408fe331bcaef53460a10aaa03c1ea6e", + "prepared_review_unit_hash": "621f5628e709e828a64aa298785cd678c007eae2b7e812c9ae86c444e62ee9f7", "component_budget": { "node_count": 2, "item_count": 2, @@ -17662,18 +28129,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs address unrelated bugs in different code paths: training loss scaling with label smoothing vs. generation filtering with TopHLogitsWarper. They should not be deduplicated.", + "summary": "The two PRs are unrelated: #47261 fixes loss scaling in Trainer/LabelSmoother during gradient accumulation, while #47262 adds/validates min_tokens_to_keep for TopHLogitsWarper. The similarity is only superficial.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47261 is the cleaner canonical PR: it targets a specific training bug, has an explicit issue link, and the patch directly fixes loss scaling under gradient accumulation.", + "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different code paths (training loss scaling vs generation warper validation), so they should not be clustered as duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the best representative of the cluster because it is a concrete, well-scoped bug fix with clear problem/solution linkage; PR 47262 is a separate generation behavior change.", + "best_pr_reason": "#47261 is the more representative standalone fix because it targets a concrete training bug and is explicitly linked to an issue, but it is not the same change as #47262.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different subsystems and different defects: 47261 fixes label-smoothing loss inflation during gradient accumulation, while 47262 makes TopHLogitsWarper respect min_tokens_to_keep. They are not the same underlying change." + "reason": "Different subsystems and different underlying problems: Trainer/label smoothing gradient scaling vs TopHLogitsWarper parameter support/validation. Not plausibly mergeable into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 22c0319b90b39bfb2ceff56af2d97c0ddd41eaee..a9195237170c01dcb84252001a8299121f4e7b6d 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260717t180032z", + "analysis_id": "hybrid-model-20260718t000029z", "archived_artifacts": { - "hybrid": "snapshots/20260717T180032Z/analysis-runs/hybrid-model-20260717t180032z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260717T180032Z/analysis-runs/hybrid-model-20260717t180032z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260718T000029Z/analysis-runs/hybrid-model-20260718t000029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260718T000029Z/analysis-runs/hybrid-model-20260718t000029z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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+ "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + 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"issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638" + ], + "prepared_review_unit_hash": "cd269849d8cc971fad221d82004b6a5645da8df96a8d4821c53a1e8b93332050", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 56, + "serialized_chars": 44514, + "estimated_input_tokens": 11129, + "estimated_eval_tokens": 22514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with a couple of clear duplicate pairs. The strongest same-bug pair is 43596/43638 (ZeRO-3 BERT index-0-out-of-bounds), and 45800/46515 is another clear compatibility duplicate. Most other soft links look like false positives across different models, subsystems, or unrelated failures.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43596 is the clearest canonical issue because it anchors the strongest concrete duplicate pair in the set: the same ZeRO-3 BERT index-0-out-of-bounds failure as 43638.", + "canonical_pr_reason": null, + "best_issue_reason": "43596 is the best representative issue because it sits in the most specific same-bug duplicate pair; 45800/46515 is also a valid duplicate pair, but the cluster is otherwise mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/subsystem problems: AMD GPU model failure vs MPS op limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms; no shared underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model-specific failure vs broken official example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific bugs with no clear shared code path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export errors." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export problems: ONNX export vs FP8 compatibility." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and auto device-map CUDA assert are different failures." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Runtime task crash vs outdated docs; not the same bug." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export failure and GenerationMixin import error are unrelated code paths." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they remove different references." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume failures with different triggers and symptoms." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume/trust-remote-code issue is unrelated to multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/index shape mismatch is not the same as Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different bug families: ZeRO-3 BERT init vs tensor mask shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 index error is unrelated to training resume with remote code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Index/shape errors, but with different models and setups." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch and video token/feature mismatch are different failures." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Training resume issue is unrelated to example breakage." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Indexed-tensor mask mismatch is unrelated to GPT-OSS TP failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration error is unrelated to model-training resume." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed-related failures with different model/code paths." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-exact duplicate: both report the same ZeRO-3 BERT index-0-out-of-bounds failure." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/reload mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime error is unrelated to LoRA save/reload inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Activation-checkpointing mismatch is different from iterable-dataset multi-GPU crashes." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config errors." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors: weight dimensionality vs collective mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch and YOLO device-map failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different tensor shape/runtime problems in different training contexts." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram-op limitation is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP/checkpointing mismatch is unrelated to CustomTrainer signature breakage." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module family, but different device/materialization failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT init error is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model and failure mode; no shared code-path evidence." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific dtype/device issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures with no common code path." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Inputs-embeds reverse lookup issue is unrelated to video token mismatches." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error is unrelated to Mistral tokenizer regex crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Clear duplicate compatibility report: both describe torch 2.4.1 incompatibility with nearly identical wording." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device-map mismatch and reverse embedding lookup are different problems." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen3 NVFP4 runtime error are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral tracing error is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both mention dtype/precision, but they affect different models and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different device/backend issues with no shared underlying bug." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram-op failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model/runtime failures with no common code path." + }, + { + "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 different model-specific reports." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output is mostly conservative, but it overstates the evidence by calling issue 45800/46515 the \"strongest\" near-exact duplicate set. In the packet, 43596/43638 looks at least as strong and has higher similarity, so the ranking is not grounded. The summary should say there are a couple of clear duplicate pairs, not single out 45800 as the strongest without qualification." + }, + "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": 2, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43541", + "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:47228" + ], + "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:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:43792|issue:45070" + ], + "prepared_review_unit_hash": "318cafe766715e9cc2d687a4b3a92fa25255dd44d4751a743d51353bebf82f6b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37817, + "estimated_input_tokens": 9455, + "estimated_eval_tokens": 19166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue set; the only clear duplicates are the tokenizer-ID regression pair, and possibly the ZeRO-3 index-out-of-bounds pair. Most other soft matches are just broad subsystem similarity, not the same bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45920 is the broadest, clearest statement of the shared tokenizer-ID regression and covers multiple affected model families, so it is the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most actionable and general duplicate target in the cluster: explicit v5 regression, multiple impacted models, and a concrete symptom that subsumes the narrower Granite-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they describe different stale references (pipeline() vs run command), not the same underlying bug/change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failures and code paths: autocast dtype mismatch vs an MPS int-kernel limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Same broad model/runtime area, but unrelated bugs: Liger Kernel cross-entropy invocation vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Completely different problems: distributed collective mismatch vs a CustomTrainer API signature break." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpoint/FSDP recompute mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model loading/runtime failure is unrelated to outdated RAG examples." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete bugs: Liger Kernel cross-entropy call vs a mask/tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they concern different breakages and different failure modes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 is not the same as missing Sam3 text encoder weights." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and symptoms: missing sliding_window_pattern in vLLM vs cudaErrorAssert during auto device mapping." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same Zero-3 init/load index-0-on-empty-tensor failure during model loading, just on different model families." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both touch docs, but they are about different outdated references and not the same issue." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPU/model loading failure and table QA task crashes are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy and Qwen3-vl video StopIteration are unrelated bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device-mismatch during forward are different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-map forward mismatch and video chat-template feature/token mismatch are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption is not the same as ModelOpt/NVFP4 compatibility." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code breakage and USE_DISTRIBUTED=0 support are different regressions." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "Both involve multi-GPU/distributed usage, but one is an IterableDataset length crash and the other is a 3d_parallel.py run failure." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression producing wrong token IDs across multiple model families." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to RAG docs." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading failures; not the same underlying bug." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the model/config failures are not specific enough to treat as the same bug." + }, + { + "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 init issue with a different root cause." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash load failure is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and the PretrainedConfig/pydantic regression are different compatibility issues." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compiler/regression reports, but they concern different models, ops, and failure modes." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA task crash do not share the same underlying bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3 loading crash and torch/transformers version incompatibility are distinct problems." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper can't-run failure is unrelated to the pydantic PretrainedConfig regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The tokenizer-ID regression pair is clearly the strongest duplicate match, and the ZeRO-3 index-0 pair is presented cautiously as only a possible duplicate. The other soft-edge rejections are mostly reasonable distinctions between different bugs or docs changes." + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "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:45362|issue:45464", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43828|issue:45464", + "issue:43296|issue:43366", + "issue:43716|issue:47228", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:44387|issue:45005", + "issue:46869|issue:47228", + "issue:45020|issue:45800", + "issue:45507|issue:47228", + "issue:43716|issue:46294", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399" + ], + "prepared_review_unit_hash": "8c7f960f0bb380a5e830c13b33b75902084a0f335f3ea2c9e2d12dcb0f87e16a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38431, + "estimated_input_tokens": 9608, + "estimated_eval_tokens": 19472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by unrelated Transformers regression reports across different models, loaders, and runtime paths. I don\u2019t see any soft pair that is strong enough to merge as the same underlying bug; most are only superficially similar by error type or subsystem.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style regression report in the set, but the cluster does not contain a single clear duplicate core; most other items are narrower, model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best representative issue because it captures a wider recent-version regression theme and is more general than the highly specific model/runtime breakages elsewhere in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat flows, but one is a chat-template/model crash and the other is a streaming API failure; different code paths." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure modes: torch dynamo grouped_mm tracing vs multi-GPU device-map handling." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Both are runtime crashes, but one is Qwen NVFP4-specific and the other is table-question-answering; no shared concrete bug." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 missing attribute and Gemma4 device mismatch are distinct regressions with different root causes." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference on Qwen3.5 is unrelated to an MPS histogram kernel int-type error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma/vLLM attribute error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram failure are different code paths and bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different models and symptoms: float32 grouped_mm tracing vs autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compilation error are not the same bug." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoE invalid-method bug and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the reported tensor shapes and loading scenarios differ enough that this is not clearly the same defect." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class lookup are separate issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 config regressions, but one is missing pad_token_idx and the other is a PretrainedConfig pydantic-field issue." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "A general torch/transformers incompatibility is not the same as a Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes _is_hf_initialized incompatibility and Sam3 bf16 compilation regression are different problems." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related, but one is a mask-length mismatch and the other is an embedding unpacking failure in SFT training." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Qwen3.5 streaming inference failing." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated requests/issues." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch and a bf16 compilation regression are different failures." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights unexpected-argument breakage and pydantic PretrainedConfig field exposure are different regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a config-field pydantic break are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM and tied weights on translation models are unrelated." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compile regression do not share a concrete root cause." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers version incompatibility are broad but distinct reports." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoE invalid-method calls are not the same as a bf16 compilation regression." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but one is image-preprocessor dtype mismatch and the other is video token/feature count mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both mention zero-3-related IndexErrors, but the shapes, models, and failure stages are different." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both concern Qwen video inputs, but one is a broad v5.3 regression while the other is a specific chat-template feature/token mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Different SigLIP variants and different symptoms: degraded embeddings vs nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "A broken official example is not the same as a multi-GPU device-map bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen 3.5/3.6 multimodal configs, but one is from_config text_config unwrapping and the other is uninitialized-memory materialization." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero-3 BertModel index errors and remote-code resume/training issues are unrelated." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 fallback behavior and remote-code config_class errors are separate code paths." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image dtype mismatch and SFT embedding unpacking are different multimodal/training failures." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and embedding unpacking failure do not indicate the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback checks 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": 4, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43644", + "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:40990|issue:44960", + "issue:42915|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:35308|issue:36331", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:44530|issue:45005", + "issue:43975|issue:44292", + "issue:45183|issue:46463", + "issue:44863|issue:45005", + "issue:35308|issue:42915", + "issue:39692|issue:43054", + "issue:46489|issue:46491", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:46032|issue:47246", + "issue:33666|issue:35308", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:47332|issue:47333", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493" + ], + "prepared_review_unit_hash": "827e5e326aa2b44b8e955572258c4a3d9b8349a18bc3859ce32bb70a4c03729d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37117, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but a few pairs are clear duplicates around the same underlying regression: non-persistent buffer initialization/loading, cache length return-type bugs, Gemma4 quantized embedder dtype casting, offloading save failure, and decoder/input validation messaging.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43950 is the strongest canonical issue candidate because it states the broad non-persistent-buffer regression cleanly, and it appears to subsume nearby reports like #43644, #44534, and possibly #45902.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative of the cluster\u2019s most coherent duplicate family: a v5 regression where non-persistent buffers are left corrupted/uninitialized during loading/materialization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure narratives; both are high-perplexity reports, but not the same bug path." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "One is a FineGrainedFP8Config failure on Qwen3Moe; the other is a flash-attn fallback gating issue. Same quantization/attention area, but not the same concrete bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote-code/custom-module loading, but one is a leaf-directory cache collision and the other is wrong module selection after save/load. Related area, different bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is a broader translation-model v5 issue. Not the same concrete defect." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior versus tied-weight issues are different failure modes and code paths." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Completely unrelated: DSA indexer math bug versus docs mentioning a removed command." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU IterableDataset crash and CustomTrainer.compute_loss signature mismatch are distinct training issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache-strategy docs is unrelated to the removed run-command documentation issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/trainer failures with no shared code-path evidence." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure on Qwen3.5 is unrelated to tied-weight handling." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Two tokenizer/runtime errors, but on different models and different tokenizer behavior; not enough to treat as one bug." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are validation/error-message bugs around decoder/input-id vs input-embed checks; the latter looks like a model-specific manifestation of the same shared validation logic." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights translation-model issues." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Both are training/model issues, but they concern different subsystems and failure mechanisms." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example mistakes and a model quality regression are not the same underlying bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different concrete symptoms." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are being filled/corrupted with junk after loading/materialization." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failure modes: trainer API mismatch versus ZeRO-3 model loading index error." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Clear duplicate family: both report non-persistent buffers being corrupted/junk-filled in Transformers v5." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both concern Mamba2-style recurrence, but they describe different classes of bug in different implementations/paths." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both mention multi-GPU training, but the model-specific Qwen2-VL issue is not the same bug as the IterableDataset length crash." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage compatibility errors with different failing types." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 4-bit quantized vision/audio embedder dtype-casting problem; #46932 is explicitly the fix/duplicate form of the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not show the same code path." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "A SigLIP2 embedding-quality report and a version-dependent tokenization report are distinct issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 outputs, but one is zero probabilities and the other is worse embeddings; no clear same defect." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Very likely the same offloading save bug: both say disk-offloaded Qwen3 VL/30B models cannot be saved, with nearly identical symptom framing." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN explosion due to 3D position_ids are different problems." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same core bug: cache.get_seq_length() returns a tensor instead of a plain int, breaking downstream arithmetic and static-cache logic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both point to the same non-persistent-buffer/materialization regression: buffer state becomes uninitialized or corrupted after loading/materializing a model." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is a performance/embedding degradation report and the other is an implementation-vs-JAX discrepancy; not clearly the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted duplicate pairs are well-supported by the issue titles and symptoms (non-persistent buffers, cache length return type, Gemma4 quantized embedders, offloading save failures, and decoder/input validation messaging), and the rejected soft pairs mostly avoid overclaiming similarity. No obvious mergeability or evidence-overstatement problems stood out." + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43404", + "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", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:42947|issue:43856", + "issue:43824|issue:43872", + "issue:45081|issue:45399", + "issue:41553|issue:43883", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:43782|issue:44960", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45715|issue:46315", + "issue:45020|issue:46661", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43881|issue:43883", + "issue:46894|issue:46897" + ], + "prepared_review_unit_hash": "614fec1fb52c30ed72696b53b15157066d5e27e56a7a2f4efb0198670cee2fde", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37493, + "estimated_input_tokens": 9374, + "estimated_eval_tokens": 19004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not a true duplicate set. Only two soft-duplicate families stand out: v5 docs still referencing removed pipeline tasks, and the training-loss double-shift regression across similar model reports.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed cluster; issue 46894 is the strongest anchor because it has the clearest duplicate counterpart (46897) and the strongest duplicate-like signal.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46894 is the most suitable representative issue: it is concrete, actionable, and the best-supported member of an actual duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are model-specific runtime failures, but they describe different code paths and symptoms." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP keyerror and Qwen3_5Moe uninitialized memory are unrelated bugs." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness and int4 memory OOM are different regressions." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same bug as failure to load a specific model." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and early-stopping metric lookup are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization corruption and AMD GPU runtime failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise and model load failure are not the same underlying issue." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FP8 failure are distinct problems." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote code broadly, but they are different concrete failures." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for one model and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing behavior and Qwen3 MoE memory usage are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a VL class and bitsandbytes Int8Params incompatibility are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blockage are different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Voxtral tokenizer error message and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS int histogram issue and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage is too broad; this is not the same as Gemma4 device placement." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading and GLM5 loading are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping model registration bug is not the same as generic remote-code breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different concrete issues." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad Voxtral error messaging and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code regressions and Kimi-K2.5 tokenizer codec handling are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across versions and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite config unwrapping and remote-code config_class attribute errors are different failures." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "convert_ids_to_tokens and convert_tokens_to_ids slowdowns are separate performance bugs." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Remote-code breakage is too broad; this is a distinct AutoModel config_class error." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "DeepSeek tokenizer pre-tokenizer override and DeepSeek-Coder tokenization regression are different root causes." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights and non-persistent buffer corruption are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report v5 docs still referencing removed pipeline tasks; same documentation cleanup." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are different bugs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Both describe the same training-loss double-shift regression pattern across model reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: this is mostly a heterogeneous cluster, with only two clearly supported soft-duplicate families. The accepted pairs are conservative and well supported by the issue titles/descriptions: 43827/44509 are the same docs cleanup around removed pipeline tasks, and 46894/46897 are the same training-loss double-shift bug pattern. The other soft-edge verdicts also read as appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 6, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43645", + "issue:43646", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "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" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588", + "issue:43366|issue:43828", + "issue:43716|issue:46468", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:41553|issue:44991", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:41553|issue:44488", + "issue:43645|issue:43646" + ], + "prepared_review_unit_hash": "1e7dbe05cfedec824613fcb576382960a0ffe41a61651d20c9e888fd6c05e00d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36764, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity group of unrelated Transformers issues. Only two pairs look like true duplicates: the custom model initialization regression pair and the identical mask-shape IndexError pair.", + "confidence": 0.89, + "canonical_issue_reason": "Best canonical issue is 43646: it states the underlying custom model initialization regression in the broadest form, while 43645 is the notebook-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best single representative of the cluster because it names the core custom model initialization breakage without narrowing to Jupyter specifics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve Whisper/audio, but the titles point to different failure surfaces: a model-level run failure vs a specific fbank feature extraction issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed/Qwen, but one is about weight conversion during loading and the other is about gradient averaging with GAS." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different bugs: a Trainer compute_loss signature mismatch vs an IndexError from mask/tensor shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different code paths: LoRA gradient checkpointing behavior vs a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Same broad subsystem, but different model families and failure points; not clearly the same concrete weight-loading bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for unrelated architectures." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different problems: DeepSpeed training weight shape error vs image processor handling of void segmentation maps." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but one is a broad v5.3.0 regression across several models and the other is a specific StopIteration in a different model variant." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same underlying IndexError: mask length and indexed tensor length differ; these are clearly duplicate reports of the same bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: RLHF/position_ids SDPA fallback and BF16 collapse vs a flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated model-support issues: GGUF architecture support vs an autocast dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different bugs in different models: image preprocessor dtype mismatch vs a broken official Nemotron example load path." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and symptoms: Qwen3.5 linear_attention cache crash vs NemotronH checkpoint loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading regressions for unrelated architectures." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3.5/GGUF-style support concerns, but one is about gpt-oss GGUF support and the other is a sliding_window issue." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different problems: a ZeRO-3 BertModel index error vs a generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they affect different models and the titles suggest different root causes." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3.5/VL internals, but one is a rope-index scaling bug and the other is uninitialized-memory on meta-to-empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated issues: GGUF architecture support vs a missing Float8 storage type." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: ZeRO-3/BertModel indexing failure vs torch version incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4 training/loading, but one is a per-layer shared_kv_states bug in FSDP2 forward and the other is a device mismatch under device_map=auto." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different Qwen3/MoE loading failures: one is FP8 config behavior, the other is meta-device loading breaking some models." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different failures: image-preprocessor dtype mismatch vs a video StopIteration in a Qwen3-VL embedding path." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are inference-generation issues, but the AudioFlamingo3 embedding leak and Whisper empty-transcription failure are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "An import error for a missing Qwen2.5-VL class is not the same as the broader meta-device loading regression." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Completely different topics: a 3d_parallel.py runtime problem vs GGUF gpt-oss support." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs an OCR long-input index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: Qwen3-VL video StopIteration vs an MPS histogram operator limitation." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading/tokenizer behavior, but one is a bad error message and the other is a specific model-loading failure." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom model initialization regression; 43645 is just the Jupyter-notebook-specific manifestation of the broader 43646 report." + } + ] + }, + "evaluator_result": null, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "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:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515", + "issue:46846", + "issue:46858", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:36010|issue:42915", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45823|issue:46515", + "issue:45812|issue:46489", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:41720|issue:42915", + "issue:38175|issue:39692", + "issue:42915|issue:44756", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:44488|issue:44991" + ], + "prepared_review_unit_hash": "5c90da2e068f6e520a6a06e06c706e2bc416de35535459590faa86a39b67c987", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36928, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose collection of model/regression reports, with one clearly supported duplicate subcluster around the Transformers v5 non-persistent-buffer regression. The Gemma4 4-bit pair is also well supported as the same underlying bug, while the SigLIP2 pair is only superficially similar and should not be merged.", + "confidence": 0.8, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it is the broader, earlier report of the exact non-persistent-buffer regression later repeated verbatim in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest overall issue candidate: it captures the clearest exact duplicate pair in the set and uses the broadest description of the underlying regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3-family errors, but the concrete failures differ: video StopIteration vs TRL SFT embedding unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch compatibility, but they describe different versions and different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to a Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache internals, but one is a flash-attention packed-sequence crash and the other is a static-cache slice arithmetic bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both are PEFT/gradient-checkpointing related, but the concrete bugs differ and do not look mergeable as one fix." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A Gemma4 device-mapping mismatch is unrelated to a general torch version incompatibility report." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and the evidence does not establish the same root cause." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "A tokenizer-mapping utility bug does not match a Gemma4 device mismatch during forward." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are runtime errors, but the model/task and failure mechanism differ completely." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 model family and a similar bad-output symptom, but the packet only supports loose similarity, not a clearly established same-bug duplicate." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading regressions, but they involve different models and no shared concrete code path is shown." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error for BertModel is unrelated to add-new-model-like failing inside tokenizer mapping names." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failure modes: ZeRO-3 initialization index error vs a tokenizer-mapping utility failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "A tokenizer-mapping utility bug does not match a generic mask/tensor shape IndexError." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/training infrastructure, but one is Qwen3 MoE LoRA compatibility and the other is BitNet packed-weight loading." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "These describe the same Gemma4 multimodal 4-bit dtype/quantization problem affecting audio/vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 initialization-flag breakage is unrelated to Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; different bugs." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is runtime zero probabilities and the other is docs-example mismatch/quantization failure; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to disabling mmap to avoid OOM." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same underlying regression: both report Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility has nothing in common with Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different symptoms; both are generation bugs but not the same code-path problem." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT-like checkpoints, but the reports do not establish the same root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint-loading failure and Qwen3.5 TP-plan OOM/shape error are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 bugs: ZeRO-3 language_model weight loading vs save_pretrained visual-encoder key regression." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls and the official Nemotron example breakage are different issues." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype being ignored while loading composite checkpoints; the other is model.config.dtype not being updated after from_config(dtype=...)." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load regressions, but the affected models and likely causes differ; no clear shared bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one soft-edge accept is too strong for this evidence set. In particular, issue:38175 vs issue:43994 are both SigLIP2-related and both describe bad outputs, but the packet only supports loose similarity, not a clearly established same-bug duplicate. The exact non-persistent-buffer duplicate (issue:43644/issue:44534) and the Gemma4 4-bit pair look well supported, but the cluster conclusion should stay more conservative overall." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 8, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "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:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "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:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44164|issue:44291", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:44402|issue:44488", + "issue:46897|issue:46901", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:44079|issue:46829", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663" + ], + "prepared_review_unit_hash": "651f165efd9d3c5a710143d8ba6acd5aec343452ebde332322ccffc83bdeb004", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37200, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. I only found a few plausible duplicate subpairs: resize_token_embeddings propagation bugs, lm_head weight-tying bugs, and training-loss double-shift bugs. The rest are same-subsystem but different failures and should stay separate.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45276 is the clearest representative of a real duplicate pattern here: resize_token_embeddings not propagating to model-specific embedding/output modules, with issue:45335 describing the same class of regression in another model.", + "canonical_pr_reason": null, + "best_issue_reason": "Best global issue candidate among the accepted pairs because it is the most general and concrete statement of the resize_token_embeddings regression, while still pointing to a specific broken code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.0 regressions, but one is about non-persistent buffers and the other about notebook custom-model initialization; different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example/model-processor mismatch and the other is bad inference output for a model; not the same failure mode." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different load paths; one is Qwen3 MoE weight conversion with accelerate/deepspeed, the other is a GLM-4.7-Flash unit-test load failure." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are quantization/memory-related, but one is Qwen3 MoE training memory usage and the other is offloading behavior under quantization; too broad." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different underlying bugs: Qwen3 MoE LoRA compatibility across versions versus resize_token_embeddings not updating a Gemma/T5Gemma submodule." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading problems, but they concern different models and different root causes (unit test load issue vs shape mismatch)." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "No concrete overlap beyond general model API behavior; these are unrelated bugs." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resume max_steps math and optimizer SGD args being ignored are separate training bugs." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory/quantization, but one is training memory usage and the other is reserved-memory growth causing OOM; not the same code-path issue." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are different load/save compatibility problems." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization/save-load failures for different model families; not a duplicate." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one overwrites ByteLevel with Metaspace for DeepSeek-family models and the other returns wrong IDs for Granite models; different bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report resize_token_embeddings not propagating to model-specific embedding/output modules; same underlying bug pattern across different model classes." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different serving/chat crashes with unrelated stack traces and root causes." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device loading failures are separate platform regressions." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init argument during empty-weight init and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading/tokenizer-related, but the titles point to different model-specific failures; insufficient evidence they are the same bug." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug: the model is training against shifted labels instead of the intended targets." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 track leakage are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "One is an FSDP2 attention state KeyError; the other is config unwrapping for multimodal Qwen models. Same broad area, different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different models and failures: docs example errors versus GLM5 loading." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Qwen3.5 illegal-memory-access bug from position_ids handling and the other is an AttributeError on s_aux=None." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both are the same class of bug: lm_head weights are not tied in multimodal generation models, causing bad or garbage outputs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization and memory, but one is offloading behavior and the other is increased CUDA reserved memory under int4; not the same defect." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and a T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "FSDP2 shared_kv_state rebuilding and CPU-offload incompatibility in rotary embeddings are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different model-loading/quantization problems for different models; no clear duplicate relationship." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment bug and VideoPrism hidden_states packaging bug are separate output-structure issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batching leakage and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and mmap OOM mitigation are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 attention state issues are unrelated." + } + ] + }, + "evaluator_result": null, + "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": 9, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "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:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:36010|issue:39404", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43957|issue:47332", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:45684|issue:45698", + "issue:45292|issue:45335", + "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43425|issue:43828", + "issue:46894|issue:46901", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:46869", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43425|issue:43716", + "issue:43611|issue:43645", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:39404|issue:46665" + ], + "prepared_review_unit_hash": "3929a40bab85195400038a2f50699b6cbf9426328daa077796544d72611e61bb", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36923, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate family is around `resize_token_embeddings` not updating custom embedding/output modules, spanning the Gemma4 and T5Gemma reports. Most other pairs are distinct bugs in different subsystems or model families.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the shared, generic symptom (`resize_token_embeddings` not affecting `output_embeddings`) that also appears in the more specific Gemma4 and T5Gemma reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest representative of the duplicate mini-cluster: it is broad enough to cover the related model-specific variants while still describing the concrete failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Different problems: import path breakage vs Whisper pipeline `return_language` regression." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both mention Nemotron, but one is a checkpoint-loading failure and the other is a broken example script." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated regressions: video input handling vs strict config loading for `granite_speech`." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different root causes and code paths: int4 quantization OOM vs mmap on Strix Halo." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` bug family; 45276 is a Gemma4-specific manifestation of the generic output-embedding propagation failure." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue is unrelated to the Qwen3.5 NaN/SDPA fallback regression." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained `extra_state` handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Different loading/offloading failures with no clear shared concrete code path." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both tokenizer-related, but one is BPE marker handling and the other is `continue_final_message` behavior in `mistral_common` tokenizers." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` is a different bug from Gemma4 FSDP2 shared-key/value state rebuilding." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Separate issues: GLM-4.7-Flash loading tests vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in notebooks is not the same as failing to handle `extra_state` in save/load." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Both are version-related regressions, but they affect different subsystems and likely different fixes." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is file-permission propagation and the other is wrong module resolution after saving." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug; 45335 is a T5Gemma-specific variant affecting `decoder.embed_tokens`." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap memory usage." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab special-token mismatch is not the same as the ScandiBERT model-loading failure." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to Trainer checkpoint-resume `max_steps` calculation." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch compatibility/OOM issue is unrelated to the autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "These look like similar double-shift bugs, but they are in different models and there is no evidence they are the same code path." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Token-ID conversion slowdown is a performance regression; CodeLlama leading-space loss is a correctness regression." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a different tokenizer bug from slow `convert_tokens_to_ids`." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to YOLO multi-GPU `device_map=\"auto\"` failure." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` crash is a different concrete failure from non-template-node compilation." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled `flex_attention` on torch >= 2.9 is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and tokenizer-version drift are different issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility regression is unrelated to Mistral-3 dtype mismatch between preprocessor and model." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern Transformers 5.0 custom-model breakage, but one is `base_model_prefix` loading and the other is notebook-defined model initialization." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape mismatch are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to non-template-node compilation." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and `from_pretrained` inside Python classes are unrelated." + } + ] + }, + "evaluator_result": null, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43716", + "issue:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46326", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:40990|issue:47331", + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:44991|issue:45081", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44756|issue:47333", + "issue:44164|issue:46821", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:45479|issue:46894", + "issue:36032|issue:42915", + "issue:43632|issue:47050", + "issue:43299|issue:43931", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:45479|issue:46897", + "issue:43716|issue:45084", + "issue:42796|issue:43404", + "issue:44462|issue:46489" + ], + "prepared_review_unit_hash": "08264b15d30197ee5cccb3859d62f128981acf9249afb9ec20725578055b347c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers regression reports. The soft pairs share broad subsystems (tokenizer loading, model loading, quantization, docs, etc.) but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s recurring v5 load-path regression theme, but it only weakly anchors the set because the rest are mostly separate bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most general, reusable issue if one artifact must stand in for the cluster; it describes a clear model-loading breakage and is broader than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "Different failure domains: perplexity evaluation on gpt-oss vs Metal quantized batched generate corruption. No shared code path or fix." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Both involve save/load APIs, but one is extra_state serialization and the other is unwrapping composite text_config for from_config. Distinct bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "One is model/pipeline output quality for siglip2, the other is ModelOutput key assignment with None values. Too different to be the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both are loading-related, but T5Tokenizer add_special_tokens conflict and gguf_file handling in from_pretrained are unrelated code paths." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Documentation mismatch vs removed pipeline-task docs. Same docs area, but not the same underlying change or bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different features and failures: torch.export with torch_compilable_check vs Perceiver non-default resolution interpolation. No shared fix." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading problems, but for different models and different mechanisms (tokenizer load failure vs Mistral regex patch crash)." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption via sinq is unrelated to continue_final_message behavior on mistral_common tokenizers." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of an earlier issue is not the same as the tokenizer continue_final_message bug; different symptoms and layers." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and EMBEDDIA tokenizer loading failure are separate model-specific issues." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of a previous issue vs PagedAttentionCache linear_attention crash. No concrete overlap." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and gpt-oss MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both mention multimodal models, but one is device mismatch with auto device_map and the other is unsafe dtype cast in 4-bit quantized embedders." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Disabling mmap to avoid OOM is unrelated to saving a disk-offloaded model. Different lifecycle and code path." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling and TimesFM window_size AttributeError do not share the same bug mechanism." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3 init index error and compiled flex_attention failure are distinct runtime problems." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory efficiency in Qwen3 MoE is not the same as disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but on different models and likely different root causes; not mergeable as one fix." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different affected models and different failure points: generic load failure vs tokenizer regex patch crash." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification bug is unrelated to the training-loss double-shift pattern in CohereASR." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated loading/configuration bugs." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag breakage and ONNX fp16 attention dtype mismatch are separate issues with different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL load errors, but one is a generic v5 breakage for Qwen3VL MoE models and the other is a specific weight-shape mismatch. Not the same concrete bug." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "PEFT adapter local checkpoint loading and MetalConfig batched quantized generate corruption are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization. Different failures, different fixes." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Same broad training-loss area, but this is a single-label zero-loss bug vs Florence2 double-shift. Not the same code path." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch in Mistral-3 and template compilation error are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying in Mistral3ForConditionalGeneration are different bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json in AutoTokenizer and DeepSeek-Coder tokenizer output regression are related only at a high level; root causes differ." + } + ] + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43873", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46661", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:44661|issue:44683", + "issue:46285|issue:46402", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:43873|issue:47331", + "issue:42915|issue:44530", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:39404|issue:44671", + "issue:43644|issue:43646", + "issue:44737|issue:45859", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:44987|issue:44991", + "issue:43582|issue:43632", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:43582|issue:47331", + "issue:44811|issue:45584", + "issue:43746|issue:46326", + "issue:43262|issue:47331", + "issue:44403|issue:45081", + "issue:43317|issue:43482", + "issue:43208|issue:47013", + "issue:43645|issue:46661" + ], + "prepared_review_unit_hash": "b132e41a86fcfdf5f60222161112d0db1ce575f6a450990fbef04e40599206b3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35907, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers regressions that share a loose \u201cv5/loading/model backend\u201d theme. I only see one likely true duplicate pair in the GGUF loading area; the rest look like distinct bugs in different models, backends, or code paths.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43452 is the best representative because it describes the broader GGUF/from_pretrained loading regression, which is the clearest shared code path in the only plausible duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43452 is the strongest global issue candidate: broad, concrete, and likely to subsume the more model-specific GGUF loading report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: tokenizer mapping logic vs compiled flex_attention on torch 2.9." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model classes and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both mention runtime/compile problems, but the concrete failures and code paths are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they involve different models and likely different tokenizer/model registry bugs." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Quantization/offload theme only; one is offloading behavior, the other is a Metal batched-generate corruption bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen variants and different failures: FP8 config vs paged attention cache/group type error." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig remote-code field loss is a separate bug from Qwen3.5 paged attention cache crashes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity anomaly vs runtime special-token post-processor update; no shared code-path evidence." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer class-name conflict vs custom model initialization in notebooks are distinct regressions." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different domains and failures: multimodal finetuning dataset handling vs mistral_common chat-template behavior." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting bug is unrelated to Qwen2.5-VL iterable dataset multi-image failures." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT MLM prediction issues are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both touch device placement, but they affect different models and different forward-pass logic." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend registration/install behavior, but the concrete backend problems differ." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the titles point to different failures and no shared bug is explicit." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Same broad tokenizer-loading theme, but different models and no evidence of the exact same regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different objects and failures: template-node compilation vs GraniteMoEHybrid method dispatch." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF/from_pretrained loading regressions; one is the broad API breakage and the other a model-specific manifestation, so they plausibly share the same fix." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "GGUF loading failure is unrelated to a generic kernels 0.16 incompatibility report." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "Apple Silicon allocator warmup and Metal quantized batched generation corruption are different code paths." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper token handling, but one is decode skipping and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter local checkpoint loading and mistral_common continue_final_message are unrelated issues." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and Metal quantization batch corruption are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral regex patch crash are different problems." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantized-model loading is not the same bug as GGUF model loading failure." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM, but one is a set of three training bugs and the other is a specific train-mode state unpacking crash." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Custom model initialization in notebooks is separate from remote-code AutoModel config_class failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft pair, issue:43452 vs issue:43482, is plausibly the same GGUF/from_pretrained loading regression and could be fixed by one PR. The rejections are also suitably cautious and do not overclaim duplicate status from vague thematic overlap." + }, + "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": 12, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45923", + "issue:45987", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:43262|issue:43377", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:43377|issue:43819", + "issue:44062|issue:44987", + "issue:43404|issue:44466", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44849|issue:45325", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44265|issue:44610", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:44479|issue:45325", + "issue:44008|issue:46899", + "issue:43322|issue:43540", + "issue:43425|issue:44403", + "issue:43632|issue:46821", + "issue:43089|issue:45987", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43883|issue:44488" + ], + "prepared_review_unit_hash": "d3985a02d708fce8c46b47990ea315938897e01085a2ee4340ef9378b4de3438", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35907, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous; most pairs are only superficially similar by subsystem or keyword and do not look like the same underlying bug. I found no duplicate pair with enough evidence to merge confidently.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Both are model-loading/runtime failures, but they involve unrelated models and failure modes (Whisper cannot run vs YOLO multi-GPU device-map issues)." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different bugs: Qwen3Moe FP8 config failure vs a Jinja/template compilation TypeError. Same broad v5-era context only." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization behavior; not the same code-path bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated loader failures: physical-intelligence/fast import breakage vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both touch audio processing, but one is chat-template sampling-rate defaulting and the other is MIMI batching/padding-mask mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different issues: Qwen3Moe FP8 config failure vs init_empty_weights/_is_hf_initialized argument incompatibility." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Completely different trainer features: early-stopping metric selection vs num_input_tokens_seen not updating." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different tokenizer/model load failures with different symptoms and likely different root causes." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model issues, but one is batching/padding-mask support and the other is DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizers AddedToken special-arg conflict is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Close thematically, but one is an untied lm_head in Mistral3ForConditionalGeneration while the other is inconsistent serialization depending on device; not clearly the same bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model/tokenizer load failures; only share a tokenization-related theme." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: SigLIP2 output quality/pipeline behavior vs OmDet-Turbo image-size preprocessing mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen multimodal family, but one is output_hidden_states behavior and the other is temporal position-id scaling in Qwen2.5-VL." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: Qwen3Moe FP8 config vs missing Float8 storage object." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: T5 tokenizer method-name conflict vs Qwen3 auto device map cuda assert." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Same general area of model/config handling, but sliding_window behavior and strict config validation are distinct issues." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a missing capability flag and the other is a DeepSpeed/PEFT checkpoint runtime error." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different code paths: compiled chunked generation inconsistency vs StaticCache return-type contract." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Potentially related Qwen multimodal regressions, but one is broad video-input breakage across several models while the other is a specific still-image temporal-position scaling bug; not enough to merge." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal issues, but one is a variable-name collision in Gemma3n forward and the other is unsafe dtype casting in Gemma4 quantization." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal loading/processing failures for different model families and different error types." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility vs loading-noise/reporting issue; no common underlying bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache-length return type are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different failures in different model families; only broad v5-era regression similarity." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning and the other is temporal position scaling in inference; not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated load failures: missing all_tied_weights_keys on MolmoForCausalLM vs model loading failure for cjvt/sleng-bert." + } + ] + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:44220|issue:44683", + "issue:43872|issue:44291", + "issue:43611|issue:44534", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:44403|issue:44991", + "issue:43716|issue:46899", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:44291|issue:44589", + "issue:43381|issue:45923", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:42796|issue:46710", + "issue:43531|issue:44291", + "issue:35707|issue:40444", + "issue:43883|issue:44991", + "issue:44079|issue:45663", + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "cd1dbe3adedaa5aff4d6d44234c18f7ca16a0827369c85321492be204405c366", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37025, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a false-positive mega-cluster: it mixes several unrelated Transformers v5 regressions (model loading/init, tokenizer behavior, multimodal dtype issues, packaging, and training). Only a couple of issue pairs look like true duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s dominant theme: Transformers v5 loading/init regressions. It\u2019s a better anchor than the more symptom-specific reports, though the cluster is too heterogeneous for a perfect canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the most central and reusable issue for the shared v5 model-loading regression family in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: fbank feature extraction vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying Transformers v5 regression around the new `_is_hf_initialized` argument breaking empty-weight/model init paths and bitsandbytes compatibility." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated bugs: base_model_prefix loading regression vs non-persistent buffer junk values." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression corrupting visual encoder keys across versions." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both tokenizer regressions, but they hit different code paths and symptoms: loading failure vs slow convert_tokens_to_ids." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "No shared underlying bug: generic loading noise vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype problems, but for different models and different concrete paths; too broad to call duplicates." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions on different models: wrong IDs for Granite vs leading-space round-trip on CodeLlama." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument and Float8 storage lookup failure are separate issues." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is eval-mode behavior and the other is a missing capability flag." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen2-VL/Qwen2.5-VL training failures with different triggers." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs Float8 storage type error are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "One is a Transformers v5 init-flag regression; the other is an mmap OOM mitigation on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and downstream accuracy regression are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `_is_hf_initialized` init errors." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with past_key_values vs multi-image IterableDataset finetuning are different problems." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys and tokenizer loading failure are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map cuda assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different v5 breakages affecting different model/config paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is a specific BOS/EOS addition regression." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Same broad TensorFlow packaging area, but not the same concrete bug." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend issue vs model load failure for a different stack." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Granite token-id regression are different tokenizer issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map offload loading failure and Qwen3 MoE training memory inefficiency are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping and buffer initialization junk are different code paths." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 loading/init regressions, but the titles point to different concrete failure modes; not enough to merge as the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The cluster is indeed heterogeneous, and the two accepted duplicate pairs are the only ones that look plausibly mergeable as the same bugfix from the titles alone. The canonical/best-issue choice is reasonable as a central representative of the v5 loading/init regression family, without overstating cohesion across the rest of the set." + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43377", + "issue:43454", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:45923", + "issue:46209", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:44265|issue:45072", + "issue:45325|issue:45834", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:44291|issue:44877", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:43818|issue:46402", + "issue:40444|issue:47217", + "issue:43454|issue:44466", + "issue:43818|issue:45357", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:44829|issue:45479", + "issue:43606|issue:44265", + "issue:42796|issue:45381", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:42617|issue:42915", + "issue:45823|issue:46821", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:43454|issue:45072" + ], + "prepared_review_unit_hash": "da4f4189c23542c15c98fa6351bee3dfc4f33fcd21e789131f9ff81cce0ca1ac", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37813, + "estimated_input_tokens": 9454, + "estimated_eval_tokens": 19164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bugs in audio, vision-language, tokenization, export, device-mapping, checkpointing, and docs. I do not see any duplicate pair that is the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative; the set is too broad and no issue covers the same concrete failure mode as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but one is about removed pipeline task names and the other is a broken DIA example; different fixes." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Export failure with torch_compilable_check is unrelated to bf16 dtype mismatches during inference." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is a still-image RoPE scaling bug and the other is an OCR long-input index error." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different models and code paths: MIMI padding-mask batching bug vs Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization junk and ModelOutput key assignment are separate implementation bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are VL-related, but one is finetuning with multiple images per prompt and the other is a video position-id regression." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Init-empty-weights argument incompatibility is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is an HF-vs-JAX implementation discrepancy and the other is a bad AutoModel/pipeline result." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both concern position ids in Qwen VL models, but one is still-image temporal scaling and the other is video-input vision position ids." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA missing temporal attention is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both mention image placement in VL workflows, but the failures are different: multi-image finetuning vs placeholders in user text." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tie-weight/serialization behavior is related in theme, but one is failing to tie lm_head and the other is device-dependent serialization of an already tied weight." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture bug and Qwen3.5 visual-encoder key serialization bug are different problems." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior has nothing to do with tokenization changes across versions." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL RoPE/position-id scaling." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training loss, but one is FlashAttention-3 degeneracy and the other is single-label classification with num_labels=1." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and VL video vision_position_ids are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "The former is a Qwen VL video-input regression; the latter is a Gemma4 PLE device-mapping mismatch." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and a window_size AttributeError are unrelated failures." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on WikiText-2 and Whisper empty-transcription generation are different model/task bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech local checkpoint loading are separate issues." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-map cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are different code paths and bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and torch.export/torch_compilable_check failures are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-mapping failures, but they affect different models and error modes." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents not matching forward pass." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weight loading/serialization and Bamba torch.compile SDPA failures do not share the same bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-map mismatch has nothing to do with TimesFM window_size AttributeError." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion under accelerate+deepspeed and a missing gradient_checkpointing flag are different problems." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tie-weight behavior and bf16 dtype mismatches are different failure classes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 15, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43582", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:44186", + "issue:44387", + "issue:44451", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:46050", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821", + "issue:46897", + "issue:47020", + "issue:47317" + ], + "soft_pairs": [ + "issue:40990|issue:42947", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:41553|issue:43582", + "issue:36331|issue:42617", + "issue:43454|issue:43720", + "issue:43317|issue:43873", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43377|issue:44898", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:46305|issue:46315", + "issue:41720|issue:44977", + "issue:43322|issue:46050", + "issue:44387|issue:45704", + "issue:41720|issue:42617", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:43873|issue:44756", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:46897|issue:47317", + "issue:44451|issue:47020", + "issue:43065|issue:46402" + ], + "prepared_review_unit_hash": "03d683f69a8fb7b75d4a63f52a0d45da5ed7fd96d7367ffda435c4220be7e80f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of distinct bugs across training loops, tokenizers, model loading, quantization/offloading, and model-specific regressions. The soft links are mostly superficial thematic matches, not true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical here; the items span unrelated failure modes and model families, so collapsing them would over-merge distinct bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:45701 is the broadest regression-style item, but it is still not a good canonical because the apparent overlaps are only loose tokenization/version similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Different problems: perplexity/eval quality vs gradient-checkpointing behavior in PEFT. No shared code-path bug." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer while the other returns wrong IDs across multiple models. Too different to merge." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask bug and OmDet processor image-size mismatch are unrelated model/processor issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer error-message issue and Apple Silicon TypeError are unrelated subsystems." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API incompatibility and a 3D parallel script failure are distinct failures with no common underlying bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight-tying bug and BitNet packed-weight loading bug affect different models and code paths." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is dequantized model loading with device_map=auto and the other is a broader offloading regression. Not the same concrete defect." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading and non-persistent buffer junk are separate loading/init regressions." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for multimodal configs are different config-handling bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model failures: Qwen3 auto device mapping assert vs Llava Next segfault." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different root causes and models: MIMI padding-mask batching bug vs Perceiver non-default resolution handling." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature regression and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/config regressions, but one is strict config blocking granite_speech and the other is tokenizer loading for est-roberta. Different code paths." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Moonshine off-by-one masking and convert_tokens_to_ids performance regression are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but one is a device-mapping crash and the other is flash-attention generation corruption. Different fixes." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault on Llava Next load and sinq save/load breakage are distinct serialization/loading issues." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 OOM from reserved memory growth and an apex RMSNorm memory leak are unrelated memory problems." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-mapping crash and a 3D parallel script failure are different issues." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model is not the same as a tokenizer-version behavior change." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug and tokenization-version regression are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading regression and Strix Halo mmap OOM are different memory-management problems." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch save_pretrained regressions, but one is tied lm_head serialization and the other is incorrect visual encoder keys. Not mergeable as one bug." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "resume_from_checkpoint epoch-iterator failure and early-stopping metric lookup are separate training-loop issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram Int error in MoE and TimesFM window_size AttributeError are different backend/model issues." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression with image inputs is not the same as general tokenization changes in v5." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they affect different models and likely different shift logic; too little evidence of the same underlying defect." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "ScandiBERT loading failure and XLMRobertaTokenizer/Unigram constructor mismatch are distinct tokenizer-loading paths." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one concerns a dummy Conv2d in the pixel decoder and the other missing text encoder weights. Different subcomponents and 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": 16, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33666", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43720", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43550|issue:43720", + "issue:46612|issue:46858", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43577|issue:43708", + "issue:43646|issue:46665", + "issue:46821|issue:46869", + "issue:43881|issue:44488", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:42915|issue:46291", + "issue:43531|issue:43572", + "issue:43441|issue:47337", + "issue:44734|issue:46858", + "issue:44186|issue:44361", + "issue:44464|issue:46858", + "issue:28530|issue:30064", + "issue:43716|issue:46821", + "issue:44671|issue:44743", + "issue:45479|issue:47317", + "issue:45632|issue:45684", + "issue:43316|issue:44913", + "issue:29159|issue:36032" + ], + "prepared_review_unit_hash": "5b94b4c6a67cad40b7f3e9806e7458262e666e5b2ba0d37629bf1422ddfafffa", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers bug reports. The soft pairs share occasional surface similarities, but none look like the same concrete defect or change, so I\u2019d reject all duplicate links.", + "confidence": 0.18, + "canonical_issue_reason": "If forced to pick one representative issue, issue:43646 is the broadest regression-style report and has the clearest generic title about a core initialization path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43646 is the most generally framed, actionable bug report in the set, so it is the best single issue to represent the cluster even though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different models and different failure modes: torch.compile/SDPA vs packed weights not unpacked during accelerate loading." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is beam-search reorder skipping in multiple recurrent models while the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation versus image processor size mismatch; unrelated code paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention device-related failures, but they target different models and distinct offload/SDPA execution paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype-loading bug in BLIP2, the other is Trainer checkpoint-resume math; not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both are loading/initialization complaints, but one is about custom model init in v5 and the other about from_pretrained behavior inside Python classes." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models, different load failures, and no shared code-path is evident from the titles." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are model-loading/device-map problems, but one is a Qwen3MoE FP8 config failure and the other is dequantized gpu+cpu offload loading." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is an lm_head tying bug in Mistral3; the other is incorrect save_pretrained visual encoder keys in Qwen3.5." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image input sizing, but they affect different models and different preprocessing assumptions." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different models and symptoms: CUDA assert under auto device mapping versus TP not working for GPT-OSS MoE." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit transformers serve with multimodal models, but the errors point to different broken assumptions and code paths." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward-name collision versus Gemma4 PLE device mismatch; different subsystems and failure causes." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Model FP8/device-map loading versus pipeline import dependency validation; not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated version/regression issues." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention model failure and a flaky bbox-range test have no underlying code-path in common." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache handling, but one is serve KV-cache continuation indexing and the other is static-cache length arithmetic in prefill/compile." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/task crashes, but they involve different tokenizer classes and different exception contexts." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is not the same as cache.get_seq_length returning a device tensor." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric resolution and void segmentation-map preprocessing are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Mistral-3 dtype mismatch and TimesFM window_size AttributeError are different model-specific bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are separate model behaviors." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both concern training loss, but they are different models and different loss-path bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a cache-path collision for trust_remote_code; the other is permissions propagation in save_pretrained." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config reload discrepancies, but they concern different fields and different model families." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as a T5Tokenizer load-time add_special_tokens conflict." + } + ] + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44991", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46894", + "issue:47020", + "issue:47145", + "issue:47254", + "issue:47317" + ], + "soft_pairs": [ + "issue:30064|issue:34634", + "issue:45701|issue:47145", + "issue:43452|issue:47020", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:46894|issue:47317", + "issue:43881|issue:44991", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43526|issue:43883", + "issue:43257|issue:47254", + "issue:44492|issue:44509", + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:43531|issue:44589", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:43388|issue:45059", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "0a9a4450f8501833b47b1685111b3c1e05d8267c0bcb0d62f90c8a76b1dbc5a9", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36310, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share only broad subsystem vocabulary (loading, processors, Qwen, offload, training) but not the same concrete bug. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43873 is the best representative single issue here: it is broad, infra-facing, and has the strongest discussion/reference activity, whereas most others are narrow model- or component-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable anchor if one issue must be chosen, because it is the most general and most actively discussed problem in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processor bugs: void segmentation-map handling vs Bark voice_preset behavior." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenizer/version-induced tokenization change vs FP8 checkpoint loading without weight_scale; unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "GGUF/AutoModel loading breakage vs XLMRobertaTokenizer Unigram init type mismatch; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config loading vs Llava Next segfault; different models and symptoms." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; unrelated issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading bug vs T5 apex RMSNorm memory leak; not the same underlying defect." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but for different models and likely different shift logic/code paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V load failure vs tokenizer loading regression for est-roberta; different components." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing error vs weight_only loading error; distinct Qwen multimodal bugs." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs config unwrapping for composite multimodal Qwen; not the same fix." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assert under auto device mapping vs PEFT adapter local checkpoint loading; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA model failure vs tokenizer special-token registration; different subsystems." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs from_pretrained behavior inside Python classes; not the same issue." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Molmo tied-weights attribute error; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed vs PEFT ZeRO-3 checkpointing error; different failure modes." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache strategy typo vs removed pipeline-task docs; documentation-only and unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warning vs undefined video-branch variables in multimodal token counting; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch vs packed-weight unpacking during accelerate loading; distinct loading problems." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs TimesFM window_size AttributeError; same word, different models and code paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs Qwen3 auto device mapping CUDA assert; unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting bug vs progressive generation with embeds/cache; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window vs Float8 storage lookup failure; unrelated infrastructure bugs." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in transformers serve vs Qwen3.5 streaming chat/completions failure; different components." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch vs BigBirdTokenizer mask-token registration; no shared root cause." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-load regressions affecting different model families; not the same underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs device-tensor seq-length arithmetic in cache prefill; unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering drops tuple labels vs SAM3 text/box behavior; different tasks and code paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init gating vs Qwen3.5 num_labels propagation; unrelated configuration 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": 18, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43644", + "issue:43653", + "issue:43673", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:47050", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:45357|issue:46402", + "issue:45923|issue:47333", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:41720|issue:45704", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:44625|issue:45479", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:43421|issue:43927", + "issue:43381|issue:43844", + "issue:30064|issue:36010", + "issue:46655|issue:46693", + "issue:43746|issue:43873", + "issue:44514|issue:44545", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:44464|issue:47050", + "issue:44368|issue:45357", + "issue:43673|issue:47337", + "issue:45081|issue:45356", + "issue:43782|issue:45381", + "issue:43994|issue:44671" + ], + "prepared_review_unit_hash": "ef3d4b68a7831bfb3b7b477e4c1202c976fb688dbac716060decaa55df45eb80", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36167, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. I only see two true duplicate pairs: the offline `_patch_mistral_regex` tokenizer bug and the identical Qwen2_5_VLProcessor batched-padding crash; the rest are broad subsystem similarities, not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44843 is the clearest root-cause report for the offline Mistral regex bug (`model_info()` called unconditionally in `_patch_mistral_regex`), and it directly subsumes the symptom described in 42886.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the strongest representative issue in the set: it is specific, actionable, and describes the underlying failure mode rather than only the downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Both mention `from_pretrained`, but they describe different failures: non-persistent buffers being filled with junk vs inconsistent behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "These are different bugs in different code paths; one is a model load failure for `physical-intelligence/fast`, the other is PIL image processors requiring torchvision in v5.4.0." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both involve model loading regressions, but one is Qwen3.5 visual encoder save/load keys and the other is Sam3Model text encoder weights not loading; not the same bug." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Different offloading-related issues: one is a missing `supports_gradient_checkpointing` flag, the other is failure to save a disk-offloaded Qwen model." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/mode mismatches, but they affect different models and different failure modes; too broad to treat as one bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "One is an `AddedToken(..., special=...)` constructor error, the other is a model/tokenizer loading failure for ScandiBERT; not the same underlying issue." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "These are unrelated training/runtime problems; auto device mapping on Qwen3 causing cuda asserts is not the same as T5 using a memory-leaking Apex norm." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision models, but one is SigLIP2 docs/model mismatch and quantization errors, while the other is OmDet-Turbo producing the wrong image resolution." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer/model integration bugs: unpacking Qwen3.5 embeddings with TRL SFT vs `trainer.evaluate()` failing after `trainer.train()`." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both are config/classification-related, but one is missing `num_labels` propagation and the other is a degenerate zero-loss issue when `num_labels=1`." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load, but they are distinct: PEFT adapters not loading from local checkpoints vs quantized models breaking after save/load." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode and T5 Apex RMSNorm memory leak are unrelated problems." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer bug in `_patch_mistral_regex`: 42886 reports the failure, while 44843 identifies the unconditional `model_info()` call causing it." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer/config metadata, but one is runtime special-token post-processing and the other is custom token IDs being lost after save/load; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both mention training/runtime behavior, but one is eval-mode checkpointing prohibition and the other is a DeepSpeed ZeRO-3 gradient increase regression." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor void segmentation maps vs a `GenerationMixin` import error." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "One is a video padding-calculation bug in SmolVLM; the other is a performance regression with FA2 and long-context generation." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both are offloading/quantization-adjacent, but one is PEFT checkpoint loading and the other is disk offloading not working as expected with quantization." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same batched-input crash with `padding=False`; these are duplicate reports of the same Qwen2_5_VLProcessor bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same SigLIP2 family, but different bugs: docs example/model mismatch and quantization failure vs implementation discrepancy with the original JAX model." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer special tokens, but one is about updating the post-processor after runtime changes and the other is a BigBird mask token registration bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different execution/export paths: compiled-forward chunked generation inconsistency vs ONNX fp16 export dtype mismatch in attention." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings=False` is not the same as incorrect visual encoder keys being saved for Qwen3.5." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "Generation cache missing in v5.0.0 and a flaky bbox-range test failure are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is an AttributeError crash and the other is a tokenizer regression about codec handling/warnings; not the same concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL issues: a `weight_only=True` load error vs incorrect `vision_position_ids` for video input." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 nonsensical outputs with AutoModel/pipeline vs CamemBERT masked LM predictions being wrong in v5." + } + ] + }, + "evaluator_result": null, + "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": 19, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43421|issue:44186", + "issue:44995|issue:46858", + "issue:46032|issue:46463", + "issue:44857|issue:47050", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43526|issue:43881", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43540|issue:46294", + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43653|issue:43720", + "issue:43531|issue:43643", + "issue:45072|issue:47050", + "issue:45381|issue:46693", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44488|issue:47020", + "issue:44220|issue:44661", + "issue:46829|issue:46832", + "issue:43611|issue:46665", + "issue:44821|issue:45084", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43550|issue:43819", + "issue:44843|issue:45081" + ], + "prepared_review_unit_hash": "b8244a8a522efe738058964daeb10d097c473b800851e028cd7be78448726ae1", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36974, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated, with only a few title-level overlaps in tokenizer/vision/cache areas. I did not find any soft pair that clearly describes the same underlying bug well enough to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44843 is the strongest representative bug report in this set: it has a clear regression, a specific code path (_patch_mistral_regex), and a broad user impact (HF_HUB_OFFLINE breakage).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45081 is the most actionable single report: it names the exact exception, the triggering flag, and the concrete tokenizer loading path, making it the cleanest standalone bug to triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is about runtime special-token/post-processor updates and the other is a LayoutLMv2 NER/padding crash; different bugs and code paths." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is a stale indexer cache in GlmMoeDsa and the other is a static-cache/device-tensor slice arithmetic issue; not the same defect." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different models and failure modes: a silent correctness bug in Mamba2Mixer cache handling versus a decoder-input validation error message in T5." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and workflows (training loss AMP crash vs ONNX export attention mismatch)." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated: Kimi-K2.5 tokenizer codec/regression issue versus a repo API forwarding bug in list_repo_files." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Both touch quantization, but one is a broken docs example with model/processor mismatch and the other is an offloading bug; not the same underlying change." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different subsystems and failures: docs quantization/example problems versus fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to glm-4v-9b model loading failure." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Both are model/runtime bugs, but one is packed-weight loading in BitNet and the other is DAC latent reconstruction missing STE; unrelated code paths." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Completely different areas: Deepspeed zero3/BertModel initialization versus audio fbank feature extraction." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal failures: processor.tokenizer/image passing regression versus Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "A torch.compile + SDPA failure in Bamba is unrelated to DiaConfig token ID persistence after save/load." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video input in Qwen models, but the titles point to different model families and different pipeline stages (processing error vs chat-template token/feature mismatch)." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated model/runtime failures: Bamba torch.compile/SDPA versus MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "The AddedToken special-argument TypeError is a tokenizer construction bug; the sleng-bert report is a separate model-load failure with no clear shared root cause." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding and BitNet packed-weight loading are distinct bugs." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding_window behavior versus AutoConfig.from_pretrained missing fields with trust_remote_code." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype issues, but they affect different models and execution modes; no shared concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and tokenizer loading for EMBEDDIA/est-roberta are different failures." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation maps and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Loading cjvt/sleng-bert and XLMRobertaTokenizer/Unigram initialization are different tokenizer-loading issues without evidence of the same root cause." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug versus add-new-model-like failure inside TOKENIZER_MAPPING_NAMES; different subsystems." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different vision-model bugs: incorrect output field assignment in VideoPrism versus RT-DETR feature-level mismatch." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading behavior, but one is a base_model_prefix breakage in Transformers 5.0.0 and the other is generic from_pretrained inconsistency inside Python classes." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated errors." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver interpolate_pos_encoding failure are different model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer mask-token special handling and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC.from_latents missing STE." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function family, but the reported bugs differ: one is an offline-mode model_info call regression, the other is an AttributeError on backend_tokenizer when fix_mistral_regex is enabled." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 20, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46752", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47337" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:45987|issue:46829", + "issue:43540|issue:44008", + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:44991|issue:47020", + "issue:39692|issue:45834", + "issue:44008|issue:46858", + "issue:44186|issue:44442", + "issue:43618|issue:43697", + "issue:44561|issue:45020", + "issue:45987|issue:46932", + "issue:44448|issue:44671", + "issue:44991|issue:46291", + "issue:44805|issue:44936", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:46752|issue:47337", + "issue:43606|issue:45072", + "issue:43421|issue:44811", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:46294|issue:46463", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43577|issue:43818", + "issue:43716|issue:44008" + ], + "prepared_review_unit_hash": "c2becbc6b41f9233bc68732ba6caf66f835ae69a4789e8068d02edb0942bc7d8", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35369, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports across different models and regressions. Only the StaticCache.get_seq_length reports look like the same underlying bug; the rest are too far apart in model, code path, or failure mode to merge.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45987 is the clearest root-cause report: it identifies that get_seq_length() returns a tensor instead of the documented int, which matches the later failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 is the most actionable report overall because it shows the concrete downstream breakage in static cache + torch.compile on non-CUDA backends.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different components and failure modes: Bark voice preset handling vs a transformers import error." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "One is a cache length API contract bug; the other is an output-field mismatch in a video classification model." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are runtime errors, but they affect unrelated multimodal pipelines and different root causes." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs in different SwitchTransformer/Smollm3 code paths; no shared concrete failure." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code field loss while the other is strict config rejection for a specific model." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer-loading failures, but for different tokenizer classes and different underlying constructor issues." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal examples, but one is a SigLIP2 doc mismatch and the other is a Kosmos2.5 OCR length/index bug." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Different model families and different bugs: Gemma3n variable collision vs cache length return-type problems." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to FastSpeech2ConformerTokenizer auto-loading." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions metadata regression is unrelated to RTDetrV2 output drift." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is a specific missing helper removal and the other is a broad regression report." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Shared theme of dtype/casting is too broad; these are different cache and quantized-embedder bugs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model behaviors: Pegasus output changes vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading vs pipeline import failure; different layers and causes." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "An indexing shape error is not the same underlying bug as trainer.evaluate() failing after training." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MOE MPS histogram error are separate backend/model issues." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "An empty-list apply_chat_template crash is unrelated to a flaky bbox-range test." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/device mismatches, but they involve different models and different runtime paths." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update behavior is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and bfloat16 mismatches in other models are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression in Qwen variants is unrelated to the Kosmos2.5 OCR index error." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video/chat-template mismatch and T5 decoder input validation are different code paths." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "weight_only loading failure for Qwen3VL is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and FSDP CPU RAM-efficient loading are separate regressions." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing bugs are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as Gemma3n audio-mask variable collision." + } + ] + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44912", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45563", + "issue:45701", + "issue:46032", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:47217", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:45183|issue:45479", + "issue:45563|issue:47276", + "issue:28218|issue:29159", + "issue:43582|issue:46512", + "issue:43931|issue:46846", + "issue:43825|issue:43994", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:43749|issue:44291", + "issue:34634|issue:36331", + "issue:43720|issue:45072", + "issue:47276|issue:47337", + "issue:43645|issue:46665", + "issue:47254|issue:47333", + "issue:43388|issue:46032", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:47254|issue:47332", + "issue:43742|issue:45020", + "issue:43577|issue:43582", + "issue:46697|issue:46728", + "issue:42915|issue:47333", + "issue:44589|issue:45042", + "issue:43262|issue:47217", + "issue:43782|issue:45325", + "issue:44964|issue:47337", + "issue:43653|issue:44912" + ], + "prepared_review_unit_hash": "a23569ab7d2ee442c9114df4426f128b07ca0a16d139bb52c36d1d4e9b53e0df", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36111, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs share only broad subsystem labels, not the same concrete bug or change. I do not see any true duplicates among the candidate pairs; the closest representative issue is the broad tokenization-regression report.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45701 is the broadest tokenizer-focused report in the set and the closest umbrella for the tokenizer-related entries, though it still isn't a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most representative issue overall because it is broad and sits closest to the only related subset of tokenizer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different bug class: input-validation/error-message logic vs. sequence-classification loss degeneracy." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-related, but one is about stale num_return_sequences messaging and the other about synced_gpus messaging in continuous batching." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Related tokenizer symptoms, but one is a specific added-token spacing regression and the other is a broader slow-vs-fast tokenizer inconsistency." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Different loading/dtype problems: Apple Silicon allocator warmup TypeError vs stale config.dtype after from_config." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different Qwen/VL issues: a model loading shape mismatch vs missing TP-plan entries causing OOM/shape errors." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline error-message regression; the other is a model behavior/output correctness bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths entirely: image processor sizing vs dtype mismatches in unrelated model wrappers." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different models and failures: Qwen3OmniMoe video processing ValueError vs Qwen2.5-VL position-id handling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated subsystems: BarkProcessor voice_preset handling vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking in BitNet is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A warning-message issue and a flaky bbox-range test are not the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Different behaviors around custom model initialization vs from_pretrained inside Python classes." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "PEFT/ZeRO-3 checkpointing failure is unrelated to saving a disk-offloaded Qwen3 model." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different failures: gather_for_metrics label truncation vs Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue vs tokenizer regex patch AttributeError; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is a model-specific masked-LM regression; the other is a broad tokenizer-version complaint, not the same concrete defect." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Same broad offloading area, but different operations and failures: checkpointing vs saving a disk-offloaded model." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM load KeyError is not the same as a broad remote_code breakage report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different symptoms and paths: dtype propagation on Blip2 loading vs caching_allocator_warmup TypeError." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-preprocessing bugs, but one over-pads divisible images while the other miscounts patches for odd 490 multiples." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Different Qwen issues: FineGrainedFP8Config failure vs disk-offload save failure." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the torchvision dependency regression in PIL image processors." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to VL placeholder handling in user text." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL bugs: weight_only loading failure vs rope-index scaling for still images." + }, + { + "left": "issue:44964", + "right": "issue:47337", + "accept": false, + "reason": "Model loading failure and a flaky bbox-range test do not share the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token decode behavior is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:45020", + "right": "issue:45081", + "accept": false, + "reason": "Broad remote_code regressions and a Mistral regex patch AttributeError are different concrete 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": 22, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46932" + ], + "soft_pairs": [ + "issue:45003|issue:46285", + "issue:43262|issue:43819", + "issue:46175|issue:46932", + "issue:43825|issue:43827", + "issue:36010|issue:43645", + "issue:43582|issue:44857", + "issue:36010|issue:36331", + "issue:45372|issue:46326", + "issue:43531|issue:45042", + "issue:43550|issue:44912", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:43819|issue:43927", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43906|issue:46209", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:45084|issue:45538", + "issue:42490|issue:43257", + "issue:38175|issue:44610", + "issue:43643|issue:45759", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "8ed64cdc1c678f88c2784f66c0ef497334243dff5ee592b14c8330db3f7b94f2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36036, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items share broad Transformers-related themes, but none of the soft-pair candidates appear to be the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate set emerges here. If a single issue must anchor the cluster, #43825 is the best documented user-facing regression with external references, but it is not actually the same bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#43825 is the strongest representative only in the sense of having a clear repro and follow-up context; otherwise the cluster should remain split because the issues cover distinct subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different problems: unsafe sys.modules access vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to DAC STE/latents mismatch." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot embedding issue and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to v5 pipeline removals, but one is a bad error message and the other is stale docs; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and Jupyter custom-model initialization are unrelated failures." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP/CUDA crashing." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and custom trainer compute_loss signature mismatch are different code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is an import error in Gemma4 loading and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to MXFP4 quantization fallback for git-oss-20b." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained Bert IndexError is not the same as evaluate() failing after train()." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow in a torch install and pipelines importing kernels v0.15 are different dependency issues." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to the multimodal token-counting video branch bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file regression in from_pretrained is different from tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash in tokenizer loading and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents/forward mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is not the same as RTDetrV2 output divergence in v5." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both involve tied-weights warnings, but they refer to different models and likely different underlying checks." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the FP8 inference failure on B200." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading test failure and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated processor/model issues." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error has nothing to do with CLIPTokenizer max_length behavior." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo 640px-vs-224px preprocessing are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and composite Qwen config unwrapping are distinct config-loading issues." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helpers and stale auto_mappings references are unrelated maintenance 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": 23, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47050", + "issue:47145", + "issue:47333" + ], + "soft_pairs": [ + "issue:45859|issue:47050", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:42915|issue:44821", + "issue:43526|issue:44554", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:44291|issue:45042", + "issue:43329|issue:43450", + "issue:39692|issue:44912", + "issue:34567|issue:40990", + "issue:44387|issue:44617", + "issue:44589|issue:47333", + "issue:29159|issue:34567", + "issue:43257|issue:43931", + "issue:44912|issue:47145", + "issue:44987|issue:45538", + "issue:45081|issue:47020", + "issue:43425|issue:46291", + "issue:43525|issue:46291", + "issue:45459|issue:45803", + "issue:28282|issue:29870", + "issue:28282|issue:34689", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:46421|issue:46424", + "issue:33357|issue:34567", + "issue:43749|issue:44756" + ], + "prepared_review_unit_hash": "7eb3d405c63561f99bd865ec849011b9b915ad0623d7a8e09b5e7a0d4e84b3b9", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36161, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated and should remain separate. The only plausible duplicate is the video-token regression pair, where both reports point to the same video-input code path in multimodal token counting.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43329 is the better canonical issue: it identifies the concrete root cause in `_get_num_multimodal_tokens`\u2019s video branch, while issue:44479 is a broader regression report across several Qwen VL variants that appears to stem from the same code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the strongest issue to anchor the cluster because it is the most specific and actionable diagnosis of the shared video-input failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different subsystems and failure modes: CPU offload/rotary embedding compatibility vs fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both touch audio processors, but they describe different bugs in different methods (`apply_chat_template` sampling rate vs `batch_decode` skip_special_tokens handling)." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading bug is unrelated to a GPT-oss CUDA OOM report." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessor label reduction bug and an MPS attention correctness issue are unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and different failures: FineGrainedFP8Config vs MobileLLM key error." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both describe the same underlying video-input regression in multimodal processing; 43329 gives the specific root cause in `_get_num_multimodal_tokens`, and 44479 reports the broader model-level regression." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Separate loading/runtime regressions: `init_empty_weights` argument handling vs an image processor torchvision dependency issue." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token-counting undefined variables are not the same as batched video processor output shape errors." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to MXFP4 loading fallback behavior in git-oss-20b." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer state bookkeeping and perplexity on gpt-oss-20b are unrelated issues." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both involve OOM, but one is an int4 quantization memory regression and the other is a SAM video model memory issue." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Float8 storage lookup failure and disk-offloaded Qwen3 save failure are different bugs." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency behavior and TrainerState token-count updating are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3, but they are distinct problems: MoE weight conversion vs VL weight-shape mismatch." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization/loading issues, but one is MXFP4 fallback to bf16 and the other is missing `weight_scale` application for FP8 compressed-tensors; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model under transformers>=5.1.0 is unrelated to CLIPTokenizer's `model_max_length` bug." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer code paths: Mistral regex patch crash vs XLMRoberta Unigram initialization type error." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels import requirements are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 `pad_token_id` missing attribute error is unrelated to pipelines importing kernels." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they affect different code paths and different error classes; not the same underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing dependency import error is unrelated to BART generation's unbound local variable." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch dependency and Llama 3.2 Vision loading breakage are different issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder issue title does not match an isolated reproduction report." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and DiffusionGemma pipeline failure are different model/pipeline problems." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both concern cache behavior, but one is spurious recompilation from lazy init and the other is `max_cache_length` scope semantics; not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is broken FSDP CPU RAM efficient loading and the other is mmap being disabled on Strix Halo to avoid OOM; different causes and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet. The lone accepted soft pair (issue:43329 / issue:44479) is a conservative match: the titles point to the same video-input multimodal tokenization regression, with 43329 giving the more specific root cause and 44479 describing the broader regression. The other soft-edge rejections are appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 24, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:43742|issue:44291", + "issue:42175|issue:43824", + "issue:44936|issue:46821", + "issue:28282|issue:29127", + "issue:45137|issue:45405", + "issue:44589|issue:47332", + "issue:43404|issue:45127", + "issue:44291|issue:44821", + "issue:44479|issue:46693", + "issue:43697|issue:45357", + "issue:24643|issue:29159", + "issue:42915|issue:45538", + "issue:44857|issue:46832", + "issue:44062|issue:44991", + "issue:39379|issue:44554", + "issue:43582|issue:47254", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:45538|issue:46869", + "issue:41720|issue:43540", + "issue:43531|issue:44821", + "issue:44568|issue:45488", + "issue:43452|issue:43582", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:42175|issue:44488", + "issue:43577|issue:46512", + "issue:42915|issue:47332" + ], + "prepared_review_unit_hash": "86dcb4a87b8fdfb2584cc78a91491b4cceb8829142c178fa0c8bb4b76592e6f8", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36990, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster; it is a loose semantic-similarity group spanning unrelated bugs across trainers, tokenizers, multimodal models, device-mapping, and packaging. None of the soft edges look like the same underlying defect or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue here is a true canonical duplicate target: the set mixes distinct failures, APIs, and model families rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43454 is the cleanest self-contained bug report with a specific failure mode and concrete affected model, but it still does not represent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both mention weight-tying, but one is Mistral3 lm_head tying and the other is BLIP2 dtype handling; different bugs and code paths." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer-related, but one is missing BOS/EOS insertion in v5 and the other is a Kimi-K2.5 codec/regression warning issue." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "One is a missing-key loading error for MobileLLM; the other is init_empty_weights passing an unexpected internal argument." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend availability versus missing Qwen2.5-VL class import; unrelated release/installation failures." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle failure after train is not the same as a TimesFM window_size AttributeError." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "AutoModel torch-missing ImportError and a LayoutLMv3 error-message clarity issue are different problems." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque pop and a MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to disk-offloaded save behavior for Qwen3-VL." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve embeddings/weight tying, but one is Mistral3 lm_head tying and the other is LoRA merge with extended vocabulary; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "A video-input regression in several Qwen models is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift in v5 and Qwen3.5 incorrect visual encoder keys are separate model-specific regressions." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and tokenizer fast/slow inconsistency are unrelated subsystems." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3MoE FP8 config failure has no overlap with CLIPTokenizer max-length behavior." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "An AMP/CUDA crash in LwDetrImageLoss is not the same as an RT-DETR forward TypeError on feature-level mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken argument collision and tokenizer-loading failure for est-roberta are different tokenizer issues." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling and an MPS attention correctness issue are distinct model/backend bugs." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and PEFT+ZeRO-3 checkpointing errors are unrelated runtime failures." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and missing PyTorch ImportError are not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and FSDP CPU RAM efficient loading are different training/infra problems." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max-length and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Qwen3OmniMoe video-input ValueError are different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior does not match the AutoImageProcessor URL-loading problem." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both tokenizer regressions, but one is add_special_tokens BOS/EOS insertion and the other is LlamaTokenizer overwriting tokenizer.json pre-tokenizer settings." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breaks are unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both touch Qwen video paths, but one is Qwen3OmniMoe video processing and the other is Qwen3-vl-embedding StopIteration; different code paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer API issues." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow missing from a torch-only install and a sleng-bert loading problem are unrelated packaging/loading bugs." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype propagation and from_config stale config.dtype are related in theme but not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to saving a disk-offloaded Qwen3-VL model." + } + ] + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:42796", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:47276", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:44479|issue:45381", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:44987|issue:45907", + "issue:38175|issue:44898", + "issue:43742|issue:44589", + "issue:44792|issue:44964", + "issue:44849|issue:45701", + "issue:43742|issue:47333", + "issue:43257|issue:43756", + "issue:43756|issue:45325", + "issue:43756|issue:46399", + "issue:46463|issue:47276", + "issue:45823|issue:46463", + "issue:43716|issue:46701", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:45672|issue:45674", + "issue:24643|issue:29870", + "issue:43906|issue:46693", + "issue:43577|issue:45072", + "issue:44568|issue:46491", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43742|issue:47332", + "issue:28282|issue:32090", + "issue:42796|issue:43906" + ], + "prepared_review_unit_hash": "d3a39ac98cb25ab419594c62f41283c4ffc18c039725ac9d2ba4cb2632b81f10", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35762, + "estimated_input_tokens": 8941, + "estimated_eval_tokens": 18138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; most pairs are only superficially similar and not true duplicates. The strongest anchor is the Qwen2.5-VL video-input regression thread, with one likely duplicate-style soft match.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46693 is the most self-contained, high-activity regression report in the set, so it is the best single issue to anchor triage, though the rest of the cluster is largely unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 has the clearest regression framing, the most discussion, and enough detail to serve as the best representative issue in an otherwise mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression around vision/position ids in transformers 5.3.0; one is just broader in scope." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they hit different models and different failure points (`AddedToken` kwargs vs Mistral regex patch)." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is about image processors requiring torchvision; the other is a tokenizer regex crash. Different subsystems and code paths." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different problems: model loading breaks in one case, while the other is a repo-files API forwarding issue in CI." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision models, but the symptoms and likely fixes differ substantially (zero probabilities vs interpolation/image-size failure)." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time errors with no clear shared root cause: config/key handling versus missing float8 storage support." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal-related, but one is a failed Janus generation test and the other is a Phi-4 model load failure; not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden-states bug; the other is a tokenizer behavior change across versions. Different code paths." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Both are model-loading issues, but one is a key/config error and the other is an offloading save bug for disk-offloaded models." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Accelerate/DeepSpeed MoE weight-conversion bug versus a RoPE-layer-count bug; related model families do not make them the same issue." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen-family internals, but one is about dropped RoPE layers and the other about still-image temporal position ids." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen3.5 bugs: layer configuration versus kernel registration / decorator failure." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Both are messaging/validation-related, but they affect different warnings/errors in different features." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-mapping mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures: preprocessor/model dtype mismatch versus pipeline output object incompatibility." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump problem; the other is stale auto-mapping references causing CI breakage." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "CPU device-placement bug in XLNet versus an error-message issue in T5 validation." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference related, but one is a uint8/torch.finfo failure in audio modules and the other is a BitsAndBytes skip-module exclusion bug." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Training with DeepSpeed weight-shape error and Bart generate-time unbound variable are unrelated failures." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction of a prior bug; the other is a FA2 long-context performance regression. Not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and different inference paths." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: missing special tokens versus leading-space round-trip loss." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "One is config propagation for num_labels; the other is strict config loading. Related area, but not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading from pretrained, but one is a gguf_file API break and the other is a specific model-loading failure." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Different offloading/loading problems: key error on MobileLLM versus saving a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Both are environment/trainer errors, but one is missing PyTorch import and the other is a NoneType broadcast failure." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a reproduction of another issue are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue 46693 is clearly the highest-activity regression report, and the rest of the cluster is mostly a mix of distinct tokenizer, loading, multimodal, config, and offloading bugs. The lone positive soft-edge match (44479/45381) is conservative enough given the shared Qwen2.5-VL video-input regression framing; the other rejections are appropriately cautious." + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47000", + "issue:47332" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:46463|issue:46899", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:43697|issue:46829", + "issue:44913|issue:46121", + "issue:45663|issue:46846", + "issue:43720|issue:44898", + "issue:44737|issue:45588", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43697|issue:45216", + "issue:44493|issue:46050", + "issue:45357|issue:45920", + "issue:43688|issue:43749", + "issue:43994|issue:44898", + "issue:44821|issue:46821", + "issue:43643|issue:45375", + "issue:29159|issue:33357", + "issue:44756|issue:47332", + "issue:40444|issue:44811", + "issue:44843|issue:44991", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43525|issue:46701" + ], + "prepared_review_unit_hash": "7cf6ee7f4932fc900802c92b871f241b3d2cc2a84e9e28574018ba727eded27d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35900, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft duplicate pair looks like the same bug: the v5 tied-weights / save_pretrained regression in translation models. The rest are distinct model-, tokenizer-, config-, or runtime-specific failures.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45005 is the best canonical issue because it describes the broader tied-weights regression in v5, while issue:44466 appears to be a narrower manifestation of the same save_pretrained/serialization problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the strongest representative of the cluster\u2019s only clear duplicate theme: tied weights being serialized incorrectly in v5 for translation models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights/save_pretrained serialization regression affecting model checkpoints; 44466 is a more specific instance of the broader issue in 45005." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different models and failure modes: T5 decoder-input validation vs Gemma-4 multimodal dtype casting under 4-bit quantization." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated problems: ZeRO-3 loading crash for Gemma3 vs trainer.evaluate() failing after training." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but one is about gguf_file handling and the other about an unconditional hub call breaking offline mode; different concrete bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different architectures and symptoms: RTDetrV2 output mismatch vs VideoPrism output field misassignment." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "One is GPTNeoXConfig rotary_pct not persisting on reload; the other is a TypeError in rope-parameter validation for JSON-loaded lists." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Distinct Qwen/Gemma model bugs with different code paths: FSDP2 shared_kv_states KeyError vs tensor-parallel plan omissions causing OOM/shape errors." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated: BitNet packed-weight loading bug vs Perceiver image classification failure on non-default resolution." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device-placement inefficiency is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs: BigBird special-token registration vs MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is an MLuke task failure and the other is AutoTokenizer failing to load a different tokenizer class." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different regressions: SigLIP zero-probabilities vs custom processor/tokenizer image-handling breakage." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetr output drift and Qwen3.5 save_pretrained corruption are separate bugs with different code paths." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different loading/saving issues: incorrect visual encoder keys for Qwen3.5 vs wrong token IDs from AutoTokenizer for many models." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 pipeline nonsense outputs and Perceiver non-default-resolution failure are different model-specific bugs." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but one is trust_remote_code AutoConfig behavior and the other is a specific Qwen3.5MoeVisionConfig strict-field drop; not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS bus error in a CLIP community model." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Strix Halo mmap OOM and Qwen3-VL disk-offload save failures are different storage/offloading issues." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub lookup in mistral regex and EMBEDDIA/est-roberta tokenizer loading failure are different regressions, not one concrete bug." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor import failure due mistral_common vs Windows/ROCm torch.distributed dependency issues are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different detection-loss failures: LwDetr AMP crash vs RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to DiffusionGemma image-text-to-text pipeline failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and stays conservative. The accepted pair (44466, 45005) is a plausible duplicate theme around v5 tied-weights serialization/save_pretrained behavior, while the other pairs are reasonably distinguished by model, component, or failure mode. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 27, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45356", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:43688|issue:45704", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:43653|issue:44568", + "issue:43756|issue:46402", + "issue:46832|issue:46932", + "issue:33666|issue:36010", + "issue:44464|issue:44743", + "issue:44479|issue:44625", + "issue:43761|issue:46829", + "issue:43761|issue:47013", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:44466|issue:46050", + "issue:44464|issue:44977", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:45405|issue:47254", + "issue:43278|issue:43688", + "issue:43688|issue:45440", + "issue:43504|issue:43720", + "issue:44734|issue:46612", + "issue:43720|issue:43927", + "issue:43643|issue:44561", + "issue:43606|issue:43927" + ], + "prepared_review_unit_hash": "f878407eaa82a71794871941a8c8f85682ea36d4df1b9d3d0faa2b7446891df3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37352, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly unrelated bug reports spanning different models, loaders, tokenizers, generation paths, and regression types. I do not see any pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. No PRs are present in this cluster.", + "confidence": 0.97, + "canonical_issue_reason": "If a single representative issue must be chosen, issue 43749 is the broadest and most discussion-heavy infrastructure bug ('FSDP_CPU_RAM_EFFICIENT_LOADING broken'); however, it is not a duplicate of the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the best cluster anchor only by breadth and activity, not because it matches the other reports as the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: auxiliary loss normalization vs a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is Kimi-K2.5 codec handling; not the same failure." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend availability, but they are different backend errors with different offending modules." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Different problem space: loss normalization vs tokenizer/version-dependent tokenization changes." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token decode bug vs config field loss after save/load; different code paths and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenization issues, but they affect different tokenizers and different special-token behavior." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 is unrelated to Sam3 text-encoder weights not loading." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level indexing error vs Gemma4 quantized embedder dtype casting; different subsystems." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training support is unrelated to a GenerationMixin import error." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but they are different bugs in different mechanisms and are not mergeable as one fix." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern hidden-state outputs, but one is CLIPVisionModel returning None and the other is VideoPrism misassigning outputs." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIP hidden_states regression is unrelated to xLSTM train-mode unpacking behavior." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they are different behaviors in different tokenizers and version changes." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert and chunked-generation compiled-forward inconsistency are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support and unexpected compute_loss kwargs are separate Trainer issues." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to sinq quantized model save/load breakage." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but one is compiled-forward chunking and the other is flash-attention correctness for Qwen3.5." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention output correctness and long-context FA2 performance regression are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT legacy-field loading and Bamba torch.compile/SDPA failures are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "A version pin bump is unrelated to the PEFT + DeepSpeed checkpoint error." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to auxiliary loss normalization." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary loss normalization does not match the DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading for BEiT is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve cache behavior, but one is server KV-cache continuation indexing and the other is beam-search cache reorder skipping for specific models." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading and custom token ID persistence are unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig output and the other is removal of an import utility breaking remote-code models." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID loss and generation IndexError." + } + ] + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46846", + "issue:47276", + "issue:47332" + ], + "soft_pairs": [ + "issue:44625|issue:47276", + "issue:43782|issue:46693", + "issue:43504|issue:44610", + "issue:43720|issue:44361", + "issue:44484|issue:44704", + "issue:43577|issue:44554", + "issue:43525|issue:43572", + "issue:43611|issue:46846", + "issue:44964|issue:45405", + "issue:28218|issue:33357", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:45823|issue:46050", + "issue:44977|issue:46209", + "issue:39692|issue:43295", + "issue:45491|issue:46002", + "issue:43994|issue:46192", + "issue:45405|issue:47332", + "issue:44488|issue:44843", + "issue:44554|issue:46365", + "issue:42796|issue:44977", + "issue:43334|issue:45759", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:43334|issue:43572", + "issue:44568|issue:46489", + "issue:43927|issue:44361" + ], + "prepared_review_unit_hash": "edbb430d29aab4382d61424defc3870349aac56c27d276664643f2106385504d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35981, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate or mergeable same-bug/same-change match; the set is mostly unrelated model-, tokenizer-, and runtime-specific regressions.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43646 is the broadest, most self-contained regression report here; it reads like a representative Transformers 5.0 loading/init breakage rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best standalone representative in this set because it is concrete, broadly scoped, and easy to triage independently.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Different problems: config propagation for Qwen3.5 vs a misleading warning about synced_gpus." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "One is a Qwen3VL from_pretrained/weight_only failure; the other is an FA2 long-context performance regression." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated models and failures: legacy field loading for BEiT vs processor/model input-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: BitNet packed-weight loading vs MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are separate issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token fields, but they affect different configs/models and do not look like the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Generic base_model_prefix loading regression is distinct from Qwen3.5 TP-plan omissions causing OOM/shape errors." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PEFT minimum-version pin being ahead of PyPI." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template crashes, but the triggering conditions and code paths are different." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to an incorrect pipeline error message about translation support." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map PLE mismatch and sinq quantized save/load breakage are different failure modes." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors are not the same as a regression breaking processor.tokenizer access in custom model code." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 mixed-length attention and the other is classification-head NaNs on checkout/init." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "A dependency version bump issue is unrelated to saving a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Cannot load a specific model is not the same as AutoTokenizer always calling model_info and breaking offline mode." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness bug is unrelated to an import conflict involving datasets and Trainer." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different tokenizer/model issues." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config is not the same as failing to unwrap text_config in composite Qwen configs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is separate from inconsistent lm_head.weight serialization." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Same broad theme of missing pad-token fields, but different models and different missing attributes." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions for different models; they are not clearly the same underlying bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is unrelated to MLukeTokenizer task AttributeError." + } + ] + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43278", + "issue:43381", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:44568|issue:45812", + "issue:43278|issue:43844", + "issue:43572|issue:44291", + "issue:43493|issue:43844", + "issue:46209|issue:46710", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45245|issue:46710", + "issue:43994|issue:44493", + "issue:45072|issue:46832", + "issue:44464|issue:45584", + "issue:44849|issue:46209", + "issue:43873|issue:46050", + "issue:44849|issue:45357", + "issue:42490|issue:43696", + "issue:15354|issue:38175", + "issue:42947|issue:43381", + "issue:43844|issue:44964", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:46399|issue:46846", + "issue:45084|issue:45520", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:47013|issue:47254" + ], + "prepared_review_unit_hash": "d2b190f19df538745c231b2d2ccecfa4dec6fdf8a0e2f37df0603de7b7e6d140", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36843, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the suggested pairs overlap only at a broad subsystem level (tokenizers, checkpointing, loading, dtype, etc.) but do not describe the same underlying bug or mergeable fix path. No soft-edge duplicate should be accepted.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is justified here; the items span unrelated bugs and regressions across tokenization, model loading, training, inference, and backend behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a true global best duplicate representative because the cluster is not a single bug family; at most, some items are broadly similar by area, not by root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens/BOS-EOS behavior for mDeBERTa and the other is Granite token ID mapping; different code paths and fixes." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Both mention dtype/gradient anomalies, but one is an eval-time BF16-to-FP32 embedding change and the other is abnormal gradient growth with ZeRO-3; unrelated root causes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different failures: missing pad_token_idx in StableLmConfig versus an unexpected _is_hf_initialized argument in init_empty_weights model loading." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is a model implementation parity issue, while 43844 is a training instability under ZeRO-3; not the same bug." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are FP8/accuracy related at a high level, but one is a B200 inference failure and the other is a regression in model accuracy after a Transformers upgrade; different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "One is a BEiT legacy-field loading bug and the other is a CPU offload device-mismatch in suno/bark-small; same broad loading/runtime theme only, not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Both are storage/import related TypeErrors, but one is about missing Float8 storage support and the other is a Python 3.13 flash_attn import_utils KeyError." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2.5-VL class availability is unrelated to Float8 storage lookup failures; different modules and fixes." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size attribute handling and RT-DETR feature-level forward errors are separate model-specific bugs." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key with position id is a state-dict/model-compat issue, while CLIP text model structure inconsistency is an API/layout change; not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy field loading and BigBirdTokenizer mask-token registration affect different code paths and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but one is a real CPU offload mismatch and the other is a stale GraniteSpeech device override test; the latter is a test issue, not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "A category-count limit error is unrelated to a Transformers upgrade accuracy regression." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different problems in different model families." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "dtype mismatches in bfloat16 inference and RT-DETR feature-level shape/type errors are not the same code-path problem." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription generation failure are distinct generation bugs." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and FP8 inference on B200 are unrelated model/runtime issues." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior and sinq save/load breakage are different lifecycle bugs, not one underlying defect." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "One is about output_hidden_states behavior; the other is incorrect visual encoder keys on save_pretrained. Different regressions." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and CUDA OOM on GPT-oss-20b are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are completely different issues." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both concern gradient checkpointing, but one is PEFT LoRA ineffectiveness and the other is explicit eval-mode prohibition; not the same underlying bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient explosion under ZeRO-3 and inability to load Phi-4 multimodal are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and Trainer _gpu_broadcast_one NoneType error share no root cause." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra space after added token is a tokenizer output bug; num_input_tokens_seen not updating is TrainerState accounting." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Missing decorator for apply_rotary_pos_emb registration in Qwen3.5 is unrelated to missing linear_attn tensor-parallel plan entries." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compilation failure and flash_attn import KeyError are unrelated implementation paths." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Multi-GPU inference OOM for Gemma4 31B and PLE device mismatch during forward are distinct issues." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids defaulting and multi-GPU CUDA OOM are not the same bug." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM train-mode unpacking failure and PEFT+DeepSpeed checkpointing errors are different gradient-checkpointing problems with different fix 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": 30, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47145" + ], + "soft_pairs": [ + "issue:45588|issue:46050", + "issue:43493|issue:43701", + "issue:44849|issue:47145", + "issue:43937|issue:46701", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:37428|issue:43957", + "issue:44554|issue:45446", + "issue:43295|issue:43450", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44869|issue:46752", + "issue:29942|issue:30333", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:45406|issue:46121", + "issue:43540|issue:45200", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:44186|issue:46192", + "issue:43572|issue:43957", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:29870|issue:29942", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192" + ], + "prepared_review_unit_hash": "490301c25b9e881f0035de9a715b8447b97c01b80d70984fc0d9d5b6d155c0c5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37738, + "estimated_input_tokens": 9435, + "estimated_eval_tokens": 19126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous model-specific bugs that only look superficially similar. I found no soft-edge pair that is safe to merge as the same underlying bug/change; the best representative issue is the broad multimodal processor/tokenizer regression in 43295, but it is still not a duplicate of the others.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43295 is the broadest and most central item here: a v4.57.5 regression around multimodal processor/tokenizer behavior, which overlaps thematically with several nearby processor/model-loading reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the clearest hub issue for the cluster\u2019s recurring processor/tokenizer regression theme, and it is the most plausible single triage anchor even though the cluster is not actually one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading-adjacent behavior, but one is a flash-attention sinkless-model crash and the other is a save/load issue for sinq checkpoints; different failure modes and fixes." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is a model-specific correctness issue, while resume_from_checkpoint key mismatch is checkpoint state handling; unrelated code paths." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and FP8 frozen checkpoint weight_scale corruption are different subsystems with different symptoms and remedies." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM generation config validation and DiffusionGemma image-text pipeline failure are unrelated model/pipeline bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both crash in serve, but one is multimodal continuous batching with string/image handling and the other is KV-cache continuation tensor indexing; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and DeepSeek accuracy regression after upgrade are different symptoms, different models, and likely different causes." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a removed flash-attention helper and meta-device loading breakage are both 5.x compatibility issues, but they are distinct import/loading failures." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims and a PyTorch version gate for AuxRequest are unrelated backend/version issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression for custom multimodal code is not the same as batched video processor shape handling." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are both SAM3-related, but they target different components and problems." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are unrelated multimodal/model execution issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash and empty chat-template list IndexError are separate text-processing paths with no shared bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on training failure are unrelated CI/training behaviors." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation breakage in Qwen3.5 is not the same as a post-upgrade accuracy regression in DeepSeek." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BFloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are separate issues touching different model families and code paths." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention sinkless-model crash and AutoModelForCausalLM text_config unwrapping are different integration bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as quantization offloading behavior; one is API breakage, the other is runtime memory placement." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are distinct config-attribute bugs in different models." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and JSON list handling in rope validation are unrelated regressions." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video input processing error and Gemma 4 mm_token_type_ids defaulting are different multimodal input issues with different failure points." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo processor/model resolution mismatch are both preprocessing issues, but not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and Qwen2-57B-A14B-Instruct TP OOM are unrelated preprocessing vs. memory allocation failures." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding are tokenizer-specific, while return_tensors being ignored is a different processor argument propagation bug." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and meta-device model loading failures are different config/loading problems." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device mismatch during forward and return_tensors being ignored are different processor/model execution bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile + SDPA failure and ZeRO-3 gradient growth are both training/runtime issues, but not the same code-path problem." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention import error and Qwen2.5-VL import error are different symbol/export breakages." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import warning and tensorflow_text backend mapping error are separate import-layer issues." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug and Flash Attention 2 test failures are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "mm_token_type_ids defaulting and Gemma4 PLE device mismatch affect different stages of the multimodal pipeline." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing slash import warning and SigLIP2 JAX/HF discrepancy are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Both involve multimodal models, but one is a processor/tokenizer regression and the other is a model implementation discrepancy; not mergeable as one fix." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors and return_tensors propagation are different documentation/processor bugs with no shared underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 31, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:43262|issue:43450", + "issue:45381|issue:46209", + "issue:43975|issue:45520", + "issue:44737|issue:46894", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:43950|issue:46285", + "issue:44561|issue:46234", + "issue:43526|issue:46192", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:45200|issue:46899", + "issue:44610|issue:44857", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:37428|issue:43425", + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "0011af348f7552def2b273863d0032d166663f3ee28daa372e164c896ef93b2f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the pairs share broad subsystems or similar symptoms, but not the same concrete bug or fixable code path. I found no true duplicate anchor among the issues.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest standalone bug report here: it describes a concrete, reproducible v5 regression in `from_pretrained()` that corrupts non-persistent buffers, with a clear API boundary and broad impact. It is still not a duplicate of the other issues, but it is the best representative issue in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Both are Qwen-related, but one is a FineGrainedFP8Config failure and the other is a missing export ImportError for Qwen2.5-VL; different bug and code path." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they affect different config classes/models (Qwen3-VL vs Llama4) and likely different loaders." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface (`apply_chat_template`), but one is wrong multimodal assistant masks and the other is a crash on tool-call messages with no content; different failures." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16->FP32 dtype drift in evaluation is unrelated to Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing when `tie_word_embedding=False`." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "A missing class import and an incorrect detokenization regression are separate issues with different symptoms and fixes." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape are different processor bugs." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong Qwen2.5-VL vision position IDs is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and Python 3.13 `flash_attn` import-key error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU-device bug in positional encoding is unrelated to CohereASR training-loss double-shift behavior." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of `lm_head.weight` by device and LoRA merge collapse with extended vocab are distinct problems." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug and a GraniteSpeech CI test issue do not share the same underlying code defect." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading failure and stale `config.dtype` after `from_config(dtype=...)` are different model-loading regressions." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save/tokenization failure are different speech-model issues." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to CLIP text-model structure inconsistencies." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve import-utils symbols, but they are different removed/missing availability helpers with separate callers and fixes." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BEiT fast image label reduction and `return_tensors` being ignored in text kwargs are unrelated preprocessing bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to a GraniteSpeech stale device-override CI failure." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure are different model/runtime bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 `mm_token_type_ids` defaulting and Qwen2.5-VL temporal position scaling are separate multimodal bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default-resolution failure and RT-DETR memory not releasing are unrelated model-behavior bugs." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only fine-tuning defaults are unrelated to unsafe dtype casting in quantized audio/vision embedders." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Incorrect processor output size and an AMP/CUDA crash in LwDetrImageLoss are different bugs." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is about missing text-only defaults and the other about quantized embedder dtype casting; not the same fix." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and FP8 inference on B200 are different hardware/runtime issues." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention helper import and a Torch 2.10 incompatibility report are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are different code paths and 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": 32, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:44857|issue:45593", + "issue:43827|issue:43901", + "issue:28282|issue:33357", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:29942|issue:32090", + "issue:38175|issue:45412", + "issue:43335|issue:43504", + "issue:44206|issue:45584", + "issue:43550|issue:44112", + "issue:43611|issue:44466", + "issue:46424|issue:46858", + "issue:44855|issue:45083", + "issue:43388|issue:43526", + "issue:43335|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:43606", + "issue:37428|issue:44351", + "issue:42490|issue:43854", + "issue:45520|issue:46170", + "issue:44448|issue:44743", + "issue:44617|issue:46697", + "issue:46431|issue:46566", + "issue:45290|issue:46326", + "issue:34689|issue:35141" + ], + "prepared_review_unit_hash": "c68d4cde35337ebb127e16edc611eb6e8207b3b0c9b1612b3fd3f0a68e3a43a6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35355, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not a duplicate cluster in any strong sense: they span unrelated bugs across loading, docs, cache, preprocessing, training, and model-specific regressions. All soft pairs should be rejected; the closest thing to a representative issue is a broad model-loading regression, but it still doesn\u2019t subsume the rest.", + "confidence": 0.94, + "canonical_issue_reason": "No real duplicate hub is present. If forced to choose an anchor, issue:43611 is the broadest cross-model loading regression, but it does not cover the heterogeneous rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43611 is the most representative single bug in the set because it is a general v5 loading regression affecting model instantiation, but the cluster is still too heterogeneous to treat it as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different failures: a Janus image-generation test vs a stale paging warning in generation; not the same code path." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss crash in LwDetrImageLoss versus missing auxiliary losses in D-FINE; separate training bugs." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they target different APIs and pages: pipeline() removals vs return_all_scores." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import error and a MacOS bus error on CLIP loading are unrelated runtime/env failures." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config.dtype after from_config versus a TimesFM window_size AttributeError; different configuration bugs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen text_config unwrapping and CLIP text-model structure mismatch are different model-family loading issues." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention2 test failures and a Trainer NoneType broadcast error are distinct failures in different subsystems." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory retention are unrelated inference vs lifecycle bugs." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers and legacy-field loading in BEiT are different initialization/load issues." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Whisper empty-transcription handling are separate preprocessing/generation bugs." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and a stale GraniteSpeech CI override test are not the same underlying problem." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Base-model-prefix loading regression and inconsistent lm_head serialization are different model-loading/serialization bugs." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Quantized-cache max length handling and device-tensor seq_length arithmetic breakage are cache-related but distinct code-path bugs." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parse error in DebertaV2Model and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is metric gathering truncation and the other is BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and GraniteSpeech device-override CI failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe helper behavior are different model issues." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Sparse-layer creation and Bark CPU-offload device mismatch are separate bugs." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing flash-support import and missing HybridCache import are both import errors but for different symbols and fixes." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7-Flash loading failure are not the same issue." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn KeyError on Python 3.13 and Windows ROCm torch.distributed dependency problems are unrelated environment/import bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output differences and recurrent-state reset with cache are different model-behavior regressions." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated performance vs preprocessing bugs." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template error and meta-device weight placement with device_map='auto' are different loading/preprocessing failures." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Tool-call empty-content chat-template crash and mistral_common continue_final_message behavior are related broadly, but not the same concrete bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and post_init reinitializing embeddings after resize are different bugs in 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": 33, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:47000" + ], + "soft_pairs": [ + "issue:45588|issue:45859", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:39692|issue:44493", + "issue:44514|issue:44521", + "issue:44206|issue:45823", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:10000|issue:15354", + "issue:43278|issue:43825", + "issue:44857|issue:45072", + "issue:45310|issue:45478", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:38175|issue:44493", + "issue:43550|issue:45083", + "issue:26413|issue:31501", + "issue:27957|issue:34689", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:29942|issue:35141", + "issue:45593|issue:47000", + "issue:44360|issue:44561", + "issue:29870|issue:32090" + ], + "prepared_review_unit_hash": "08d979b6f659a82cc28060a59497e5c067e1c0655dc0c9e7f558281bbec06b00", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36093, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated transformer bugs; only the two Qwen3.5-Moe from_pretrained reports are clear duplicates. The rest share broad subsystems at most, but not the same concrete failure mode.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45310 is the earlier and more substantive report of the exact Qwen3.5-Moe from_pretrained regression; issue:45478 is a near-identical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best canonical issue because it captures the same concrete bug as its duplicate and appears to be the original report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch attention/MIoE-adjacent code, but one is a flash-attention crash and the other is a CPU-offload incompatibility in a different path." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents vs position-id key warnings are unrelated failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs-example errors and BeitImageProcessorFast label reduction are different bugs in different components." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss AMP/CUDA crashes." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "A clearer LayoutLMv3 error message is not the same issue as a Trainer broadcast TypeError." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example issues do not match the unexpected position-id key regression." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input while the other returns wrong assistant masks; not the same concrete bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in an extractor and a Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a GPU broadcast NoneType error." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a GraniteSpeech stale-device CI test are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are separate model/tokenizer issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.script generator-expression export failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to pipeline translation-task messaging." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and code paths with different symptoms." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact Qwen3.5-Moe from_pretrained error on transformers>=5.4.0; clearly duplicate reports of the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS bus error on CLIP loading are not the same underlying problem." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path slash import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms in different models." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both are training-flow issues, but one is a resume_from_checkpoint epoch_iterator failure and the other is training not starting; too different to merge." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse and category-limit runtime error are different bugs." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer exception masking and a missing import_utils helper are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing FA2 tests and embedding reinitialization after resize are different code-path problems." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE and RTDetrLoss infeasible cost-matrix crashes are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate decoder_attention_mask assignment bug is unrelated to the Trainer GPU broadcast NoneType error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the Qwen3.5-Moe pair (issue:45310 / issue:45478) has identical titles and very similar bodies, so treating them as duplicates is conservative. The remaining soft-edge decisions also stay conservative and are supported by the packet\u2019s distinct titles/symptoms, with no obvious 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": 34, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:29870|issue:33290", + "issue:44464|issue:46424", + "issue:44448|issue:44977", + "issue:32090|issue:33290", + "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:43257|issue:43299", + "issue:40444|issue:43526", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:42490|issue:43873", + "issue:44530|issue:47276", + "issue:44561|issue:44779", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:43381|issue:43701", + "issue:43873|issue:45229", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:44186|issue:45198", + "issue:46421|issue:46858", + "issue:43278|issue:43575", + "issue:29942|issue:30064", + "issue:44361|issue:45198" + ], + "prepared_review_unit_hash": "3b084f6d2ce5e8787caa441629755c24aee575a7229d75fde09a3c818452a5a1", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a collection of mostly unrelated Transformers issues; none of the soft pairs look like the same underlying bug closely enough to merge. The strongest cluster representative is the actively discussed quantization/offloading issue.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 has the strongest signal as a representative: highest discussion/inbound activity in the set, a concrete reproducible failure, and broad enough scope to serve as the cluster label.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is well-scoped, actively discussed, and likely to attract/anchor related reports about offloading and quantization behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different problems: one is a missing private flash-attention utility import, the other is TensorFlow not being included in a torch-only install." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different failure modes: evaluation dtype drift for embeddings vs a multimodal token-counting bug in a video branch." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal/chat flows, but one is a crash on assistant tool-call messages and the other is incorrect video vision position IDs; not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Different root causes and surfaces: BART generate() decoder mask initialization vs DeepSpeed Adafactor OOM." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is inconsistent outputs with compiled forward chunked generation, while the other is a cache-length config being honored only for quantized cache." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model/regression: Pegasus output differences across v4/v5 vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different issues: trainer broadcast TypeError with NoneType vs memory OOM from Adafactor in DeepSpeed." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "One is a dtype mismatch during eval; the other is gradient checkpointing disallowed in eval mode. Related theme, not same bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated: pipeline top_k output nesting change vs trainer GPU broadcast TypeError." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Related to Qwen3/MoE loading, but one is an accelerate+deepspeed weight conversion issue and the other is a v5 loading regression; too distinct to merge." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different components and symptoms: multimodal finetuning with multiple images per prompt vs BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Both are multimodal/video-related, but one crashes on chat template tool calls while the other is a video processor padding bug." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Different import/runtime failures: Python 3.13 IndentationError in DebertaV2Model vs Qwen3.5 kernel registration missing decorator." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs in config and causes generation IndexError, while the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different bugs: flash-attention generation failure for Qwen3.5 vs multi-GPU CUDA OOM for Gemma4 31B." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Different tokenizer/input issues: wrong token IDs from AutoTokenizer regression vs return_tensors being ignored when text_kwargs is passed explicitly." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Different loading/path warning issue vs quantization offloading not working as expected; no shared code-path bug." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "Different problems: PagedAttentionCache crashing on invalid group type vs a misleading synced_gpus warning message." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one breaks trust_remote_code models due to removed helper availability and the other is a DeepSeek tokenizer correctness regression." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer/model areas: LayoutLMv3 error messaging for insufficient box information vs TrainerState token counter not updating." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different symptoms and likely fixes: MacOS bus error with community CLIP model vs SigLIP2 documentation example errors." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different behaviors: gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/large-model pain, but one is offloading with quantization and the other is explicit multi-GPU CUDA OOM on Gemma4; not the same underlying bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific configuration mismatch vs flash-attention generation failure." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different regressions: generation output divergence between v4/v5 vs inconsistent lm_head.weight serialization depending on device." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and failures: LayoutLMv2 NER padding/truncation crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Different cache/compile issues: spurious recompilation from lazy cache init vs get_seq_length returning a device tensor and breaking slice arithmetic." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Both are about dtype/memory-ish model loading concerns, but one is BF16-to-FP32 eval drift and the other is tensor-parallel OOM on a specific Qwen2-57B model." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different subsystems: failing Flash Attention 2 tests vs image processor failing on void segmentation maps." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer issues: MLukeTokenizer AttributeError on tasks vs Wav2Vec2 save_pretrained/tokenization 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": 35, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:45588|issue:45823", + "issue:43976|issue:45440", + "issue:41720|issue:45229", + "issue:29870|issue:34689", + "issue:44206|issue:44479", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:43653|issue:44442", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:44265|issue:45198", + "issue:44568|issue:45491", + "issue:43756|issue:45440", + "issue:43575|issue:43701", + "issue:42915|issue:42994", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:43994", + "issue:43575|issue:44387", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:35141", + "issue:43994|issue:45412", + "issue:43526|issue:47217", + "issue:45372|issue:45588", + "issue:45406|issue:46701", + "issue:43334|issue:43531", + "issue:44442|issue:45072" + ], + "prepared_review_unit_hash": "d273b2d3e234ebe683aac0a551dcd3dc3cc80fe3ef223d1e543eadeaadd8ed68", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36851, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs share only broad keywords (model loading, OOM, tokenizer, Gemma/Qwen, etc.) but not the same underlying bug or fix. I rejected all soft edges and found no clear canonical issue in the set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items cover many unrelated reports rather than one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: the cluster is too diverse for one issue to serve as a representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma/Gemma4-related, but one is a flash_attention crash on s_aux=None and the other is a device-map mismatch during forward; different code paths and failures." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "One is a Python/version compatibility problem in 5.1.0; the other is a divergence between native and remote DeepSeekV3 MoE behavior. Not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both mention CUDA/OOM-like failures, but one is a Qwen3 auto device-mapping assert on A800 and the other is Gemma4 multi-GPU OOM during inference." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() hits an UnboundLocalError for decoder_attention_mask; Llama 3.2 Vision has a model-loading regression. Different subsystems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but one is a feature extractor argument error and the other is a video-input regression for Qwen VL models. Not the same underlying fix." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "One is a base_model_prefix loading break in Transformers 5.0.0; the other is a TypeError in rope-parameter validation with a JSON-loaded list." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure versus a bare-except bug in FuyuBatchFeature. Different components and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is a BigBird special-token registration bug and the other is AutoTokenizer failing to load a different tokenizer class." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "PatchTSMixer post_init handling and a misleading synced_gpus warning in continuous batching are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention generation failure; the other is a stale warning in paged generate(). Same area, but not the same bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure and flash_attention crash on s_aux=None are different code paths and different symptoms." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 save_pretrained/tokenization issues." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "A tokenizer special-token bug is unrelated to Gemma3 NaN embeddings in mixed-length sliding-window attention." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both involve model architecture discrepancies, but Smollm3 RoPE-layer counts and DeepseekV3MoE divergence are separate models and fixes." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM while loading Qwen2-57B is not the same as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both touch quantization, but one is a FineGrainedFP8Config failure and the other is quantized model saving failure; different stages and bugs." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A trailing-slash local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Siglip2 nonsense outputs are different model issues with no shared code-path." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is a tp loading OOM for a specific Qwen model and the other is a Transformers 5.x int4 CUDA reserved-memory regression." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs from sliding-window all-padding windows and a long-context FA2 performance regression are distinct attention bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy convolution and RT-DETR memory not being released are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-input error messaging and token-embedding reinitialization after resize are separate problems." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 wrong inference results and RT-DETR memory retention do not look like the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to VL image-placeholder handling in user text." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import/loading failure from mistral_common is unrelated to a flash_attention runtime crash." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer during serve and DiffusionGemmaGenerationOutput pipeline failure are different failures and code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are separate model-family bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + } + ] + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43316", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46697", + "issue:46821", + "issue:47312" + ], + "soft_pairs": [ + "issue:45440|issue:45593", + "issue:44625|issue:45584", + "issue:45459|issue:45712", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:27957|issue:33290", + "issue:45372|issue:45406", + "issue:45245|issue:45563", + "issue:33290|issue:34689", + "issue:45372|issue:45459", + "issue:43526|issue:45834", + "issue:27957|issue:29127", + "issue:33290|issue:35141", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:43381|issue:43873", + "issue:43994|issue:46369", + "issue:44857|issue:45588", + "issue:45250|issue:46640", + "issue:42915|issue:43931", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:44442|issue:44898", + "issue:43316|issue:47312", + "issue:46121|issue:46399", + "issue:44743|issue:44811", + "issue:45325|issue:46697" + ], + "prepared_review_unit_hash": "8e02a312fdd58605ea02233b2fa38d25360a9d1960f9430d4d306e6b9569154c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span many unrelated Transformer bugs/features across different models and subsystems. All soft edges look like broad keyword matches rather than the same underlying issue, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not center on one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for duplication triage; any representative would be arbitrary because the items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model families and failures: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer/protobuf error handling vs leftover dummy classes; different code paths and root causes." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Special-token post-processor updates vs Gemma3 NaN embeddings; same broad tokenizer/model area only." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is an RT-DETR GC leak and the other is a sam3-litetext overflow; not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenization, but one is decoder-type metadata in v5 and the other ignores tokenizer.json; distinct failures." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support vs Adafactor OOM in DeepSpeed are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma-related but different problems: import error for ReasoningEffort vs missing _tokenizer in serve." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error vs stale warning in paged generate; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM vs Llama 3.2 Vision model-loading breakage; different issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Import-time ReasoningEffort failure vs hidden tokenizer errors when protobuf is absent; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error; different processors and symptoms." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs layoutlmv3 error-message clarity; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM in DeepSpeed vs embedding reinitialization after resize; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image-processor label reduction bug vs Flash Attention 2 performance regression; different subsystems." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2.5-VL class import vs a vague dependency issue; too broad and not the same underlying bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs quantization offloading behavior; distinct problems." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 inference nonsense vs sam3-litetext memory overflow; unrelated model-specific failures." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss vs flash_attention s_aux=None AttributeError; different code paths." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a broad feature issue and the other is a different open FA2 problem; insufficient evidence of the same fix." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen models and failure modes: FineGrainedFP8Config vs weight-shape mismatch on model load." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink-less-model AttributeError vs TimesFM window_size AttributeError; unrelated subsystems." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched apply_chat_template padding bug vs video vision_position_ids bug; both Qwen2.5-VL but different code paths and root causes." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver image-classification failure; unrelated." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs kernel compatibility issue; not the same bug." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError on JSON-loaded list vs missing-decorator kernel registration crash; different layers." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in modular Qwen3.5 vs Whisper batch_decode skip_special_tokens handling; unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling bug vs Swin2SR over-padding; different models and preprocessing logic." + } + ] + }, + "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": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43646", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45440", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506" + ], + "soft_pairs": [ + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:43761|issue:45859", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:42490|issue:44743", + "issue:43873|issue:44871", + "issue:44077|issue:44479", + "issue:43643|issue:44913", + "issue:43493|issue:43827", + "issue:43316|issue:45759", + "issue:25251|issue:28282", + "issue:44062|issue:45907", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:44855|issue:45137", + "issue:43575|issue:43742", + "issue:43606|issue:43701", + "issue:43701|issue:46506", + "issue:43931|issue:45216", + "issue:44190|issue:44496" + ], + "prepared_review_unit_hash": "3294a21103a621e32e36532ca33bfea192e671f629a345205e271ef0afcc8594", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35823, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose mix of unrelated Transformers bugs, regressions, and feature issues across different models and subsystems. The title overlap is mostly superficial; none of the soft pairs look like the same underlying defect or change, so there is no clear canonical duplicate to collapse onto.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention model initialization, but one is a global v5 custom-model init regression and the other is a specific patchtsmixer post_init policy issue; different code paths and fixes." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention generation bug; the other is a category-cardinality runtime error. No shared bug." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different audio/chat-template sampling-rate behavior vs feature-extractor center-argument crash. Unrelated components." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_5Moe rotary embedding CPU offload issue are different model families and failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading under accelerate vs tokenizer loading failure; only broad 'loading' similarity." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to BART generate() decoder_attention_mask initialization." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Both touch backend/import utilities, but one is a packaging/backend selection issue and the other is a missing helper symbol." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path slash warning and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma eos_token_id config mismatch are different defects." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init removal for a model class is unrelated to a video-input regression in Qwen variants." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code config field loss and GPTNeoX rotary_pct persistence are distinct config serialization bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 JAX/HF parity issue versus documentation lag after pipeline removals; not the same change." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern multimodal config handling, but one is an API discrepancy in Gemma3TextConfig and the other is missing text_config unwrapping in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug and AutoModel missing PyTorch import error are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config issues." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSeekV3MoE divergence are different model-specific problems." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are not the same loading bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A transformers version compatibility failure on one model is unrelated to tensorflow_text backend registration." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure and tp OOM when loading Qwen2-57B are different issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error and DeepSpeed ZeRO3 deque underflow are different error sources." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel load and key error loading MobileLLM are distinct load-time problems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch versus CPU/CUDA output differences are separate bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect checkpoint save format are different sides of the lifecycle and not the same defect." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script and unrecognized model/config 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": 38, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:27957|issue:32090", + "issue:43761|issue:44079", + "issue:44442|issue:45803", + "issue:42490|issue:47276", + "issue:46829|issue:46932", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43295|issue:43825", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:16998|issue:22355", + "issue:43316|issue:43716", + "issue:44521|issue:47217", + "issue:42907|issue:45698", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44077|issue:44534", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43065|issue:44617", + "issue:43572|issue:46178", + "issue:43540|issue:44514" + ], + "prepared_review_unit_hash": "c2b97c4daa15fecd888e73b0136a5d27fab09ca9309295eb1b947b3c6e02fc7b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34853, + "estimated_input_tokens": 8714, + "estimated_eval_tokens": 17684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers issues. The soft pairs mostly share broad themes like regressions, multimodal processing, or loading/saving, but they do not look like the same underlying bug or change path.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the items span distinct failures in generation, model loading, configs, attention kernels, preprocessing, and import/dependency handling.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global canonical for the cluster; the closest matches are only superficially similar and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different problems: XLMRoberta FlashAttention support vs a Trainer distributed broadcast TypeError." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVision forward output behavior; the other is generic ModelOutput key assignment when a prior value was None." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and Fuyu tensor conversion error are unrelated code paths." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Both involve warnings, but the local-path import warning and synced_gpus warning are separate behaviors." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different model families and bugs: VideoPrism output fields vs Gemma4 quantized dtype casting." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression is not the same as Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both are token-related, but one is Gemma config mismatch and the other is Whisper empty-transcription generation failure." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline translation warning are different issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync bug and gather_for_metrics label truncation affect different subsystems." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states output bug is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question and an import error for transformers.onnx are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy and multimodal dtype mismatch are separate problems." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal template issues, but assistant_mask generation and image-placeholder-in-user-text failures are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct save/load issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad custom-model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing utility symbol in import_utils and kernels v0.15 dependency/version failure are different import-time issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage is a different cause than missing model_type in config.json." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and sinq quantized save/load breakage do not share the same root cause." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "post_init API allowance and non-persistent buffer junk are unrelated v5 regressions." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled chunked generation output inconsistency and cache lazy-init recompilation are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention failure affect different code paths." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are unrelated models and failures." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu conversion is not the same as a Trainer import conflict with datasets." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d architecture issue and Sam3Video CUDA OOM are different problems." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and missing tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe and batched chat-template padding crash are different multimodal bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 39, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:44610|issue:46369", + "issue:44792|issue:44977", + "issue:45381|issue:47217", + "issue:45542|issue:46234", + "issue:43352|issue:46640", + "issue:44792|issue:45600", + "issue:44479|issue:47217", + "issue:43504|issue:45698", + "issue:25251|issue:27957", + "issue:44534|issue:44913", + "issue:45632|issue:46424", + "issue:43525|issue:43531", + "issue:35141|issue:42490", + "issue:45803|issue:46170", + "issue:44242|issue:46894", + "issue:46693|issue:47217", + "issue:45127|issue:45200", + "issue:43931|issue:44060", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43650|issue:46202", + "issue:44792|issue:45405", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:43388|issue:43688" + ], + "prepared_review_unit_hash": "3206508e2bea26eb50c3d446f5c4a36cacf04603fe76ed0455ebaafe1de1cccd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34982, + "estimated_input_tokens": 8746, + "estimated_eval_tokens": 17748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like keyword-level collisions rather than true duplicates: they usually differ by model, code path, or failure mode. No PRs are present. The strongest single issue candidate in the set is the FA2 long-context regression report.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46693 is the clearest and most central bug report here: it has a concrete regression window (after 5.2.0), a specific failure mode, and substantial discussion/inbound attention.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the most actionable representative issue in the set, with the strongest evidence of a real regression and the broadest maintainer attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different bugs: one is a processor/model input-size mismatch for OmDet-Turbo, the other is a memory overflow report for sam3-litetext." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but the concrete bug differs: wrong vision_position_ids on video input vs failure when an image placeholder appears in user text." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated areas: TensorBoard/TensorFlow backend import error vs missing import_utils helper for Falcon Mamba SSM." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too broad to merge: one says NemotronHForCausalLM does not support FA2 yet, the other is a generic FA2 issue with no concrete shared code-path shown." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: janus test regression vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both involve multimodal inputs, but one is a v5.3.0 video-input regression across several models and the other is an image-placeholder-in-text failure." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different loading paths: legacy preset field for Beit semantic segmentation vs custom-module mismatch after save_pretrained/from_pretrained." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Completely unrelated: pipeline top_k output nesting bug vs XLMRoberta flash-attention support issue." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different persistence bugs: non-persistent buffers getting junk in v5 vs GPTNeoXConfig rotary_pct not surviving reload." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Different cache issues: trust_remote_code path collision for local models vs max_cache_length only honored for Quantized Cache." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different config/runtime problems: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Not the same bug: embedding reinitialization after resize vs spurious import warning for local model paths ending with a slash." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different root causes: bare except swallowing exceptions in Fuyu tensor conversion vs Windows/ROCm import failure tied to torch.distributed." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both are loss-related, but the concrete problem differs: missing load-balancing loss vs a double-shift training-loss bug." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Both mention generation, but one is an FA2 long-context performance regression and the other is a VL placeholder-placement failure." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different subsystems: LoRA merge collapse with extended vocab vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different model-load issues: shape mismatch for Qwen3-VL-30B-A3B-Instruct vs tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different multimodal pipeline bugs: video-classification selecting image processors vs SAM 3 video encoder output missing an attribute." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state handling, but one is a GenerationMixin cache regression and the other is recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No overlap beyond generic bug report wording: an empty placeholder request vs a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: janus image-generation test failure vs a PEFT version bump complaint." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading contexts: local dataset loading in an image-classification example vs Phi-4-multimodal model loading on latest transformers." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes: Python 3.13 IndentationError in torch.jit/script parsing vs flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: decoder_attention_mask unbound in Bart generation vs output embedding reinitialized after resizing token embeddings." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both touch training/eval math, but one drops labels in gather_for_metrics while the other misnormalizes auxiliary loss in MoE 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": 40, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46399", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:46082|issue:46697", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:43644|issue:44913", + "issue:45245|issue:46858", + "issue:44617|issue:45584", + "issue:46399|issue:47312", + "issue:43335|issue:44855", + "issue:44734|issue:45406", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:45588|issue:47013", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43827|issue:47321", + "issue:25251|issue:29870", + "issue:43550|issue:44190", + "issue:45563|issue:45584", + "issue:43854|issue:44792", + "issue:39692|issue:47321", + "issue:45381|issue:46655", + "issue:43065|issue:44610", + "issue:44933|issue:45362", + "issue:44617|issue:46369", + "issue:43335|issue:44190", + "issue:44242|issue:46897", + "issue:44479|issue:44734", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:44779|issue:46489" + ], + "prepared_review_unit_hash": "f832300685424b70f50cccda98f67bda771b2f5f657b45e57edeb821390fc721", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft pairs are clearly unrelated despite superficial subsystem overlap. The only likely duplicate is the DeepSeek tokenizer regression pair, where one issue is the broader v5 tokenizer breakage and the other is a narrower variant/gap in the same fix.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 44779 is the broadest and clearest statement of the DeepSeek v5 tokenizer regression; 46489 reads like a narrower follow-up tied to the same root problem and PR gap.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44779 best captures the underlying bug in a general, reusable way and is the best duplicate target for the DeepSeek tokenizer regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated bugs: LlamaConfig head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and different code paths." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs reference after pipeline removals vs SigLIP2 model/processor and quantization errors are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different config/state bugs: non-persistent buffer initialization vs rotary_pct not persisting on reload." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category cardinality error and cache sequence-length tensor arithmetic are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Both involve kernels, but one is a missing decorator registration bug and the other is version incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation bug and Python 3.13 TorchScript parsing error are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve crashes, but one is KV-cache indexing and the other is a missing processor attribute." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing-token crash and RT-DETR feature-level mismatch are different failures." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both are cache/trust_remote_code related, but the titles point to different symptoms and no shared root cause is clear." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different runtime assertions in different subsystems; not the same code-path bug." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Multimodal video position-id regression and Sam3 memory overflow are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert during auto device mapping is unrelated to the category-limit RuntimeError." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Docs stale reference vs AMD quark class update are not the same issue." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting bug and Bart generate UnboundLocalError are distinct generate-path issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure and local dataset loading failure are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning in paged generate and Whisper empty transcription crash are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM unit-test load failure and Janus image-generation test failure are different model-specific issues." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs errors and AMD quark class update are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the concrete bugs differ: position ids vs padding calculation." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and OmDet processor size mismatch are different problems." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are resource-related but not the same model or failure mode." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Config layer creation bug and dataset loading script failure are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift training-loss bug are different MOE/training issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and KV-cache continuation crash are separate code paths." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor API regression and resize_token_embeddings not propagating are unrelated Gemma4 bugs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression in transformers v5; 46489 is a narrower variant/gap in the same fix." + }, + { + "left": "issue:45276", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 embedding resize propagation and quantized embedders dtype casting are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The DeepSeek pair is grounded by the issue titles and both describe the same tokenizer regression family in v5, with 46489 explicitly framing itself as a gap in the earlier fix. The other soft-edge verdicts stay conservative and are supported by the distinct titles/body summaries in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 41, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43335", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43644", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46421", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43526|issue:46697", + "issue:43673|issue:46421", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:47145|issue:47321", + "issue:45276|issue:45584", + "issue:43854|issue:44964", + "issue:44112|issue:45600", + "issue:43643|issue:44496", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:43994|issue:47321", + "issue:43317|issue:47312", + "issue:43644|issue:47321", + "issue:27957|issue:35141", + "issue:44246|issue:45003", + "issue:45290|issue:46752", + "issue:44112|issue:44964", + "issue:43673|issue:46858", + "issue:44964|issue:45600", + "issue:42175|issue:44279", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:44737|issue:45803", + "issue:42796|issue:44521", + "issue:44938|issue:45542", + "issue:44496|issue:47217", + "issue:43531|issue:45600", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "ed3c1c21fda848995aa2777ab5bb0b64a661d025c300e4a1a041775cd2b3228e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "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 bug reports across tokenizers, model loading/saving, generation, chat templates, config handling, device/offload, CI, and backend packaging. No PRs are present, and none of the soft pairs look like the same concrete underlying issue/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits: the issues describe different code paths and symptoms, so any one of them would misrepresent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the cluster is heterogeneous rather than one bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processing bugs: one is about BeitImageProcessorFast reducing labels incorrectly, the other about Swin2SR over-padding images." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache, but the failures differ: missing GenerationMixin cache in v5.0.0 vs lazy cache initialization causing recompilation with chunked prefill." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save/merge correctness, but one is LoRA merge with tied embeddings and the other is Qwen3.5 save_pretrained visual encoder key regression; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different multimodal bugs: video processing in Qwen3OmniMoe vs KV-cache continuation indexing in transformers serve." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 compressed-tensors weight_scale loading bug is unrelated to AMD quark class metadata/update issue." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Both touch embeddings or generation, but one is Gemma4 resize_token_embeddings propagation and the other is Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading problems, but they involve different models and likely different loader failures (unit-test GLM-4.7-Flash vs Phi-4-multimodal-instruct)." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in GraniteSpeech stale device override tests are unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading problems: missing fields with trust_remote_code in AutoConfig vs unrecognized model_type in a model config." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both mention repository/file listing behavior, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision; different APIs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal chat/template handling, but one is zero assistant masks and the other is wrong vision_position_ids for Qwen2.5-VL video input." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "Siglip2 inference/pipeline corruption is unrelated to AMD quark class update." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "device_map=auto dequantized-model offload failure is unrelated to kernel compatibility with version 0.16." + }, + { + "left": "issue:43644", + "right": "issue:47321", + "accept": false, + "reason": "Non-persistent buffers being filled with junk in Transformers 5.0.0 is unrelated to AMD quark class updates." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Both mention embedding behavior, but XLMRoberta Flash Attention 2 support and post_init reinitializing output embeddings are different issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown from transformers and unsafe sys.modules access are different import-time problems with different root causes." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is tool-call assistant messages with no content and the other is an empty list IndexError; not the same failure." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness for GraniteSpeech device override is unrelated to loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache internals, but one is missing GenerationMixin cache in v5.0.0 during chunked prefill and the other is device-tensor seq_length breaking static cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model-loading failure for Phi-4-multimodal-instruct is unrelated to stale auto_mappings.py entries causing CI breakage." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both are packaging/dependency issues, but one is missing TensorFlow in the torch extra and the other is a general dependency problem with transformers." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer/_gpu_broadcast_one NoneType error is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen-style model saving/tied weights, but one is untied lm_head in Mistral3ForConditionalGeneration and the other is incorrect Qwen3.5 checkpoint saving; distinct model families and bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to FuyuBatchFeature swallowing KeyboardInterrupt with bare except." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different subsystems and failure modes." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend despite tensorboard being installed are unrelated environment/package issues." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model config and VL image placeholder handling are different loading vs chat-template/multimodal formatting problems." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and D-FINE auxiliary-loss omission are different model-architecture bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 42, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45588", + "issue:45593", + "issue:45632", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:45632|issue:46234", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:44295|issue:46506", + "issue:43976|issue:44987", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:44683|issue:45446", + "issue:44496|issue:45759", + "issue:43526|issue:43901", + "issue:39692|issue:46932", + "issue:42994|issue:47333", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:46082|issue:46121", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:44279|issue:46515", + "issue:44792|issue:46424", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:42994|issue:47332", + "issue:43441|issue:45588", + "issue:44327|issue:46752", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:43479|issue:45375" + ], + "prepared_review_unit_hash": "eaad26b6a4b49dd9cd96fd292dbbcafb331650a48c48cdd95bd0b6a4c3257fa7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36652, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous bug reports; none of the soft pairs look like the same concrete underlying issue, so all soft edges should be rejected. The strongest anchor among the items is the recent, detailed disk-offload save failure report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:47333 is the best anchor because it is recent, concrete, still open, and has the most explicit follow-up/references among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47333 is the most suitable global representative: it describes a specific reproducible save failure, is actively referenced, and appears more actionable than the other mostly isolated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different failures: cache-path collision for local trust_remote_code models vs a missing import_utils availability helper." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and code paths: Qwen2_5_VLImageProcessor vs AutoImageProcessor." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Unrelated missing imports in different modules; no shared concrete bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: unrecognized model loading vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Regression in processor/tokenizer image handling vs resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different code paths: qwen3_omni_moe feature-length helper vs CPU/CUDA output mismatch in PPDocLayoutV3." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Registering position_ids as a buffer issue is unrelated to CPU/CUDA divergent outputs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version incompatibility is unrelated to loading a specific model checkpoint." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup bug vs notebook syntax error; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache terminology, but one is missing GenerationMixin cache in chunked prefill while the other is max_cache_length handling in quantized cache." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is torch>=2.9 compilation failure and the other is a version-check/import gate bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different issues: unrecognized model config vs AutoModelForCausalLM.from_config failing to unwrap multimodal text_config." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction bug vs documentation mismatch for text classification pipeline." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "SigLIP2 docs/model-processor errors are unrelated to Gemma4 quantized vision/audio dtype casting." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both are save failures, but one is generic quantized-model saving and the other is disk-offloaded Qwen3-VL saving; too different to merge." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-missing during chunked prefill is unrelated to ANSI code emission in loading_report." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and missing auxiliary losses in D-FINE are unrelated bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-params JSON list handling are different config-validation bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to the audio feature extraction TypeError." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral models, but one is saving dequantized weights and the other is FlashAttention failure in v5 RC." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue is unrelated to a specific torch 2.4.1 incompatibility." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max length semantics." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title vs audio feature extraction bug; no overlap." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken special-argument error are distinct failures." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but one is missing Qwen2_5_VLForConditionalGeneration export and the other is a nonexistent image_utils import." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs in different models; no shared concrete code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 43, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:45335|issue:45584", + "issue:43901|issue:44496", + "issue:43299|issue:45216", + "issue:43295|issue:44779", + "issue:43901|issue:47217", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:41950|issue:45020", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:43577|issue:45216", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "issue:44075|issue:44368", + "issue:44466|issue:45276", + "issue:43976|issue:45405", + "issue:41950|issue:45823", + "issue:43653|issue:45593", + "issue:43381|issue:47000", + "issue:43299|issue:45357", + "issue:44462|issue:45081", + "issue:44351|issue:45278", + "issue:43644|issue:47145", + "issue:46082|issue:46399", + "issue:46082|issue:46512", + "issue:43299|issue:43854", + "issue:43650|issue:46209", + "issue:43931|issue:47145", + "issue:44016|issue:44291" + ], + "prepared_review_unit_hash": "b1f9acec2d4b1be54070ec07705f8df2177406cc54500be8a9b951053250d04d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36006, + "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 not a single duplicate family; it\u2019s a loose set of unrelated Transformers issues spanning tokenizers, model loading, docs, and regressions. All soft-similarity pairs are too broad or touch different concrete failures, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation/embedding behavior, but one is a Gemma/tied-embedding resizing bug and the other is a Whisper empty-transcription failure after token alignment; different code paths and fixes." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to an unrecognized-model/config.json loading error." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a VL model-loading regression and the other is incorrect save_pretrained output; distinct bugs." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer regression for images is unrelated to Deepseek tokenizer output corruption." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "A docs note about return_all_scores is not the same as a VL model failing when an image placeholder appears in user text." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency trouble is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example error and the other is a pipeline API documentation/behavior mismatch." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup is unrelated to remote_code model breakage." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an unrelated placeholder issue with no specific technical overlap." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained corruption are different model-specific bugs." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state is not the same as Rust-backed tokenizers no longer being thread-safe." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "A final-batch pipeline flag bug is unrelated to a memory overflow in sam3-litetext." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD optimizer args and a tie_word_embeddings warning are different configuration issues." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization inconsistency for lm_head.weight is not the same as resize_token_embeddings failing to update Gemma4 outputs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and an unreleased PEFT dependency bump are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Processor selection in a video pipeline is unrelated to Gemma4 PLE device placement during forward." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and RTDetrLoss infeasible cost matrix are different failures." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is incorrect visual-encoder key serialization." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is not the same bug as a Mistral regex patch crashing on a missing backend_tokenizer attribute." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad set of import errors after upgrade are not the same concrete issue." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Both are load-time correctness problems, but non-persistent junk buffers and missing FP8 weight_scale application are distinct mechanisms." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation for head_dim is unrelated to a Qwen3.5 kernel-registration crash." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Explicit head_dim rejection and stale model.config.dtype after from_config are different configuration bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading issues are unrelated model-specific problems." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder issue with no clear technical content is not the same as FP8 inference failing on B200." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and FP8 frozen-checkpoint scaling corruption are different loading errors." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 44, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44242|issue:45200", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:43873|issue:47145", + "issue:44336|issue:46851", + "issue:45103|issue:45372", + "issue:43479|issue:43525", + "issue:42994|issue:43317", + "issue:45859|issue:46851", + "issue:44623|issue:44749", + "issue:43441|issue:45834", + "issue:44246|issue:47217", + "issue:33290|issue:45656", + "issue:44671|issue:44779", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:45542|issue:45800", + "issue:44186|issue:47000", + "issue:44016|issue:45823", + "issue:43525|issue:43881", + "issue:44261|issue:44263", + "issue:43784|issue:45542", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43525|issue:43643", + "issue:43575|issue:47145", + "issue:45600|issue:45712" + ], + "prepared_review_unit_hash": "1b9fd8f75015c13be8af97fe5ad375b54363f5f2830bf7ab751b03206729d535", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35469, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; the soft edges are mostly superficial keyword matches across distinct bugs. I\u2019d keep a broad quantization/offload report as the best issue anchor, but I would not merge any of the proposed issue pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy open report in the set, centered on quantization/offload behavior that could plausibly subsume related follow-up reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest combination of scope, ongoing activity, and external references, making it the best representative issue in an otherwise mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different subsystems and failure modes: MoE load-balancing loss vs Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch 2.9 flex_attention regression is unrelated to TensorFlow backend installation/import behavior." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention sink-less crash and RTDetrLoss infeasible cost matrix are unrelated code paths." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash is unrelated to Hub file listing revision forwarding." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both mention quantization/offload, but one is general offloading behavior and the other is a specific FP8 weight_scale load corruption bug." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color output in loading reports is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing and Gemma 4 processor dependency import errors are different failure paths." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Config default initialization for Phi4Multimodal is unrelated to missing pad_token_id on Llama4Config." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized load/offload failure are related only broadly, not the same concrete bug." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as variable-length input failures." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and tokenizer slowdown after version upgrade are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR long-input index error are different model-specific bugs." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import-time slowness is unrelated to VL image placeholder handling in user text." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM under DeepSpeed and optimizer step being called twice are not the same concrete bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression are separate model-specific issues." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging omission is unrelated to the Python version compatibility regression." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file loss is unrelated to gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-only TensorFlow backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are different model/task bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different model/config issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is an MLA rms_norm_eps precision issue and the other is a torch.split return-value bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers failing on nn is unrelated to TensorFlow backend installation errors." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline return_all_scores is unrelated to import latency." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are distinct features/code paths." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config missing pad_token_id is not the same as AutoConfig remote-code field loss." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to FP8 compressed-tensors weight_scale corruption." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Auto-mapping stale config references and leftover dummy_pt_objects classes are unrelated CI hygiene 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": 45, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:42796", + "issue:43299", + "issue:43441", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47333" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:43824|issue:43976", + "issue:44336|issue:44373", + "issue:45362|issue:47333", + "issue:47176|issue:47177", + "issue:43723|issue:44162", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:44871|issue:47145", + "issue:42617|issue:43976", + "issue:46291|issue:46399", + "issue:46655|issue:46726", + "issue:45083|issue:46851", + "issue:45003|issue:47217", + "issue:46399|issue:46851", + "issue:45072|issue:46829", + "issue:42491|issue:43299", + "issue:43526|issue:45003", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:45003|issue:46821", + "issue:45588|issue:46851", + "issue:45561|issue:45563", + "issue:44336|issue:46424", + "issue:46614|issue:46665", + "issue:43550|issue:46506" + ], + "prepared_review_unit_hash": "4ccf8c704b3e35a62f84d6a82f10412ae24cc309312bb342ba85a679fb45cd35", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36983, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated model-loading, tokenizer, utility, testing, or security bugs. No soft-edge pair looks like the same underlying fix.", + "confidence": 0.98, + "canonical_issue_reason": "43299 is the closest representative of the only recurring theme here (Qwen/MoE load regressions on v5), but the cluster as a whole is too mixed to have a true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "43299 is the highest-signal, version-specific model-loading regression among the issues; the rest are mostly unrelated one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization error vs Qwen3.5 chat crash; different models and failure paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI handling in loading_report; unrelated subsystems." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Ministral tokenizer BPE-marker issue vs Ministral FlashAttention crash; same model family but different concrete bugs." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Qwen2.5-VL still-image rope scaling vs Qwen3.5 variable-length position_ids; different models and mechanisms." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL import vs Python version support regression; unrelated causes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output bug vs docstring typo for position_ids; not the same issue." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Chat crash for Qwen3.5 vs offloaded Qwen3-30B save failure; different code paths." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Shell-operator allowlist bypass vs tar/zip-slip arbitrary write; both security issues but clearly different vulnerabilities." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading failure in v5 vs ESM2 brokenness; unrelated models and symptoms." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency vs unrecognized model config error; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs gemma-4 zero3 from_pretrained failure; different layers." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id inconsistency vs FP8 weight_scale omission; unrelated model semantics." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py execution failure vs Python 3.9/3.10 compatibility regression; different problems." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "pipelines import dependency/version issue vs Qwen3.5 kernel registration crash; only loosely kernel-related." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding miscalculation in SmolVLM vs missing-vision-backend AutoProcessor import error; different failure points." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3 Omni MoE feature-length helper bug vs Qwen3.5 position_ids variable-length crash; different model families and code paths." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access vs VL image-placeholder handling; unrelated bugs." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel decorator registration failure vs position_ids variable-length crash; different subsystems." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in inference vs incorrect hidden_states assignment; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/v5, but one is LoRA compatibility across hf4.x\u2192hf5.x and the other is direct model loading; not clearly the same code-path." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug vs sys.modules access bug; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer read error vs gemma-4 zero3 loading issue; different triggers." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance regression vs Gemma eos token config mismatch; no shared underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs empty-list chat template IndexError; different inputs and code paths." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling vs Qwen3.5 kernel registration; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules safety bug vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention sink-less-model crash vs Qwen3.5 variable-length position_ids issue; different areas." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race on captured_info.txt vs stale warning for num_return_sequences; both testing-related but not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI code emission bug vs cache max length honoring bug; unrelated utilities." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend after language switch vs from_pretrained behavior inside Python classes; different state-management issues." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba vs CPU/CUDA divergence in PPDocLayoutV3; 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": 46, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:42915", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:44242|issue:45593", + "issue:44779|issue:45292", + "issue:43540|issue:46655", + "issue:43901|issue:45003", + "issue:42915|issue:47312", + "issue:43257|issue:45137", + "issue:46726|issue:47217", + "issue:41950|issue:44220", + "issue:36246|issue:43596", + "issue:44479|issue:46655", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:42886|issue:46132", + "issue:43295|issue:45292", + "issue:45292|issue:45701", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:44451|issue:46752", + "issue:44162|issue:45200", + "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:44877|issue:45375", + "issue:43475|issue:46369", + "issue:43352|issue:45250", + "issue:44623|issue:46726" + ], + "prepared_review_unit_hash": "ba8f393dd7d8c84b5fd0a47b8417f892040019f752877a036895eb972f0986e7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35338, + "estimated_input_tokens": 8835, + "estimated_eval_tokens": 17926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the suggested soft pairs mostly share only broad subsystem vocabulary (Qwen/VL, tokenization, Deepspeed, configs, etc.) but not the same concrete failure mode, so none are true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No safe canonical duplicate target across the set; the items span unrelated regressions and import/config/runtime failures. If forced to anchor the cluster, issue 44479 is the most concrete, multi-model regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest standalone report: it names a specific regression, gives affected model families, and is actionable for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: one is load-balancing loss gating on router logits, the other is D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenization regression vs. resize_token_embeddings not updating output embeddings; related area, different code paths." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the symptoms and model paths differ: Qwen3OmniMoe value error vs SmolVLM padding calculation." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch about return_all_scores vs unsafe sys.modules access; no shared underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and kernel 0.16 incompatibility are separate environment/model issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different DeepSpeed problems: weight conversion with accelerate+deepspeed vs zero3 deque underflow." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor backend-missing error is not the same as failing when an image placeholder appears in user text." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are unrelated pipeline/audio bugs." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import vs DeepSpeed/BertModel zero3 index error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video, but one is a Qwen VL regression and the other is a SmolVLM padding bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different dependency boundaries." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field silently dropped is not the same as AutoModelForCausalLM failing to unwrap text_config." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure and AttentionInterface.register behavior change are different regressions." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs embedding resize not propagating to output embeddings." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug and tokenization changes are distinct failure modes." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and upgrade-induced slowdown are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Zero3 deque pop failure vs auto_mappings referencing removed Sam3LiteText configs are different issues." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model cache loading problem and apply_chat_template empty-list crash do not share the same root cause." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific regressions." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied weights depending on device is unrelated to t5gemma resize_token_embeddings behavior." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows ROCm distributed import/type error and AMD quark class update lag are not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance concern different model/config behavior." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are separate test/runtime issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config blocking granite_speech and missing deepstack_visual_indexes are different config-schema problems." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute vs Sam3LiteText memory overflow are not the same failure." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific unsupported Flash Attention 2.0 error is not the same as the generic FA2 topic issue." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "processor.save_pretrained missing files and unrecognized image processor are unrelated processor 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": 47, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46851", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:29870|issue:30333", + "issue:44995|issue:45200", + "issue:44242|issue:44857", + "issue:44877|issue:46170", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:43475|issue:43540", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:45685|issue:46431", + "issue:42994|issue:47312", + "issue:42199|issue:46851", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44368|issue:45563", + "issue:44361|issue:44749", + "issue:45987|issue:46082", + "issue:46132|issue:47145", + "issue:44483|issue:46202" + ], + "prepared_review_unit_hash": "81603c47820426a82d32976f0c085d89849107f34bb2539c4d6efdad4693fe22", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35736, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous; the soft pairs are mostly unrelated bugs across different models, loaders, tokenizers, and training/runtime paths. No pair looks like a true duplicate or mergeable PR-equivalent change. If a representative issue is needed, the broadest user-facing regression is the Qwen video-input bug.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 44479 is the broadest, most user-facing regression in the set, covering multiple Qwen model variants and a concrete v5.3.0 video-input breakage; the rest are mostly distinct model- or subsystem-specific problems.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the best single representative because it describes a concrete regression with clear breadth and impact, even though this cluster does not actually form a coherent duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different models and failures: Qwen3-VL-Moe regression vs PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure vs tokenizer error masking when protobuf is missing; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression for Qwen models vs Windows/ROCm import dependency issue." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() UnboundLocalError vs MLflow reporting after failed training; unrelated subsystems." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa second-forward cache crash vs Gemma 4 token-type-id fine-tuning behavior." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing router loss vs AMP/CUDA loss crash; different architectures and failure modes." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the ROCm/Windows distributed import issue." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed from_pretrained loading bug vs optimizer stepping twice; not the same code-path problem." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Warning about tie_word_embeddings vs flash-attention generation failure; different severity and cause." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision-encoder attribute error vs Qwen3OmniMoe video-input ValueError; different models and stack traces." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache crash in GlmMoeDsa vs flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token bug vs ESM2 model breakage; not the same underlying defect." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram kernel limitation vs missing chat template on a processor; unrelated errors." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure vs kernel version incompatibility; different problem domains." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality error vs Qwen3.5 variable-length position_ids bug; unrelated model families." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs accuracy regression after upgrade; one is load-time, the other behavioral." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in SAM3 pixel decoder vs model-type warning when instantiating tracker from video config." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on RT-DETR deletion vs MaskGenerationPipeline dropping partial-batch results." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; unrelated failure modes." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch vs a config warning about tie_word_embeddings." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip on \u2581; unrelated code paths." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue vs Gemma roundtrip failure; no shared underlying bug shown." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Two warnings, but on different APIs and semantics: embedding tying vs num_return_sequences pagination." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs global performance regression after upgrade; different classes of bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract violation vs LlamaConfig head_dim validation; not the same issue." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change vs FP8 checkpoint weight_scale omission; different affected components." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions API rejection vs tokenizer roundtrip failure; unrelated request/encoding 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": 48, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:43065", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46421", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47068", + "issue:47217" + ], + "soft_pairs": [ + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:43994|issue:46726", + "issue:44297|issue:44623", + "issue:46752|issue:47020", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44964|issue:45137", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:43784|issue:46399", + "issue:39692|issue:46726", + "issue:44373|issue:46851", + "issue:46463|issue:46877", + "issue:44871|issue:46132", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:45561|issue:47217", + "issue:45375|issue:45478", + "issue:46877|issue:47000", + "issue:44038|issue:44623", + "issue:44188|issue:46851", + "issue:45310|issue:45375", + "issue:44869|issue:45356", + "issue:43723|issue:46326" + ], + "prepared_review_unit_hash": "2a1b3db81d83713d3740d56fe2c465538aa57b1a4c2db8c8c93e9b66372361dc", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36361, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: most pairs share only a broad subsystem or keyword, not the same underlying bug. One pair in the Qwen3.5 Moe config-loading area looks plausibly like the same issue.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45375 is the most concrete root-cause report in the likely duplicate pair: it identifies the missing `deepstack_visual_indexes` field and the `@strict` drop behavior, which explains the broader `from_pretrained` failure reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the broader user-facing symptom report for the same Qwen3.5 Moe `from_pretrained` failure, making it a good umbrella issue if the pair is treated as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve attention/compile/cache behavior, but one is about divergent kernels from branching and the other about cache lazy init causing recompilation; different concrete bugs." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "One is missing auxiliary losses in D-FINE, the other is a DeepSpeed loss-branching host sync issue; same training area, not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring crash with future annotations is unrelated to cache length slice arithmetic under torch.compile." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and a Chinese report about much slower filtering after upgrade are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/model loading, but one is incorrect SigLIP2 outputs while the other is an AutoProcessor backend-missing error; different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch and processor save missing files are different save/pretrained paths and symptoms." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input IndexError is unrelated to XLMRobertaTokenizer construction passing a dict to Unigram." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown and double optimizer stepping with DeepSpeed are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are different components and bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` is not the same as ESM2 being broken." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omission and DeepSpeed double optimizer step are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and ZeRO3 deque underflow are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Missing `fpn_position_embeddings` on SAM3 video output is unrelated to TimesFM `window_size` AttributeError." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video output attribute loss and AutoConfig missing fields with `trust_remote_code=True` are different bugs." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time `nn` NameError in sentence-transformers and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example errors for SigLIP2 and an AutoProcessor backend-missing runtime error are not the same issue." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for `position_ids` is not the same as a runtime bug with variable-length inputs using `position_ids`." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 decoder-input error messaging and auto-docstring stdout logging are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos token config mismatch and AttentionInterface registration behavior change are different issues." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError for AutoModel and SentenceTransformers loading hang are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and Gemma-4 ZeRO3 from_pretrained failure do not match as the same concrete bug." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist captured_info race and VL image-placeholder handling are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 Moe loading failure; one is the specific missing-field/root-cause report and the other is the broader `from_pretrained` error symptom." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Doc-lint stdout logging and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor save_pretrained missing files are different issues despite both being model/processor related." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and Qwen3.5 variable-length position_ids issues are different problems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a generic from_pretrained error and the other is a specific config-field omission; not enough to treat as the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi tokenizer codec/regression issues are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and `continue_final_message` for mistral_common tokenizers are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted pair (issue:45375 / issue:45478) is a conservative, well-supported duplicate call based on matching Qwen3.5 Moe from_pretrained symptoms plus the concrete missing-field root cause. The rejected soft-edge pairs also read as cautious and reasonable from the issue titles 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": 49, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43673", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:43873|issue:44945", + "issue:36010|issue:41628", + "issue:42371|issue:45092", + "issue:44661|issue:47059", + "issue:43278|issue:45137", + "issue:45081|issue:45103", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:46202|issue:46701", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:44945|issue:45753", + "issue:42175|issue:44933", + "issue:45561|issue:47059", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:42831|issue:44222", + "issue:44743|issue:47068", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:42175|issue:45712", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:42673|issue:43704", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085" + ], + "prepared_review_unit_hash": "ec05bc4977c2ae8e911c477655705fa34c0a8b3d05dbc581b2cccd505868c593", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37245, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; the soft pairs are near-misses across different bug classes (imports, generation, quantization, tokenizers, vision, and training/runtime issues). I found no confident duplicate issues to merge.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43873 is the strongest anchor: it is open, detailed, and highly discussed with multiple inbound references, while most other items are either clearly different bugs or only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue for this cluster because it is the most actionable and well-specified active bug report; the rest are too disparate to serve as the canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache-related, but one is about _update_model_kwargs_for_generation after sync_gpus and the other about missing cache during chunked_prefill; different failure points." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both involve imports, but one is a missing AutoImageProcessor export from transformers and the other is a bad import from image_utils; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect pipeline-parallel output are different code-path problems." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Two separate import errors for different symbols and modules; no shared underlying defect is evident." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated issues." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-mapping/tokenizer registration failure and a CLI completion regression are unrelated subsystems." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "A dtype drift between train/eval and a DeepSpeed deque IndexError are unrelated failures." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex/tokenizer loading and auto-docstring future-annotations handling are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP crash in image loss and docstring lint output at import time are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Processor attribute failure and Gemma token roundtrip failure are different issues in different paths." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE models, but one is Qwen3-VL-Moe on transformers 5.0 and the other is Qwen3.5 MoE from_pretrained on >=5.4.0; too different to treat as one bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma token roundtrip failure and DiffusionGemma pipeline breakage are related only by model family, not the same concrete defect." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-export/import-name problems for different symbols." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for moe and Qwen3.5 MoE from_pretrained loading are different phases and likely different fixes." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/cache handling and a janus image generation test failure do not match the same bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect pipeline-parallel output and Qwen3_5 infinite loop on a specific image are different model/runtime failures." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend packaging for tensorflow versus a bogus image_utils import are unrelated issues." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "A pytest-xdist file race and a CLI completion API breakage are unrelated test/runtime problems." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and OOM with adafactor in deepspeed are different training issues." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version bump and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift and FP8 save_pretrained for moe are both FP8-themed but not the same concrete defect." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent state reset with cache and a host-sync concern in deepspeed loss are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change in v5 and missing BOS/EOS with add_special_tokens are different tokenizer semantics issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures involving transformers, but they affect different symbols and likely different registration paths." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing tensorflow in extras and leftover dummy classes in dummy_pt_objects.py are unrelated packaging/cleanup issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a nonexistent image_utils import are not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and an xdist file race are completely different failures." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "These share the same title, but without body evidence I still cannot safely assume they are the same concrete VRAM leak/code path." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading stalls and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are distinct bugs." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "HF_HUB_OFFLINE breakage in a regex patch and Rust tokenizer thread-safety 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": 50, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:42898|issue:45812", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:45600|issue:47059", + "issue:44016|issue:46231", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:42898|issue:44779", + "issue:43479|issue:44869", + "issue:42673|issue:47085", + "issue:42898|issue:43295", + "issue:43479|issue:44079", + "issue:30333|issue:36331", + "issue:42898|issue:44448", + "issue:46077|issue:46123", + "issue:44060|issue:45125", + "issue:22355|issue:28282", + "issue:44295|issue:45656", + "issue:43874|issue:45092", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:42796|issue:43723" + ], + "prepared_review_unit_hash": "6491c2964638a89a5ddb4d640b4839d387a4c210dbdeba0714478551c13d5174", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35960, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical grouping; the soft pairs share broad keywords, but none look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42898 is the best representative because it is a broad, user-facing v5 tokenizer-behavior regression and sits at the center of several soft-similarity links; the others are narrower, model-specific, or unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the strongest single issue to anchor the cluster: it is generic, regression-oriented, and closest to the shared tokenizer/v5 theme without being tied to one niche model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is about `clean_up_tokenization_spaces` behavior and the other is wrong token IDs for Granite models; different code paths and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different multimodal bugs: one is `Phi4MultimodalConfig` default initialization, the other is `VideoPrismForVideoClassification` returning the wrong tensor in outputs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated failures: missing files from `processor.save_pretrained(...)` versus a Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "These both involve tokenizers, but one is a specific LayoutLMv2 NER/padding crash and the other is a global thread-safety regression in fast tokenizers." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance/memory, but one is a VRAM leak in Qwen3ForCausalLM with dataloader threads and the other is a FA2 long-context performance regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but they affect different APIs/models: `AutoTokenizer.from_pretrained` loading versus missing BOS/EOS insertion for mdeberta-v3-base." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken documentation examples, but they are different examples with different failures and no shared underlying bug." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Completely different breakages: auto-mapping references to removed configs versus a CLI compatibility issue with huggingface_hub 1.22.0." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Different docs issues: a notebook syntax error versus a parameter-name mismatch in training docs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "One is MLflow reporting on failed training jobs; the other is a model-loading regression for Llama 3.2 Vision. No shared bug." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Different subsystems and failures: Flash Attention 2 on XLM-Roberta versus MLflow job reporting." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is about cleanup spacing behavior and the other is Deepseek token IDs being wrong; not the same defect." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different multimodal/tokenization bugs: default config initialization versus Whisper word-timestamp decoding crashing on a trailing replacement character." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "A model VRAM leak in multi-threaded dataloading is not the same as fast tokenizers becoming non-thread-safe." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions around tokenization/processor behavior, but one concerns cleanup spaces while the other is processor.tokenizer access and passing images to tokenizer." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "These are unrelated: multimodal config initialization versus `ModelOutput` key assignment when a prior value was `None`." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Different training bugs: MLflow not reporting on failure versus `compute_loss()` receiving an unexpected `num_items_in_batch` argument." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both involve v4/v5 behavior differences, but the underlying bugs are distinct: tokenizer cleanup spaces versus Pegasus output differences." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Both are about generation logic, but one is incorrect bidirectional attention masking and the other is a batching/control-flow bug in `MaskGenerationPipeline`." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is a bad tied-weights warning and the other is a missing tensor-parallel plan; different code paths." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import-related errors, but one is missing `transformers.onnx` and the other is missing PyTorch for AutoModel; they are not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated bugs: reading a registered `position_ids` buffer versus optimizer `step()` being called twice with deepspeed." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both concern multimodal model loading, but one is a missing image-processor method and the other is remote-code checkpoint incompatibility with meta initialization." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model-specific issues: broken vitpose models versus Gemma 4 requiring `mm_token_type_ids` defaulting for text-only fine-tuning." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Completely different crashes: serving KV-cache continuation tensor indexing versus auto_docstring handling of `from __future__ import annotations`." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is tokenizer config metadata; different artifacts and failures." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: multi-label classification returning empty results versus local dataset loading in image classification." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Different tokenizer problems: BPE marker handling for Ministral versus `AutoTokenizer.from_pretrained` loading issues in v5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 51, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:45245|issue:46132", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "issue:43232|issue:47276", + "issue:43504|issue:47059", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:44360|issue:46762", + "issue:43475|issue:46305", + "issue:44295|issue:44623", + "issue:30990|issue:38175", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:44190|issue:46082", + "issue:44327|issue:47059", + "issue:44263|issue:44373", + "issue:46369|issue:46909", + "issue:43232|issue:46424" + ], + "prepared_review_unit_hash": "fa584fb50e2e82a8c9ace64253e6a947d42dbbdd62615b3e2c3123641af8b2a2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35739, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous; the soft pairs share superficial keywords but not the same underlying bug or change, so I would reject all of them and not nominate a single canonical issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "One is a dependency version pinning complaint; the other is a cleanup bug in dummy PT objects. No shared code path." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different failures: Pegasus output regression vs. AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to a deepspeed double optimizer-step issue." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and missing processor save files are separate save/load problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention saving, but one is FP8 MoE serialization and the other is processor file export. Different bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization with None is not the same as non-persistent buffer junk in v5." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "An import/export symbol issue in image_utils does not match dummy class cleanup." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality error and attention registration behavior are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template errors involve different subsystems and failure modes." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring is not the same as a RoPE implementation discussion." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is distinct from Qwen3.5 from_pretrained failures." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization drift across versions is unrelated to FP8 inference on B200." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are separate problems." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "A generation state bug is not the same as a misleading warning message in continuous batching." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy field loading for BEiT segmentation is unrelated to huggingface_hub CLI test breakage." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "These are both config-related, but one is typing validation and the other is explicit head_dim acceptance logic." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state and Gemma4 dtype casting are different model-specific bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "A save_pretrained FP8 bug and a question about max_shard_size are not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and Moonshine off-by-one masking are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error does not match processor save_pretrained missing files." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Stuck loading Sentence Transformers and zero probabilities for siglip2 are different model issues." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync_gpus behavior and long OCR input index errors are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split result issue in the DSA indexer is not the same as remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim validation are different failures." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top-k bounds errors are unrelated to CLI completion breakage." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer tensor-splitting and a docstring fix do not share an underlying bug." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 memory overflow and a broken documentation example are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation sync_gpus handling and cache max length semantics are different subsystems." + } + ] + }, + "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": 52, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46726", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:42907|issue:46050", + "issue:46305|issue:46655", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:45310", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44263|issue:44360", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:44964|issue:47059", + "issue:22355|issue:28218", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:44483|issue:45406", + "issue:43576|issue:43784", + "issue:43784|issue:45600", + "issue:44188|issue:44373", + "issue:42831|issue:45753", + "issue:43644|issue:46305", + "issue:39401|issue:44568", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:43756|issue:44060", + "issue:43408|issue:46369", + "issue:42886|issue:43066" + ], + "prepared_review_unit_hash": "0750d59c7863737ef0adb01352b8a90dac2fbba12d866191e26a9cd01ea116ef", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35343, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated regressions across tokenization, multimodal processing, model save/load, and dependency/version breakage. No soft pair looks like a safe duplicate merge, and there isn\u2019t a single coherent canonical issue for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Different failure modes and subsystems: ONNX import/package resolution vs Flash Attention 2 support for XLM-Roberta." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor error handling when vision backends are missing, but one is a video-model/torchvision case and the other is a generic unrecognized-image-processor report; not clearly the same bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load problems for quantized models, but they involve different quantization paths and symptoms, so this is too broad to treat as one issue." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both mention off-by-one-ish video-related behavior, but one is a MoonshineStreaming attention mask bug and the other is a SmolVLM padding calculation issue." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "No shared underlying bug: a generic dependency issue vs a performance optimization in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal model save/load behavior, but one is meta-init compatibility for old InternVL2 checkpoints and the other is incorrect visual-encoder keys on save_pretrained; different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: FineGrainedFP8 accuracy regression vs a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are sequence-position/windowing issues, but they affect different models and different mechanisms; not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type warning and the other is missing text-encoder weights on load; different failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA/indexer area, but one is about torch.split return handling and the other is a missing ReLU; not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different export/compatibility problems." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different regressions: FP8 accuracy vs Qwen3-VL-Moe from_pretrained failure." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Completely unrelated: model loading failure vs a huggingface_hub CLI incompatibility." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No module import problem vs tokenizer spacing after added tokens; no shared underlying bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different model-training failures: flash_attention_3 degeneracy vs NaNs at checkpoint/init in classification heads." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "One is an MLA layernorm epsilon precision bug; the other is a checkpoint/meta-initialization compatibility issue." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated: chat-completions request rejection vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command breakage and a sentence-transformers import NameError are different problems." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError vs auto_mappings referencing removed configs; same package area, different concrete failures." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring fix for position_ids." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: FP8 accuracy regression vs Qwen3.5 infinite loop on a specific image." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs a MoonshineStreaming sliding-window off-by-one; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors (offset mapping vs BOS/EOS insertion)." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor missing-backend crash vs VL model failure when image placeholder is in user text; different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenization changes, but one is a model-specific BPE-marker bug and the other is a broad version-to-version tokenization drift report." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Unrelated model-specific issues: RoPE-layer dropping vs an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a type-mismatch warning and the other is a memory overflow when calling sam3-litetext." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs wrong tokenizer decoder type in Transformers v5; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 53, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:39379|issue:46172", + "issue:42886|issue:42994", + "issue:45381|issue:46909", + "issue:27957|issue:30990", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:44625|issue:44829", + "issue:39401|issue:44488", + "issue:43122|issue:46326", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:42907|issue:44945", + "issue:39401|issue:44521", + "issue:44117|issue:44704", + "issue:22355|issue:29159", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:42907|issue:43937", + "issue:44038|issue:44297", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:44360|issue:44485", + "issue:45216|issue:45478" + ], + "prepared_review_unit_hash": "15667c6a87ad9239d6b8badce1d83343f4e142b55d1d0178ccb74f27726a963d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most soft pairs are only broadly related by subsystem or symptom (imports, tokenizers, multimodal, saving/loading) but do not describe the same concrete bug. I reject all soft edges; there is no clear duplicate pair here.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest umbrella regression report in the set (many import errors after upgrading), and it best represents the import-regression subset, though the overall cluster is too mixed for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally representative issue among these, but only for the import-error subset; it is not a strong global duplicate anchor because the remaining issues span unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import failures, but 45278 is a broad regression report while 42757 is one specific missing symbol; not the same concrete bug." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different models and code paths: mllama masking vs deepseek-v4 DSA/indexer logic." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving are unrelated failure modes." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position ids and a DIA docs example are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Both mention loading/runtime issues, but they involve different models and failure mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-input processing bug versus documentation example issue; no shared underlying defect." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are distinct bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position-id buffer access and tokenizer save metadata mismatch are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are load-time failures, but one is a hang and the other is a Mac bus error on a different model path." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized model saving and multimodal model loading are different problems." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting bug versus CLI failure with huggingface_hub; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mapping and a model-load failure for a specific checkpoint are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version-to-version tokenization drift and the other is a continue_final_message bug for mistral_common tokenizers." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error report, but 41628 is a specific missing export; not enough to treat as the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug and assistant_mask computation bug are different tokenizer behaviors." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback and AutoProcessor kwargs forwarding are separate issues." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization drift and multimodal assistant mask generation are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value bug have no direct relation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding and chat-template crashes on tool-call messages are distinct." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized save failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and tokenizer_class metadata mismatch are different issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning and missing fpn_position_embeddings are not the same underlying defect." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model saving and gguf_file load breakage affect different APIs and code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different regressions." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer access are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation and GLM-5 RoPE implementation are distinct model internals." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained checkpoint corruption and the other is a from_pretrained load error; not enough to merge as one 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": 54, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46697", + "issue:46762", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:44038|issue:44222", + "issue:46172|issue:46762", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:22355|issue:29127", + "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42757|issue:44351", + "issue:42222|issue:47312", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:43976|issue:45446", + "issue:46231|issue:46877", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:44995|issue:46697", + "issue:43937|issue:44485" + ], + "prepared_review_unit_hash": "07b2cfa45879d411a3f31ac15337c864753028525c10d6383729535de1c335d5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 34967, + "estimated_input_tokens": 8742, + "estimated_eval_tokens": 17740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most soft pairs share only broad subsystem or version-regression language, not the same concrete bug. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across tokenization, model-specific behavior, import errors, and environment/version compatibility.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update\u201d), but it still does not represent the rest of the heterogeneous cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE/Qwen-related problems, but one is a from_pretrained/load issue and the other is about FP8 save_pretrained behavior." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical/behavioral model bugs, but they concern different models and different attention/code paths." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and describe different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "These are unrelated: one is an example-script classification bug, the other is a Gemma 4 multimodal input/config requirement." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "One is a missing module import; the other is an error-message clarity issue in a specific processor path." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but one is an offset_mapping bug and the other is stale language state in a phonemizer backend." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "These are different problems: dtype drift between train/eval versus incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment/import compatibility complaints, but they are about different Python/backend version issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols from different packages and likely different regressions." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "These are completely unrelated: broken ViTPose models versus a kernels compatibility issue." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and example-script multi-label classification are unrelated issues." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation-adjacent code, but they describe different bugs in different functions/code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failures: SigLIP2 numerical discrepancy versus a Qwen3_5 infinite-loop case." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "These are version-compatibility issues in different layers (Python support vs PyTorch import gating), not the same bug." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a documentation parameter-name mismatch; the other is import-time stdout lint noise." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Both involve request/input handling, but one is an API endpoint acceptance issue and the other is a VL placeholder placement bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior and stale phonemizer language state are different issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and NaNs in classification heads are unrelated bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import breakage, but 45278 is a broad regression report while 38617 is a specific missing-symbol import error; not enough to treat as the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in multi-threaded generation and dtype mismatches in bfloat16 inference are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different code paths and symptoms: save_pretrained key serialization versus from_pretrained loading failure." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is a config bug, while NaNs in classification heads are a different training/init problem." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they are model-specific and not the same code-path failure." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer-cache crash and image over-padding are unrelated bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-5 related, but one is a GenerationConfig validation error and the other is a RoPE implementation discussion/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": 55, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:45071", + "issue:45083", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46640", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:45083|issue:45446", + "issue:44075|issue:44936", + "issue:44038|issue:45478", + "issue:28348|issue:46640", + "issue:43116|issue:43493", + "issue:44610|issue:46909", + "issue:44355|issue:46231", + "issue:43066|issue:46710", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:42673|issue:42796", + "issue:43618|issue:46829", + "issue:43827|issue:45446", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:33453|issue:39401", + "issue:45405|issue:45446", + "issue:43824|issue:46981", + "issue:39379|issue:43688", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:43064|issue:43673", + "issue:45092|issue:46762", + "issue:43937|issue:45563", + "issue:44380|issue:46077" + ], + "prepared_review_unit_hash": "d50b7e231c7607bdbd52337a93f0da19836d37adca396627df43c970d0c1e46d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35590, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issues across tokenizers, generation, training, processors, and model-specific bugs. The soft pairs share broad vocabulary or subsystem names, but they do not describe the same underlying defect and should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents the cluster because the items are heterogeneous. If a representative must be chosen, issue #46640 is the broadest/open-ended one, but it is still not a true canonical for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46640 is the most generic and current issue in the set, so it is the closest thing to a cluster anchor, but the overall set is too diverse for a strong canonical issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Both involve attention-related config/versioning, but one is about `_get_feat_extract_output_lengths` in qwen3_omni_moe and the other is a flex_attention PyTorch version check; different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args being ignored is a training-optimizer bug, while trainer.evaluate() failing after train() is a separate trainer state/lifecycle issue." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3/V5 compatibility, but one is about Qwen3-VL-Moe behavior and the other is a from_pretrained error for Qwen3.5 Moe; not the same failure mode." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but #28348 is a GPT2LMHeadModel support request while #46640 is a generic open flash-attention issue with no evidence of the same code-path bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "One is a classification example script returning empty multi-label results; the other is a SigLIP2 implementation discrepancy against JAX. Different components and symptoms." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to the `set_training()` docs parameter-name mismatch." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type regression in v5 is unrelated to an accuracy regression in a DeepSeek model after a version upgrade." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing `get_number_of_image_patches` method in GLM46V are different issues with no shared bug." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend import messaging is a different problem from repeated HTTP 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in multi-threaded Qwen3ForCausalLM is unrelated to BPE marker handling in a different tokenizer." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Missing CLIPOutput attentions and VideoPrism hidden_states misassignment are distinct output-field bugs in different models." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to the AuxRequest flex_attention version check." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output failure is not the same as the pipeline() translation error-message regression." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing `embed_tokens.weight` is unrelated to AutoProcessor not forwarding kwargs to `cached_file`." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "SequenceFeatureExtractor.pad inefficiency is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 tokenizer offset_mapping bug are both tokenizer issues but with different root causes and behaviors." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump problem is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Qwen2_5_VL import failure due to missing symbol is unrelated to AutoProcessor retry behavior on HTTP 429." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect mllama mask handling and auxiliary-loss normalization in OLMoE/GPT Oss are separate model math bugs." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to SequenceFeatureExtractor.pad converting arrays to lists." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is not the same as v5 PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention.py crashing on `s_aux=None` are unrelated robustness bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states on nonzero ranks in Trainer/FSDP2 is unrelated to missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is not the same as numerical differences in Minimax MSA attention." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and stale num_return_sequences warning in paged generate() are different generation bugs." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is unrelated to Gemma4 building causal masks instead of bidirectional ones." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 56, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44466", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:46002", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44466|issue:46002", + "issue:44117|issue:45081", + "issue:42222|issue:47000", + "issue:44263|issue:46762", + "issue:39379|issue:46897", + "issue:43937|issue:44977", + "issue:42222|issue:43441", + "issue:42222|issue:46752", + "issue:42617|issue:45341", + "issue:43450|issue:43986", + "issue:43408|issue:43742", + "issue:45071|issue:46512", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:45071|issue:47059", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:44877|issue:46231", + "issue:43208|issue:46894", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:38617|issue:44220" + ], + "prepared_review_unit_hash": "67a8be36db2a1a29d9e1aab2904daaca71b8a6db31a885ee098319372c14d0ae", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35994, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous set of Transformers issues across unrelated areas (tokenizers, model loading, configs, training, CLI, and utilities). The soft pairs mostly share only broad subsystem similarity, not the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44704 is the strongest representative: it describes a concrete, reproducible API bug in a core loading path (`AutoProcessor.from_pretrained`) with clear user impact and a fixable code-path mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44704 is the best standalone issue in this set because it is specific, actionable, and centered on a widely used API path; it is easier to triage and fix than the broader or more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Different failure modes: serialization of tied `lm_head.weight` vs NaNs in classification heads during checkout/init. Same broad theme of model instability, but not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer/config internals, but one is `TOKENIZER_MAPPING_NAMES` returning `None` and the other is a Mistral regex patch crash on a backend attribute. Different code paths and symptoms." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Unrelated models and failures: vitpose loading breakage vs RTDetrLoss infeasible cost matrix. No shared underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different bugs: a `torch.split` return-value issue in GlmMoeDsaIndexer vs numerical differences in Minimax MSA attention. Same numerical domain, but not the same defect." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Both are double-shift style training-loss bugs, but they target different models (`mllama` vs Florence2) and are not shown to share the same implementation flaw." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "One is invalid `GenerationConfig` handling for GLM-5; the other is Qwen3.5 flash-attention generation behavior. Different models and failure mechanisms." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "vitpose model loading is unrelated to Ministral-3 FlashAttention failures. Same broad model area, but not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "vitpose breakage and an empty-list `apply_chat_template` crash are entirely different features and code paths." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution failure (`3d_parallel.py`) is not the same as a small testing-utils bug. No overlap beyond both being utility-related." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batch-shape bug vs a confusing AutoProcessor crash without torchvision installed. Different layers of the stack and different root causes." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_video/sam3_tracker is unrelated to a key error when loading MobileLLM-125M." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs `from_config(dtype=...)` leaving stale config dtype. Related namespace, but different behavior and fix." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong offset mapping for Qwen3 and the other is changed tokenization results for Deepseek in v5. Not enough evidence of one underlying bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in `qwen3next` layer 0 is a model architecture issue, while `Qwen3.5 Moe from_pretrained` is a loading/config issue." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention 3 causes degenerate training in one case; the other is a `save_pretrained` serialization regression for Qwen3.5. Different code paths." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "`PretrainedConfig` type checking regression and a CLI completion method missing from `HFCliTyperGroup` are unrelated issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A vague testing-utils bug is not the same as a specific xdist race on `captured_info.txt`. Similar area, but not the same concrete defect." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local `trust_remote_code` cache collisions and repeated HTTP 429 retries in `AutoProcessor.from_pretrained` are both loading-related, but they affect different layers (cache naming vs retry policy)." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "`from_pretrained` not forwarding kwargs to `cached_file` is unrelated to `special_tokens` being a list instead of a mapping. Different API surfaces." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug vs `SequenceFeatureExtractor.pad` inefficiency. The latter is a performance issue, not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for `granite_speech` and documentation mismatching `set_training(num_epochs)` are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift bug share only a loose training-loss theme; they are different models and likely different implementation mistakes." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import-related, but one is a missing `layer_type_validation` import and the other is missing `AutoImageProcessor` export. Different symbols and causes." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Qwen3 offset mapping and runtime post-processor updates for special tokens are distinct tokenizer behaviors with different root causes." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "A tokenization regression across versions is unrelated to a noisy logging message." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM-5 invalid GenerationConfig and an unrecognized model/config.json error are different loading/validation failures." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings guidance is unrelated to an MLA layernorm epsilon/config precision bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Importing `layer_type_validation` and `_torch_extract_fbank_features()` are unrelated failures in different modules." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 57, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:46172", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44933|issue:45278", + "issue:44261|issue:46762", + "issue:44075|issue:45656", + "issue:44484|issue:45310", + "issue:42371|issue:42831", + "issue:43097|issue:44493", + "issue:44483|issue:45464", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:44263|issue:44485", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43931|issue:44038", + "issue:46752|issue:47116", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43208|issue:46897", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:43097|issue:45588", + "issue:43986|issue:45341", + "issue:45003|issue:45341" + ], + "prepared_review_unit_hash": "335c2f3fda3df03549fb79e94e80b4fbb12acfc44e05891fcea69da62dc198fe", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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": "This cluster is mostly a grab-bag of unrelated Transformers regressions. The closest common theme is v5 upgrade breakage, so I\u2019d use a broad umbrella issue as the representative bucket, but I do not see any soft pair that is clearly the same concrete bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest, most representative umbrella: it captures the general class of v5 upgrade import/runtime regressions that several other reports resemble at a high level.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global triage anchor because it is broad enough to group the recurring upgrade-breakage pattern without overfitting to one specific model or API.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 44933 is a specific nonexistent import from image_utils while 45278 is a broad post-upgrade import-error report; not the same concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different failures: a missing rms_norm_eps precision issue vs numerical differences in Minimax MSA attention." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both concern optimizers, but one says SGD args are ignored and the other says DeepSpeed calls optimizer.step twice; different code paths." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size behavior in save_pretrained is unrelated to the Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings warning and FineGrainedFP8 accuracy regression are distinct issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is a v5 API removal notice, the other is an unexpected position-id key; they do not point to the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Different API surfaces and symptoms: chat/completions request rejection vs streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenization changes, but one is a wrong decoder type and the other is changed tokenization behavior across versions; not the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-related failures: missing projections in qwen3next vs a from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "patchtsmixer post_init validation and AutoProcessor 429 retry behavior are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "A weight-shape mismatch during model loading is not the same bug as missing attention projections in a different model." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling and GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both touch Qwen3-VL, but one is a model weight mismatch and the other is a Qwen3-VL-Moe from_pretrained error." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list apply_chat_template crash and streaming pipeline regression are separate code paths." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different FlashAttention problems: unsupported/failed integration vs degenerate training with flash_attention_3." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A v5 removal notice and a gguf_file/from_pretrained breakage are not the same underlying issue." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper and MLA q_a_layernorm precision error are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch precision warning on bf16 compilation is not the same as Blip2 dtype fields staying float32." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and different support failures." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE loading regression." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer and a deepseek-v4 transpose issue are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer has no clear relation to the deepseek-v4 comb transpose bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training bugs and Florence2 double-shift loss bug are model-specific and distinct." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a loading failure for physical-intelligence/fast are not clearly the same concrete defect." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug and a testing_utils issue are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps precision handling and GLM-5 RoPE implementation are distinct issues." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings removal and a flash_attention.py crash on s_aux=None do not share the same failing code path." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision and a testing_utils bug are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are different 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": 58, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:45753|issue:46369", + "issue:42886|issue:46981", + "issue:43097|issue:46050", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:44410|issue:45375", + "issue:43097|issue:43873", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:44936|issue:46365", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:43986|issue:44484", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43208|issue:43550", + "issue:44451|issue:47116", + "issue:44938|issue:46178" + ], + "prepared_review_unit_hash": "6cc5b15d0ebb09b47e546d633f3525c856c7af1e8a156bf5bcffbc817e35dac4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35039, + "estimated_input_tokens": 8760, + "estimated_eval_tokens": 17776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive similarity group: it mixes import errors, offline/cache loading bugs, model-specific architecture regressions, tokenizer edge cases, and training/runtime issues. I do not see any pair that clearly shares the same concrete underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick an anchor, issue 42886 is the most self-contained and reproducible core-runtime failure, but it is not representative of the whole cluster and should not be treated as a duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different failures: a Qwen3_5 image-specific generation loop vs Trainer import failing due to datasets. No shared code path." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve hub/network behavior, but one is offline cache loading and the other is repeated 429 retries via HF_ENDPOINT. Different bug surfaces and fixes." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a v5 API removal complaint; the other is quantized save/load corruption. Not the same underlying issue." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek model divergence and a dtype/transpose bug in deepseek-v4 are separate model-specific defects." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor/torchvision loading failure is unrelated to mistral_common ReasoningEffort import breakage." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-family model issues, but they concern different missing fields/projections in different configs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "v5 API removal vs offloading/quantization behavior are not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing processor method vs torch.split indexing/return handling are unrelated model implementation bugs." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache/chunked-prefill problem and MaskGenerationPipeline final-batch handling are different pipeline paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken duplicate keyword error and TOKENIZER_MAPPING_NAMES returning None are distinct tokenizer-stack issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "General Transformers 5.0/Qwen3-VL-Moe regression is not the same as missing layer projections in qwen3next." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch warning on bfloat16 compilation is unrelated to TimesFM window_size attribute access." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None bug and DiffusionGemma pipeline failure are different subsystems and failure modes." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two separate import errors for different symbols from different packages; no common concrete root cause is evident." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption and Liger Kernel application in model_init are unrelated training-path bugs." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video processor issues, but one is padding calculation and the other is num_frames semantics." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and apply_chat_template crashing on empty input are not the same defect." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A specific tensor dtype/transpose bug is not the same as an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train() and Trainer import breaking because of datasets are different issues." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different removed/relocated symbols and likely different fixes." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests and a noisy logging message do not share a code path." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor loading without torchvision and max_shard_size default behavior are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring crashes with postponed annotations are separate code paths." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only causing API requests and missing embed_tokens.weight in UMT5Encoder are different loading bugs." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are separate model-specific regressions." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "ScandiBERT loading failure and streaming pipeline regression are too broad and unrelated to be the same bug." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and a backend mapping ValueError for tensorflow_text are different environment/backend 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": 59, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:44380|issue:46421", + "issue:43064|issue:47116", + "issue:43012|issue:43550", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:43012|issue:44368", + "issue:45584|issue:46365", + "issue:43825|issue:44655", + "issue:43352|issue:43976", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:44038|issue:44230", + "issue:44734|issue:47116", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44162|issue:46172", + "issue:43352|issue:44380", + "issue:43208|issue:43526", + "issue:43097|issue:46298", + "issue:42757|issue:43824", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:43012|issue:47276", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:36010|issue:42757", + "issue:42831|issue:44261" + ], + "prepared_review_unit_hash": "c63b4efc41be25967086060f2760724b898ae686fea1685b705dc8c24e4e3971", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37103, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated Transformers issues. I did not find any soft pair that clearly describes the same underlying bug or change, so all candidate edges are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:36683 is the strongest standalone issue to anchor the set: it has the highest discussion activity and a clear, user-facing runtime regression with a concrete error message.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the most suitable representative issue because it is highly active, specific, and clearly reproducible, making it the best single issue among these candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different failures: GPT-2 attention scaling under SDPA/FlashAttention vs cache lazy init causing recompilation." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state bug is unrelated to streaming pipeline regression." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "One is a bfloat16 precision warning during compile; the other is a Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is unrelated to a Qwen3_5 image infinite-loop bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save paths, but one is dequantized model saving and the other is saving Pipeline objects." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is dummy class cleanup; right is a logging-message issue." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings: float32 precision warning vs tie_word_embeddings warning." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the Trainer import failure tied to datasets." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error-message wording and Pipeline save_pretrained failure are distinct problems." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention 2 support gap for Nemotron is unrelated to Python version compatibility." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight in from_pretrained is different from max_shard_size behavior in save_pretrained." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() and streaming pipeline regression are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "These mention related model families, but one is a generic bug and the other is explicit fp8 inference support; not clearly the same defect." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to streaming pipeline regression." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT-2 attention scaling bug is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and Trainer import issues are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 tensor-transpose issue are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different models and failures: unsupported Flash Attention 2 vs ignored GPT-2 scaling config." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config API and a noisy logging message are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling under SDPA is unrelated to the zero-loss single-label-classification bug." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "bfloat16 compile warning and synced_gpus warning text are different issues." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend packaging for torch installs is unrelated to the Trainer import/uninstall-datasets report." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 Moe from_pretrained error are related thematically but not the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to the huggingface_hub CLI API break." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation mistakes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages and different APIs." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and MLA rms_norm_eps precision error are distinct numerical 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": 60, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44483", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45593", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47321", + "issue:47332" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:45276|issue:46077", + "issue:43618|issue:44380", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:44655|issue:47321", + "issue:44655|issue:47332", + "issue:42994|issue:44655", + "issue:44625|issue:46077", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:36683|issue:44077", + "issue:44355|issue:46877", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46512", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:44908|issue:46851", + "issue:43992|issue:47317", + "issue:44075|issue:46365", + "issue:43867|issue:46202", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:29870|issue:33453", + "issue:44393|issue:47000" + ], + "prepared_review_unit_hash": "cfdfd8b56cf8fe2b41a176b37de316312ca0e0b055011544e9e659a05ba465ff", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37169, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-linked pairs are mostly false positives: they share broad subsystems or vague symptom wording, but not the same underlying bug/change. No PRs are present, and there is no clear canonical issue for this mixed set.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue stands out as the canonical representative because the items span many unrelated regressions and feature bugs with only superficial similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong global best representative for deduping this cluster; the collection is too heterogeneous to anchor on one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve chat/completions behavior, but one is API request validation and the other is batched processor template handling; different failure points." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions assignment and the other is hidden_states being None; related area, not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error vs unintended network requests during local-only loading; unrelated code paths." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resize propagation and the other is attention mask construction; distinct bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output regression vs GPT2 attention scaling under SDPA/FlashAttention; no shared underlying defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL loading failure and sorted-state_dict load failure are different model-loading problems." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "A Qwen3.5 config propagation bug vs a Trainer import dependency conflict; not the same issue." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Saving pipeline objects and an AMD quark class update issue are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Pipeline save_pretrained failure vs disk-offloaded Qwen3-VL save failure; both save-related but different mechanics." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and pipeline object saving are separate save-path bugs." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Config num_labels propagation vs bidirectional attention mask construction; different model behaviors." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 config vocab_size missing and SAM3 video output attribute missing are unrelated attribute errors." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash-Attn support check for Nemotron vs D-FINE auxiliary-loss logic; unrelated subsystems." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute error and patchtsmixer post_init validation are different model-definition issues." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Running compiled Python files and auto_docstring stdout diagnostics are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they concern different versions and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict loading failure vs incorrect Qwen3.5 checkpoint save behavior; different code paths." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Bidirectional attention masking and dtype/config staleness are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import/load failure vs CLI breakage from huggingface_hub 1.22.0; different dependencies and symptoms." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "A missing config attribute in Gemma3 vs special_tokens list handling; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3 lacks vocab_size while Llama4 lacks pad_token_id; different model config omissions." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate() UnboundLocalError and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache no_grad decoration and widespread import errors after upgrade are different changes." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/runtime issues, but one is compiled-file handling and the other is a Python 3.13 JIT parsing problem." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored and variable-length position_ids failing are unrelated training/inference bugs." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "UMT5 encoder weight loading and PPFormulaNet training loss are entirely different models/issues." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling vs Trainer import failure due to datasets; different layers of the stack." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict sorting load error and Gemma pipeline roundtrip on \u2581 are different serialization/tokenization problems." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5-like loading problems, but one is missing encoder weights and the other is a from_pretrained regression for MoE models." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL 2D bbox output errors and RTDetrLoss infeasible cost matrix are different vision/detection 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": 61, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "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:44246", + "issue:44351", + "issue:44360", + "issue:44387", + "issue:44393", + "issue:44485", + "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:46617", + "issue:46664", + "issue:47110", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:44393|issue:47337", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43867|issue:45375", + "issue:43010|issue:43976", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:43502|issue:44062", + "issue:43525|issue:47317", + "issue:45125|issue:45375", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:42898|issue:46664", + "issue:45071|issue:47317", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45850|issue:47110", + "issue:43874|issue:46617", + "issue:30333|issue:33453" + ], + "prepared_review_unit_hash": "cbd7c95ce316e8e6b57dfee4a732222f4eb6a0c02af23572821a9315d31b9f15", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36744, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. The only plausible duplicate pairs are the import-time slowdown reports and the Qwen3.5 MoE tensor-parallel loading failures; everything else is too different to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44246 is the best cluster representative because it is the broadest user-facing report in the only coherent subtheme here: `import transformers` performance regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "44246 is the most representative issue overall, but the cluster is largely heterogeneous and not a clean duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Different problems: model bbox generation bug vs flaky test failing on coordinate range." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a model load OOM." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report `import transformers` being slow; the titles describe the same import-time performance regression." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated symptoms and code paths: CLIP attentions regression vs PatchTSMixer `post_init` policy." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different model/config issues; no indication they stem from the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "One is a no-grad annotation change; the other is a Python version compatibility problem." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different flaky test causes: missing seed setup vs xdist file race." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "`Cache.update`/`Layer.update` is a specific API fix; the other is a broad regression complaint." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different serialization/load failures with different affected objects and failure modes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for PyTorch backend vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save/load behavior is unrelated to missing tensor-parallel planning metadata." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes; no shared concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely separate export gaps." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both describe Qwen3.5 MoE `from_pretrained`/tensor-parallel loading failures and likely the same missing TP metadata issue." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only` network leakage vs tokenizers keyword-argument conflict are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4 config attribute error is unrelated to the bbox range flaky test." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "One is tensor-parallel loading, the other is a missing vision config field in save/load." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures in different models and utilities." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Same general area of model loading, but no evidence of the same underlying bug." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Server KV-cache indexing crash vs remote-code cache FileNotFoundError are distinct." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint-reload regression are different failure paths." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior and video-frame semantics are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "Type-checking breakage vs training-loss bug; no shared code path." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization memory regression is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No-grad decoration of cache updates has nothing to do with a dummy convolution layer." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Top-level import error for a model class vs cached remote-code loading failure are different issues." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing processor method and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken CLI command and attention registration behavior are separate problems." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Broad v5 regressions vs `special_tokens` dict/list handling are not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing processor method and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs has no relation to tokenizer loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and appropriately conservative. The summary correctly treats the cluster as mostly heterogeneous, with only two plausible duplicate subthemes (import-time slowdown and Qwen3.5 MoE tensor-parallel loading). The accepted soft pairs are supported by title-level similarity and are not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 62, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:46664|issue:46726", + "issue:43299|issue:44556", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:44355|issue:45071", + "issue:43502|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:42757|issue:43576", + "issue:43576|issue:47059", + "issue:44038|issue:45125", + "issue:31795|issue:38617", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44485|issue:44961", + "issue:43525|issue:47110", + "issue:44961|issue:45468", + "issue:43352|issue:44961" + ], + "prepared_review_unit_hash": "cd46cde634fc8b994178eb1d82ad7a4b66e23d55f4e793400eba4b3b60e2427b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36230, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers issues with only superficial similarity around v5/loading/import regressions. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style regression report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the least specific and most representative anchor among these unrelated issue reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best issue candidate only as a generic cluster anchor; it is still too vague to serve as a strong duplicate target, but it is broader than the more model-specific or symptom-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Both mention breakage after upgrade, but one is about compiled Python files failing and the other about much slower filtering; different bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang and documentation confusion in model.forward are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad behavior and generation kwargs after sync_gpus affect different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network requests and FP8 save_pretrained issues are unrelated." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor num_frames semantics and missing vision-backend image processor errors are different problems." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version/loading regressions, but one is Qwen3VL MoE model loading and the other is reloading old checkpoints after a version upgrade." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow job-status reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "An UnboundLocalError in generate() is not the same as documentation confusion about inputs and past_key_values." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Pipeline-removal docs staleness and an unrelated racoon issue do not match." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different model-loading surfaces and model families." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing PreTrainedModel import are separate export failures." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both touch FP8/MoE, but one is about save_pretrained and the other about inference support for Qwen3-VL/Qwen3.5; not the same concrete bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Generic kwargs forwarding in RoFormer models and attention-interface implementation are related but not the same defect." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network requests and an unrelated racoon issue are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PretrainedConfig type-checking are different issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env breakage and a specific import error for Qwen2_5_VLForConditionalGeneration are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub and a broken transformers env command are different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both involve CLI tooling, but the reported breakages are different and do not share the same code-path problem." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe loading problems and missing tensor-parallel plan support are distinct model issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation wording and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bugs and pipeline docs mentioning return_all_scores are not the same problem." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "A missing attribute in SAM 3 video output and a cache FileNotFoundError for trust_remote_code are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and cache FileNotFoundError are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not being applied in model_init and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion-script question are different change requests." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "A missing config field being dropped by @strict and a special_tokens list/dict type error are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5-35B chat crash and a broad complaint that v5 breaks many models are not the same concrete bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and an unrelated racoon issue do not match." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention 2 support and an unrelated racoon issue are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and a special_tokens list type error 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": 63, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + 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"issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance cleanup is unrelated to missing cache state in generation prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id in Llama4Config is a specific config bug, not the broad 'many models break' report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bbox hallucination in Qwen3-VL is different from a Qwen3_5 infinite-loop case on one image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Bounding-box output errors are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Serialization of tied lm_head weights is a different failure mode from checkpoint reload compatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing is specific, while the other issue is just a generic v5 breakage umbrella." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSTMixer post_init policy and a tied-weights helper crash are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "The v5 env CLI breakage is a different surface from checkpoint reload failures." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 configuration guidance has nothing to do with cache-strategy wording." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 model breakages are unrelated to a specific CLI incompatibility with huggingface_hub 1.22.0." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing is a performance symptom, not the same as lazy-loading being broken." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker config mismatch is unrelated to Liger Kernel application via model_init." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup does not match a missing Qwen3_5 model module import." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to a placeholder bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility failure is not the same as a Qwen3-VL bounding-box hallucination bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky test needing set_seed is unrelated to a scheduler ignoring lr_scheduler_kwargs." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo is unrelated to SequenceFeatureExtractor.pad converting arrays inefficiently." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save is a specific bug, not an unspecified report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env CLI breakage is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "v5 env-command regression is unrelated to a shell-operator allowlist bypass." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "A scheduler kwargs bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs loss is unrelated to scheduler configuration." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Removing import * for performance is unrelated to failing to import HybridCache." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup is unrelated to a testing_utils bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained problems are different from a tied-weights-key AttributeError." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version support issues are unrelated to a missing Qwen3_5 model import." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Model.forward docs confusion is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python compatibility regressions are unrelated to a command-allowlist bypass." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating is not the same as the comb.to(dtype).transpose issue." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp math and SmolVLM video padding are different processor 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": 64, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43576|issue:44273", + "issue:45468|issue:46894", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:43298|issue:46095", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:44861|issue:47110", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:42913|issue:43066", + "issue:43606|issue:45468", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44230|issue:44623", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:28348|issue:43352", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "743d578a8979721d88d66b136d5e13443c8085790a78b0ba74418bf740ad8ef0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41327, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues about flash attention, tokenizer behavior, loading/import failures, schedulers, audio models, security bugs, and even non-technical spam. None of the soft pairs look like the same concrete bug/change.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45250 is the broadest, most generic flash-attention-related item in the set, so it is the closest weak representative for the tiny attention-support subtheme. The cluster overall is too mixed to treat as a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the best available issue anchor only because its title is the most general and overlaps with the few flash-attention items; however, it is still not a strong duplicate representative for the full cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different bugs: Liger Kernel not applied in model_init vs flash_attention_3 causing degenerate training." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "Completely unrelated: GLM-5 RoPE implementation vs shell command-substitution allowlist bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different model/code paths: DSA indexer ReLU discussion vs Gemma4AudioRelPositionalEncoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; no shared concrete failure mode." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI command vs lazy loading regression; different subsystems and symptoms." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma audio positional encoding issue vs CohereASR training-loss double-shift bug." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility bug vs tar/zip slip RCE security issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation bug vs GLM-5 RoPE implementation; unrelated logic." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support vs deepseekv4 weight conversion question." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation bug vs arbitrary file write / RCE security issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading regression vs inverse_sqrt scheduler kwargs handling; different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL vs scheduler timescale kwarg bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward() vs a Llama 3.2 model loading breakage." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken transformers env CLI vs inability to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Remove import * usage vs VRAM leak in multi-dataloader-thread inference; unrelated change and bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation vs Gemma4 audio positional encoding; different models and failures." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad complaint about Transformers 5.0 vs tar/zip slip RCE; no shared underlying defect." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad complaint about Transformers 5.0 vs shell allowlist bypass; unrelated security vs compatibility." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings API behavior vs VRAM leak in multi-threaded use." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "AttributeError in tied-weight-key handling vs special_tokens list/keys error; different failures." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "NemotronH Flash Attention 2.0 support issue vs tar/zip slip RCE; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still triggering network requests vs timestamp calculation bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer-related, but the reported symptoms differ and there is no evidence of the same concrete regression." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in suno/bark-small vs Gemma4 audio positional encoding." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General Transformers 5.0 complaint vs import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value issue in GlmMoeDsaIndexer vs Gemma4 audio positional encoding." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight-key AttributeError vs CLI failure from huggingface_hub version mismatch." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak bug vs a small testing_utils issue; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH vs Qwen3_5 import failure; different components." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Importing HybridCache vs importing Qwen3_5ForCausalLM; both import errors, but not the same symbol or root cause." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Related theme, but not the same concrete change: GPT2LMHeadModel-specific FA2 support request vs a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash vs apply_chat_template crash with tool-call assistant messages." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg bug vs a non-technical/spam issue; no relation." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unemployment spam vs tar/zip slip security bug; unrelated." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unemployment spam vs shell allowlist bypass security bug; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE vs processor.save_pretrained missing files." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies vs unrelated spam issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated spam issue." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they are model-specific support requests for different architectures, not the same bug/change." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "from_pretrained checkpoint loading slowness vs ImportError for layer_type_validation; different code paths." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs from_pretrained error for Qwen3.5 MoE; not the same defect." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug vs slow from_pretrained checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training vs from_pretrained performance issue." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading-performance issue vs documentation confusion in forward(); different problem types." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support vs FP8 inference support; different features and 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": 65, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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": "6dd5691e53361a296569f3e4579767d005b6e96e73630f0500256a16689ff3d7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011320, + "estimated_input_tokens": 252830, + "estimated_eval_tokens": 505916 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8610, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates; they span unrelated models/features (norm layers, Mask2Former loss args, ModernBERT typing, tokenizer warnings, DeepSeek gating, RoFormer attention, etc.). The soft-similarity pairs are superficial and do not indicate the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the reported problems affect different code paths, models, and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42936 is the most concrete, narrowly scoped bug report, but it should not be treated as a duplicate hub for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and failure modes: Mamba/Mamba-2 init_weights behavior vs RoFormer attention interface usage. No shared code path." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a ModernBERT config type-hint issue; the other is a tokenizer regex warning regression. Similar theme only at a very broad level." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value not used is unrelated to kwargs not being forwarded into a loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention interface usage affect different components and code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss configuration bug vs tokenizer warning regression; not the same defect." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and different bugs: Mask2Former ignore_value handling vs RoFormer attention interface integration." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss argument handling and a quantization_operation typo are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and a typo in quantization code do not describe the same underlying issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss functions is a runtime behavior bug; incorrect type hints are purely API metadata and not the same issue." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question and ModernBERT norm_eps type hint are different model-specific concerns." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value loss logic and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 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": "b7a40596856dfac89a72b392b1dcd2e9a4156e5132083c28199edd8f2aed3566", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they concern different features in different parts of the library (tokenizer truncation behavior, ReduceLROnPlateau-like training control, and Wav2Vec2 word boundary offsets). No soft edge should be merged.", + "confidence": 0.96, + "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 features and code paths: truncation-from-beginning behavior vs Wav2Vec2 word offset extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: tokenizer truncation option vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different problem domains: scheduler-like training logic vs speech model word 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": "b893510896fb590797aac16759cb34117d1c6141a11afb39eca2c88201a69345", + "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": "The cluster is weakly related at best: 16618 is the only broad model-loading complaint, but 15980 is specifically about private-model auth/error messaging and 13244 is a separate tokenization discrepancy. I would not merge any of the soft edges as true duplicates.", + "confidence": 0.49, + "canonical_issue_reason": "issue 16618 is the best umbrella candidate because it is the broadest direct model-loading failure report; the other two are either narrower auth/error-message behavior (15980) or a different tokenization bug entirely (13244).", + "canonical_pr_reason": null, + "best_issue_reason": "issue 16618 is the most representative of the apparent shared theme around model loading, even though the cluster appears over-broadened.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch vs. model-loading failure are different underlying bugs/code paths." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model login/error-message handling is not the same underlying issue as a generic 'can't load bert-base-uncased' report." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-19631-3", + "nodes": [ + "issue:19631", + "issue:20362", + "issue:22372" + ], + "soft_pairs": [ + "issue:19631|issue:22372", + "issue:19631|issue:20362" + ], + "prepared_review_unit_hash": "a17f66ba78ba463776ae7145108d134c47136693b81f92bfbfcc6e6c9ed7a44f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2351, + "estimated_input_tokens": 588, + "estimated_eval_tokens": 1432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2351, + "estimated_input_tokens": 588, + "estimated_eval_tokens": 1432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three are closed feature requests to add different models, but they describe different underlying additions: EDSR/MDSR, FlexiBERT, and Restormer. They are related only at a very broad \u201cadd model support\u201d level, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "issue:19631 is the earliest request and is a concrete model-addition ask, but there is no true duplicate canonical because the other issues target different models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:19631 is the best representative only by age and specificity; it is not the same underlying request as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "EDSR/MDSR and Restormer are different model families; this is the same broad feature area, not the same request." + }, + { + "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "EDSR/MDSR and FlexiBERT are unrelated model additions, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "cbdc3d43cf9a658a5b112d9f156f3357245cb5fe760cf959db3483066497babb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They are related only in a broad \u201csupport more architectures\u201d sense, not the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the stronger representative item for the cluster only because it has higher discussion activity and broader traction, but it is not a duplicate of 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests touching different technologies (Flash Attention 2 vs GGUF). Shared wording about architecture support 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": 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-27088-11", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:30240", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "issue:27088|issue:30240", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:44365", + "issue:28936|issue:30240", + "issue:28936|issue:38435", + "issue:30240|issue:44370", + "issue:30240|issue:44365", + "issue:30240|issue:43834", + "issue:30240|issue:47299", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "882a7f42307c56483ba0a8dc1da56ff92c14947a7f4ee34f4b0298c26d54511a", + "component_budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 39, + "serialized_chars": 20651, + "estimated_input_tokens": 5163, + "estimated_eval_tokens": 10582 + }, + "budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 39, + "serialized_chars": 20651, + "estimated_input_tokens": 5163, + "estimated_eval_tokens": 10582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly translation-request issues for different languages, plus a few near-identical template-like placeholder issues. They are similar in form but not clearly the same underlying request, so I would not merge them as duplicates.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43834 is the cleanest representative of the repeated placeholder-style translation-request template and is the earliest of the near-identical generic entries.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the most central, generic exemplar in the cluster; the concrete-language issues look like separate translation requests rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs a generic placeholder ticket; not enough evidence of the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish request and a separate placeholder-style translation issue; different apparent targets." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different concrete language request vs generic placeholder wording; likely separate issues." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "A concrete Turkish docs translation request is not the same as the other placeholder-style request." + }, + { + "left": "issue:27088", + "right": "issue:30240", + "accept": false, + "reason": "Turkish and Polish translation requests are distinct language targets." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder ticket; no clear same-language or same-change match." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish docs translation requests are different underlying tasks." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request and a placeholder template issue are not clearly the same request." + }, + { + "left": "issue:28936", + "right": "issue:30240", + "accept": false, + "reason": "Spanish and Polish translation requests are different language-specific issues." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct." + }, + { + "left": "issue:30240", + "right": "issue:44370", + "accept": false, + "reason": "Polish request vs generic placeholder ticket; not enough evidence of duplication." + }, + { + "left": "issue:30240", + "right": "issue:44365", + "accept": false, + "reason": "Polish translation request and a placeholder template issue do not clearly refer to the same task." + }, + { + "left": "issue:30240", + "right": "issue:43834", + "accept": false, + "reason": "Polish request vs generic placeholder wording; likely separate translation requests." + }, + { + "left": "issue:30240", + "right": "issue:47299", + "accept": false, + "reason": "Polish request and another placeholder-style translation issue are not clearly the same change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder ticket; different apparent targets." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request and a placeholder template issue are not clearly duplicates." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs generic placeholder wording; likely separate issues." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Romanian request and another placeholder-style translation issue are not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request vs a different non-English-looking request; no evidence of the same underlying change." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These are only similar template-style translation issues; no concrete evidence they are the same request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical placeholder text is not enough to prove a duplicate underlying translation request." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Template-like similarity alone does not establish the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Both look like generic translation-request text, but there is no evidence they are the same actual language request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "No concrete overlap beyond generic translation-request similarity." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Highly similar placeholder issues, but not enough evidence they are the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Template-level similarity only; no explicit same-language or same-change evidence." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic similarity is insufficient to treat these as the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "No evidence these placeholder-like entries are the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Similar template wording only; not enough to confirm duplicate change/request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "No concrete sign they refer to the same language translation task." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder-level similarity is not sufficient to merge as duplicates." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Different-language-looking text and generic placeholder similarity do not prove the same request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "No explicit evidence the two translation requests target the same language or content." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation-request similarity is not enough to call these duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "These appear to be separate translation-request tickets with only superficial similarity." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "The two non-Latin-language titles are not enough to show the same underlying translation request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different-looking requests with no explicit shared target or code-path evidence." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "No concrete evidence that these are the same underlying issue." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Only superficial similarity; not enough to accept as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-36718-22", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:37334", + "issue:36879|issue:37015", + "issue:37334|issue:41115", + "issue:37334|issue:43837", + "issue:37334|issue:43671", + "issue:37334|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41211|issue:43671", + "issue:37015|issue:42503", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:37334|issue:42954", + "issue:42954|issue:43671", + "issue:42503|issue:42954", + "issue:42954|issue:45177", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:41115|issue:45027", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:37334|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "b6093b085617b9a7b6a1fd4726d564c94782bed2c29e5ccd072f4358277bbcbf", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31688, + "estimated_input_tokens": 7922, + "estimated_eval_tokens": 16100 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31688, + "estimated_input_tokens": 7922, + "estimated_eval_tokens": 16100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic bucket of distinct model-request issues (vision, audio, BERT-like, detectors, OCR, etc.), not true duplicates. The soft-similarity edges are driven by shared wording like \"Add/Support model\" rather than the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue here appears to be the same underlying request as the others; the items are separate model-addition proposals for different architectures and modalities.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41115 is the broadest/most generic request in the set by title, so it is the closest representative, but it is still not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher are different models and different requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matching and MiniCPM3 architecture support are unrelated changes." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are distinct model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model families with no shared code-path change." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are separate model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different detection models, not the same request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio target different modalities and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR detection support is unrelated to the OpenAI weight-sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model-support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model additions, not the same bug/change." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and the weight-sparse transformer request do not touch the same concrete code path." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are separate architectures and domains." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT and LLMDet are distinct model support requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model integrations." + }, + { + "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 unrelated model requests." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet support is not the same as Qwen3-TTS support." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet and ModernVBERT are different model families." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are 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"issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap only loosely by theme, not by specific change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "RoPE-enabled BERT-like models and XiaoMi MiMo are different model requests." + }, + { + "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 additions." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet and XiaoMi MiMo are separate model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model integrations." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are different model families." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different requests with no shared fix." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related in vendor name only; they are distinct model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS models and likely different integration code." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is not the same as the weight-sparse transformer request." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and use cases." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are unrelated changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model integrations." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink options are not the same underlying feature." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support and Voxtral TTS are unrelated model changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet and Voxtral TTS are different model families and code paths." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementations." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are not the same issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera 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": 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": "638bc9cb6e0ce48b959e977cedc93fca5599a5c6ffba1607155471d48c381812", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a documentation request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. They touch different topics and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are unrelated and do not describe the same underlying problem or change.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the better representative issue only because it is a concrete technical refactor topic; issue 38740 is a separate docs request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: documentation about adding a framework vs a Vision RoPE refactor. No shared bug or change path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "76e2d2ba40b374b9da940b5b8f69c236ee552a5263e0c00070d899dcf6a3db69", + "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 are not duplicates: one is about block decoding behavior, the other about adding DeepSeek v3.2 support. They share only a broad model/inference context, not the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles and scopes are different, with no evidence they track the same bug or feature.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the more specific, self-contained request, but it is not a duplicate anchor for 41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying topics: decoding mode implementation vs model compatibility/support. The overlap is only broad LLM infrastructure, 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": 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": "e7db4e1b0e7adbbd9f567714c84de53802b04974668c5f953e397f01bbd95ae6", + "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 memory-efficient tiled model components, but they describe different requested changes in different code paths: one adds a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other proposes integrating TiledMLP. They should not be clustered as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue for a duplicate cluster: the issues target different components and different user-visible changes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the more concrete request, with a specific API surface (`from_pretrained()`) and a narrowly defined feature change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Both mention tiled/memory-saving ideas, but they are different enhancements for different modules: TiledFusedLogitsLoss/FLCE flag handling versus TiledMLP integration. They do not appear to be 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": 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": "f1d82b4402c0e0bae434faada5772c2ceb73b7e94664c022e865d0cba2409c81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues share only a broad theme around custom trainers, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation. They do not look like duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more concrete Trainer behavior request and reads as the stronger representative of the cluster, though it is not a duplicate of the other issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They concern different underlying code paths and outcomes: `remove_unused_column` customization versus FLOPS estimation for custom trainers. Shared Trainer/custom-trainer context is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "9ec83f096125408259b418a75a98ebf27cfdbdbf42ff80ae44c2b8cb4f68c7c2", + "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 two separate model-support feature requests for different Qwen families and different auto-class classes, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader request and the better representative of the cluster: it asks for AutoModel / AutoModelForConditionalGeneration registration for Qwen3-Omni, whereas 44405 is a narrower AutoModelForSequenceClassification request for Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the most central issue to keep as the cluster anchor because it targets core auto-class registration rather than a single task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: one is registration for Qwen3-Omni in generic generation auto classes, the other is adding sequence-classification support for Qwen3.5. They do not describe the same bug or fix path." + } + ] + }, + "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": "acdf8bab5e9d4b2d3d564acf0c974bfe15e7a20bd8ef2bb3b4c58cb1a86bf466", + "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": "The three 'huggingface ' issues look like the same duplicate cluster; 'Fett' appears unrelated. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical 'huggingface ' reports and is the best anchor for the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the most suitable global issue representative: it is earliest, matches the repeated title exactly, and has no conflicting evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no evidence they describe the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no shared issue details beyond generic similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no shared concrete bug description." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and very similar issue metadata; likely duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same apparent topic; no distinguishing details are present." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and no evidence of different underlying bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: 43845 is the earliest of the three identical 'huggingface ' issues, the soft-edge acceptances among 43845/43846/43859 are conservative given the identical titles and high similarity, and 43835 is reasonably treated as unrelated because it has a different title and no stronger evidence. No PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "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": "aee81302749b852f013fca13be8b3b6cb21fb775f726752a0f5bc0ca1a5d1b40", + "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 a set of low-information issues, mostly spam-like placeholders plus two unrelated topic titles. There is not enough evidence to confidently merge any pair as the same underlying bug/change.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 44371 is the earliest item in the cluster and is as representative as the other spam-placeholder issues; there is no stronger substantive signal to prefer another issue.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is a reasonable cluster representative because it is earliest and the cluster lacks meaningful technical detail across all candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder-style title, but no body/details to show a concrete shared bug or change; too little evidence to treat as the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-like title alone is not enough to confirm the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different titles and no shared technical context; appears unrelated." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "No evidence of a shared bug/change; the titles are unrelated and low-information." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated topic title versus spam placeholder; no basis for duplicate consolidation." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation-suggestion wording does not match the spam placeholder issue and no concrete common problem is shown." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Different apparent purpose and no technical overlap beyond generic similarity." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Even though the titles match exactly, there is no description or code-path evidence to prove they are the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "No shared concrete bug/change; titles are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No evidence these concern the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No shared technical context; unrelated titles." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No evidence of the same bug/change; titles 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": 15, + "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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "a70a9569b9f6a839f6857f89bf67fac35ec47d7e13e57fce972087a7776de12d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and near-identical body sizes, indicating the same underlying report; issue #45145 is the better canonical choice because it was created earlier and already has an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is earlier and has an inbound reference, so it is the stronger canonical issue for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best overall issue representative: it matches the same title/body as #45151 and has more existing linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same exact title and highly similar body length/structure, with soft-similarity evidence pointing to the same report." + } + ] + }, + "evaluator_result": null, + "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": "cache", + "cache_hit": true, + "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": "74b08440ecc2c335b35269491d7860922284b09c781b0df5272499f89980bc39", + "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": "Two closed issues with only person-name/date titles and no body content; they do not appear to describe the same bug or request, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is clearly canonical: both have empty bodies and unrelated-looking personal-name/date titles, so there is insufficient evidence to prefer one over the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles reference different names and different dates, and there is no body or shared issue context indicating the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "65ec2cb7175a7a0b325a61c2bc772f9d3033812aacb06d615e0f2dcb160187bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with unrelated personal-name/date titles and no body or linking evidence; they do not look like duplicate reports.", + "confidence": 0.96, + "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": "Only soft similarity is a generic naming pattern; there is no shared subject, body, target, or evidence of 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": 19, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "0b9005e493ae517db10bcc67875fd94c755be3d3e12bf78862b9e9954ce504e3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for a new token-classification model class for Qwen3_5, while the other requests FP8 training support. They touch different features and would not be merged into one fix.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate here; if forced to anchor the cluster, issue #46295 is the broader feature request, but it is still unrelated to #45810.", + "canonical_pr_reason": null, + "best_issue_reason": "#46295 is the more general/high-level request, but the pair is not a duplicate cluster because the problems are different.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: adding a Qwen token-classification head vs. enabling FP8 training support. No shared code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "5350f2f9e7f92ede73e5f88eedca4c181d3984be52c4fb2a89d6509275cf9a55", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster likely contains two highly similar issue pairs (45870/45871 and 45872/45873) plus one distinct dataset post (45869), but the evidence shown is only soft similarity, so none of the pairs should be treated as confirmed duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "45870 is the strongest single representative of the financial-time-series example subtopic because it has the cleanest, most generic title and matches the paired issue closely, but the evidence only supports high similarity rather than a confirmed duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue representative for the cluster because it anchors the clearest subtopic, while the rest of the cluster splits into a separate similar pair and one distinct dataset post.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial-data theme, but this is a dataset bundle versus an example request, so not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above: thematically related, but dataset listing and example post are distinct." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": false, + "reason": "Very high textual similarity, but only soft evidence is available here, so this should be treated as similar rather than a confirmed duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge and finance, but the titles point to different topics: example prediction versus scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad subsystem, but different concrete request/topic, so not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete topics despite overlap in the financial/DataForge domain." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete topics despite overlap in the financial/DataForge domain." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": false, + "reason": "Very high textual similarity, but the evidence shown is still only soft similarity, so do not mark as a definite duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the soft-edge calls are too strong for the evidence available. The packet only shows soft_similarity for every pair, and deterministic_accept is false across the board, so labeling 45870/45871 and 45872/45873 as \"exact duplicate issues\" overstates confidence. A conservative read would be that these pairs are highly similar, not definitively duplicates. The overall \"two duplicate topics plus one distinct item\" framing is plausible, but the duplicate verdicts need to be softened or qualified." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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": "49d71c4f4a76a318798081e273ef9f4b8e68236a98ca32a6085f680687b3470c", + "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 issues involve `cache_implementation=\"static\"` and `linear_attention`, but one reports shape corruption leading to `RuntimeError` while the other reports a `KeyError` on Qwen3.5. They look related, yet not clearly the same underlying bug from the available evidence.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader root problem in static cache `early_initialization` affecting linear-attention layers, rather than a model-specific crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster since it describes the underlying cache/linear-attention failure more generally and is not tied to one model name or a single observed exception.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related area, but the failures are different concrete symptoms (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). With only titles available, this is not clearly 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": 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": "8a46b4f5577c12bcc781b5c6b6d0bb2cf490637eada5c380d5b9b6fcbf5c6967", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1705, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1705, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two extremely similar issues about the same Wav2Vec2CTCTokenizer v5 regression. Issue 46552 is the best canonical issue because it is open and has inbound references, while 46551 looks like a duplicate report.", + "confidence": 0.96, + "canonical_issue_reason": "46552 is the stronger canonical issue because it is still open and has inbound references, making it the more useful live tracker for this very similar report pair.", + "canonical_pr_reason": null, + "best_issue_reason": "46552 is the best issue representative: it matches 46551 on title and body length, and its open state plus inbound references make it the better active tracker.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "They have identical titles, identical body length, and a soft-similarity signal, so they are very likely the same report even though the packet does not prove the bodies are exactly identical." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster judgment is mostly grounded, but it overstates the evidence in a few places. The packet supports that 46551 and 46552 are highly similar: identical titles, identical body length, and a soft-similarity signal. It does not directly prove the bug descriptions are identical, so the soft-edge reason should be more conservative (e.g. \"very likely the same report\") rather than \"same underlying issue reported twice\" with certainty. Likewise, \"same exact bug report\" is stronger than the packet alone justifies. The canonical choice of 46552 as the open item with inbound references is reasonable." + }, + "evaluator_used": true, + "retried": true, + "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": "7a8d7e04b66e32bd5851eac9f1084044b64bfa27cbb9212fd925671915fbfcc4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs in RT-DETR v2. They share a general training context, but not the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46657 is the better canonical representative because it describes a concrete, specific training failure mode rather than a broad resource symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best issue to anchor the cluster, but only as a representative training bug report; it should not absorb 46692 as a duplicate because the failure modes differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor size mismatch vs out-of-memory after some epochs. Same model domain, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "1dc29a76c153a70c910b5ddd3541a4fdd9fe251730f89f6c57704a66d53940a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different model-loading bugs: one is a ZeRO-3 zero.Init partitioning/OOM issue in a composite multimodal model, the other is a 4-bit device_map/max_memory dispatch-to-CPU ValueError. They share only a broad loading/placement theme, not the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46823 is the clearer representative because it has a concrete, fully specified failure mode and repro path; 46822 is a separate ZeRO-3-specific loading bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46823 is the strongest standalone issue in this cluster: it states the exact parameter combination and the incorrect CPU dispatch behavior leading to a ValueError.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different code paths and failures: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. Same general area, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "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-46906-19", + "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" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47265|issue:47377", + "issue:47279|issue:47309", + "issue:47279|issue:47377", + "issue:47309|issue:47377", + "issue:47182|issue:47309", + "issue:47227|issue:47309" + ], + "prepared_review_unit_hash": "7f047ca1c72aaf36e77042e16000f122dd113eb11e8ca0243c8a62b829c963de", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 59, + "serialized_chars": 31858, + "estimated_input_tokens": 7965, + "estimated_eval_tokens": 16186 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 59, + "serialized_chars": 31858, + "estimated_input_tokens": 7965, + "estimated_eval_tokens": 16186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are date-stamped instances of the same triage template for \"[serge] integration failure triage\" rather than evidence of one shared underlying bug. The similarity is mostly template-driven, so none of the soft duplicate edges are safe to accept.", + "confidence": 0.91, + "canonical_issue_reason": "If one issue must anchor the cluster, issue:47377 is the best current representative because it is the latest open triage entry in the series.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47279 is the strongest hub-like representative by activity/inbound references, but it still looks like a separate daily triage report rather than a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same template, different date-stamped triage entry; not enough evidence of the same underlying failure." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Highly similar wording, but these look like separate daily triage reports rather than one bug." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Template match only; no concrete shared root cause is visible." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Date-specific triage issues should not be merged without evidence they track the same failure." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Looks like repeated daily triage output, not the same issue instance." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same recurring triage format; no shared bug details are shown." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Similarity is driven by the title/body template, not a proven duplicate bug." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Separate date-stamped triage tickets; do not merge on template similarity alone." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "No evidence these report the same concrete failure path." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Recurring triage template, but distinct daily reports." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "High textual overlap does not establish a shared underlying bug." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "These appear to be separate daily triage entries." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same subsystem and template, but no concrete duplicate evidence." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Different dated triage reports, not the same issue to merge." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Template similarity only; no shared bug or change is identifiable." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Likely separate daily failure snapshots, not duplicate reports." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Similar titles are not enough to merge these triage issues." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "No explicit shared root cause; these look like separate date-based reports." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Repeated triage template, but not the same concrete failure." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different daily triage entries; merge would be too aggressive." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same generic triage series, but no evidence of identical underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "These are separate dated reports rather than one duplicate issue." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Template overlap only; insufficient basis to accept as duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "No code-path or failing scenario evidence showing the same bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Adjacent daily triage posts, but still distinct issues." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Looks like a recurring report format, not a mergeable duplicate." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Shared title pattern is not enough to conclude same root cause." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different dates and no shared concrete defect details." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Separate triage tickets; same theme, not same bug." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "High similarity is template-driven, so do not accept." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "No evidence they would be merged into one fixable issue." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "These look like independent daily triage snapshots." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same recurring label, but not the same underlying failure." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Not enough shared bug detail to treat as duplicates." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "These are date-stamped triage entries, not the same issue instance." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Strong textual similarity, but likely separate daily integration-failure reports." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "No concrete evidence of one shared root cause." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Same triage template across days; not safe to merge." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Recurring report series, but not the same bug or change." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Different dated triage tickets; template overlap only." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Same family of triage issues, but no shared concrete defect is shown." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "These read like separate daily reports, not duplicates." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Template similarity is high, but root-cause identity is unproven." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "No sign these belong to one mergeable bug report." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Date-specific triage entries should stay separate absent clearer evidence." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "Same title pattern, but likely different daily failure snapshots." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Similar triage logs, but not the same concrete failure path." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Recurring template only; do not merge on similarity alone." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "These appear to be distinct daily triage issues." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "No evidence they describe the same underlying bug." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "Separate date-stamped reports, not a single duplicate issue." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "High overlap from repeated template, not proven duplicate bug." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Different triage instances; merge would conflate separate reports." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Same generic integration-failure triage series, but not one concrete issue." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "No shared root cause or code-path evidence is present." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "These are separate dated entries rather than duplicates." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Template similarity alone does not justify acceptance." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "Likely independent daily triage reports, not the same bug." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "No concrete shared failure is visible beyond the shared triage template." + } + ] + }, + "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": "cd1e4a634d6e49ccf12a4b88b2b592638339f6b79f0c28b99b986eeb1dd59dca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicates of the same request: adding RWKV7 model support. With no additional differentiating evidence, one canonical issue should represent the shared tracking item.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46983 is the earlier/lower-number report and can serve as the canonical tracker for this duplicate request.", + "canonical_pr_reason": null, + "best_issue_reason": "46983 is the best issue candidate because it is the earliest of the two and matches the same exact title and likely same request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, highly similar bodies, and no evidence of distinct scope; these look like duplicate reports for the same RWKV7 support request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded: both closed issues have the same title and very high textual similarity, with no counterevidence of distinct scope. The duplicate/canonical framing is conservative enough." + }, + "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": "84ba49375ec46bf2c22aa025bec55d9f0f32e8508cbfafc979a0890b46d9a649", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1624, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1624, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, fix, or change request. I would keep them separate and not treat them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 47007 is the better standalone issue because its title is more concrete and scoped; 47015 is broader and more generic.", + "canonical_pr_reason": null, + "best_issue_reason": "47007 is the best representative issue: it is more specific, readable, and easier to triage than 47015.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They share a broad AI vulnerability-discovery theme, but the titles describe different article/topic angles rather than the same underlying defect or change. No explicit linkage, filenames, or diff evidence supports duplication." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "3db35ce114e79dccd7ae1a2d5aafebccf32a9fe1957813366aa6bbab66069942", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two open issues are effectively duplicates: identical titles, equal body size, same creation window, and no differentiating metadata. Issue #47138 is the better canonical choice because it was created slightly earlier and has more inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "#47138 is marginally earlier and has more inbound references, so it is the better canonical anchor for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#47138 is the strongest issue representative because it appears first and is the more-linked duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title, same apparent description length, same bug report, and no substantive differences; they look like the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate/canonical call is only partly grounded. The packet supports that the issues have identical titles, equal body_length, and close creation times, so a duplicate hypothesis is reasonable. However, the analyst overstates the evidence by saying they are the \"same bug report\" and have \"no substantive differences\"\u2014the packet does not include the bodies, and there are metadata differences (notably inbound_references and discussion_activity). The canonical preference for #47138 as earlier and more referenced is grounded, but the soft-edge verdict should be phrased more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "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-40546-78", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:45157", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "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:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47291", + "pull_request:47292", + "pull_request:47295", + "pull_request:47301", + "pull_request:47336", + "pull_request:47360", + "pull_request:47374", + "pull_request:47383", + "pull_request:47384" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:47268|pull_request:47284", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47204|pull_request:47374", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", + "pull_request:47105|pull_request:47129", + "pull_request:47301|pull_request:47360", + "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", + "pull_request:47360|pull_request:47383", + "pull_request:47173|pull_request:47184", + "pull_request:47275|pull_request:47360", + "pull_request:47166|pull_request:47173", + "pull_request:47291|pull_request:47384", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", + "pull_request:47275|pull_request:47301", + "pull_request:46912|pull_request:47179", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47284", + "pull_request:47163|pull_request:47284", + "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:46836|pull_request:47275", + "pull_request:45157|pull_request:46395", + "pull_request:46912|pull_request:47082", + "pull_request:47163|pull_request:47384", + "pull_request:47204|pull_request:47295", + "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:47077|pull_request:47301", + "pull_request:47336|pull_request:47384", + "pull_request:44775|pull_request:47077", + "pull_request:47166|pull_request:47292", + "pull_request:46267|pull_request:47383" + ], + "prepared_review_unit_hash": "b39de315a6bd7e3014dd8c94c094d68348d756cd156b692f462474ecaa7311ce", + "component_budget": { + "node_count": 78, + "item_count": 78, + "soft_pair_count": 212, + "serialized_chars": 267587, + "estimated_input_tokens": 66897, + "estimated_eval_tokens": 134050 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 53, + "serialized_chars": 126336, + "estimated_input_tokens": 31584, + "estimated_eval_tokens": 63424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated PRs. The only true duplicate-style matches are the fixed_cross_entropy kwargs PRs and the CohereASR double-shift loss-fix PRs; the rest are different features, docs, or test-only changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:47090 is the strongest representative of the CohereASR double-shift fix: it addresses the same loss-path bug, keeps the loss-function plumbing intact, and extends the fix across the related ASR models with tests.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:47090 is the best overall PR candidate because it fixes the same concrete training-loss bug as the narrower CohereASR PRs while covering the broader affected model set and preserving the intended loss handling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs make the same fixed_cross_entropy change: forward supported cross-entropy kwargs into nn.functional.cross_entropy for the same helper and issue target." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same underlying double-shift training-loss bug in CohereASR/related ASR models; the fixes target the same code path and could be combined into one PR." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Both fix the same CohereASR loss double-shift problem in the forward loss path, just with different implementation detail and scope." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Different model test failures in unrelated subsystems; no shared bug or change." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss handling and a MusicGen generate typo are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "One is a pytest-v9 compatibility tweak for GLM ASR, the other is a CohereASR training-loss fix." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Both are test updates, but for different models and different failure modes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both touch Docker/CI, but one deletes a workflow and the other adds exporter dependencies; not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47374", + "accept": false, + "reason": "Exporter test-environment changes vs exporter documentation edits are not the same concrete fix." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model test fixes for different XPU-related issues." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + 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related to loading/export infra broadly, but distinct bugs." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47387", + "accept": false, + "reason": "OpenVINO exporter and one-to-many conversion loader fix solve different problems in different code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exporter/model work vs NeuCodec model support; separate model integrations with no shared underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "01fcf82f0ddee4c36f8d04f691d9bf4410869a1e1d38fe3603a0cfeab98dceb0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the stronger standalone change: it adds a concrete model capability with supporting code and tests for DINOv3 image classification. PR #40755 is also valid, but it is a broader TimesFM feature/doc update and less clearly the cluster anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different user-visible features. They do not appear to fix the same underlying bug or implement 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": 3, + "component_count": 31, + "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": 31, + "review_unit_index": 1, + "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": "422b5c58104eecf8ce452bbe7d7dc59b597cd1490a7b3b4e4b42848b24905ac6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related workflow-maintenance PRs, but they are not duplicates: one upgrades GitHub Actions core actions for Node 24 compatibility, while the other bumps docker/build-push-action and a few other workflow actions to newer versions.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader and more representative workflow compatibility upgrade, touching multiple GitHub Actions core actions across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative artifact for the cluster because it targets the larger Node 24 compatibility migration rather than a narrower docker-action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They both update workflow dependencies, but they are different changes: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and related workflow actions. They could be merged separately and do not appear to fix the same concrete bug." + } + ] + }, + "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": 31, + "review_unit_index": 1, + "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": "639eaf1b0aec8a1a9176a383b92d492322b6510edb9fea11e2d776ca07948a04", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are separate model-addition changes (ViT NEPA, Molmo, CTSM, Step3p7). The overlap is limited to shared docs/auto-registration scaffolding, not the same underlying bug or feature.", + "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:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families and implementations; shared _toctree and auto mappings are routine add-model boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are unrelated model additions with different code paths, tests, and docs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct models; the overlap is only generic registration/documentation work." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model implementations; shared timeseries/auto-file edits do not indicate 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": 6, + "component_count": 31, + "review_unit_index": 1, + "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": "0c725ddff03c2140313ac7bd934f4e2560891118c189c6dec0c5aab8ba8782fc", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19600, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19600, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most PRs are unrelated despite generic titles; the only clear duplicate pair is the two YOLOS device-mismatch fixes, which target the same issue and overlap on the same file and issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the more complete YOLOS fix: it includes the actual device alignment in the forward path plus the model split-list change, while 46886 is the narrower precursor. It best represents the underlying bug fix for device_map='auto' mismatches.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best single PR candidate because it directly addresses the YOLOS device mismatch with the broader, more complete code change; the other PRs are either unrelated tests/CI/config changes or different model subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-focused, but they target different models and different problems: Whisper decode behavior vs. CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer test fix and FP8 dequant/loading changes are unrelated code paths and bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Different issues: Whisper test cleanup vs. generation watermarking/config validation and broader generation fixes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenization tests and YOLOS device-map mismatch fixes are unrelated subsystems and bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test edits are not the same underlying change as the FP8 dequant/model-loading fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test placeholders in CLIP/ViT do not correspond to generation config or Whisper/model-generation fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Unrelated: model test files with dummy asserts vs. CI memory-limit and Phimoe integration-test setup." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and bugs: CLIP/ViT test changes vs. YOLOS runtime device placement fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/model-loading work is unrelated to CI runner memory patching and Phimoe test adjustments." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch different bug classes: FP8 dequantization vs. generation validation/Whisper-related fixes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 quantization/runtime loading changes do not match the YOLOS device mismatch bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config/Whisper changes are unrelated to Phimoe CI integration-test infrastructure." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different affected code paths and symptoms: generation validation/Whisper fixes vs. YOLOS device placement." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory-limit and Phimoe test harness changes are unrelated to YOLOS device_map='auto' behavior." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs fix the same YOLOS device-mismatch issue for device_map='auto' on the same file and issue target; 46922 is the fuller version with the runtime tensor-device fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted duplicate pair, 46886/46922, is clearly mergeable as the same YOLOS device-mismatch bugfix, with 46922 being the fuller version. The other pairwise rejections do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 31, + "review_unit_index": 1, + "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": "6e3756a2a0f174e12eb923811ca605a0f897b2103b85dcac3769f4d40ff1068f", + "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 are three unrelated '[don't merge]' PRs that happen to touch repo automation/CI and one shared test file, but they do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate stands out; PR 43532 is the broadest representative, but it is still a distinct CI/workflow/test diff rather than the same change as the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the most representative standalone PR in the set because it spans multiple CI/workflow files and a test helper, whereas the others are narrower and clearly different edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 edits setup/versioning and test dependencies, while 46747 only switches a workflow trigger for the security gate." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are repo-infra/test PRs, but they target different concrete changes; the shared vit test file does not make them the same underlying fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch GitHub Actions, but they modify different workflows and different behavior paths, so they are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 31, + "review_unit_index": 1, + "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": "9c92ea87715d10ee74d067ab5f576cc005da5c64eb8cc63e7d4c0b759495962c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two closely related but distinct PRs: one adds a Promptable Concept Segmentation pipeline and the other adds a Promptable Visual Segmentation pipeline. They share infrastructure, but the concrete tasks, model coverage, and test files differ enough that they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different feature additions with different task names and different model/test coverage. They are in the same subsystem, but not the same underlying code-path fix or change, so they should not be treated 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": 31, + "review_unit_index": 1, + "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": "e2e3619978aee6f5c8e9e9825bafc492895be1651fcf2fafc62e1f97589ab4c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated Trainer extensibility changes that happen to touch the same file: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering into an overrideable helper. They do not appear to be the same underlying fix or mergeable into one PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and behaviors: 43651 changes training loss normalization for GA, while 43663 changes input-column filtering/signature inspection. Shared filename 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": 31, + "review_unit_index": 1, + "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": "46ea8473bc47a6bc2d8945aadbdac835fdac53376f2fcde99922167c6fbbde3c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI module and both mention a NameError, but they appear to fix different annotation/import issues rather than the same concrete bug.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the most targeted and concrete fix: it directly guards the pydantic TypeAdapter import under TYPE_CHECKING and stringizes the annotation to avoid the runtime NameError when pydantic is missing.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 best represents the cluster because it addresses the explicit runtime failure path in `src/transformers/cli/serve.py` with a narrowly-scoped change tied to the reported issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "#43656 is a broader `__future__`/typing cleanup for forward references, while #43842 specifically fixes the `TypeAdapter` import/annotation path when pydantic is absent. They overlap in file and symptom class, 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": "pull_request", + "component_index": 11, + "component_count": 31, + "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": 31, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "11e1eb1054c1c2c9f5ee66dd62988ff225c616a21b8fda91bab3741e3e540ac7", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific refactors to migrate output tracing to `capture_outputs`/`can_return_tuple`. The only clear duplicate subclusters are the GPT-J/CodeGen edits and the GPT-Neo variants; the rest are separate model migrations that share a theme but not the same concrete code path.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the true duplicate subcluster: it is the latest and most complete GPT-J/CodeGen output-tracing refactor, touching the same core files as the overlapping GPT-J PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 best captures the recurring GPT-J/CodeGen output-tracing change and is the strongest canonical representative among the overlapping PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same tracking issue is not enough to merge them." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model migrations (CVT/FNet vs DeBERTa v2); only the broad output-tracing theme overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file/code path, so they look like overlapping implementations of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones and files (RegNet/ResNet vs EfficientNet); these are separate model-specific refactors." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J are unrelated code paths; shared output-tracing work does not make them duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are different model implementations, so they are not the same underlying change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated model families; this is only a thematic similarity." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J are different code paths; they both standardize outputs, but not the same bug or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different models, so these are separate refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both PRs target the same GPT-Neo output-tracing refactor in the same model/file, making them plausible duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths; only the refactor pattern is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are separate model implementations and should not be merged as duplicates." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model paths; the shared issue target does not indicate the same change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J touch different code paths and implement separate output-tracing migrations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different models, so this is not the same concrete fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated implementations; they only share the general output-tracing theme." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are distinct model families, so these are not duplicates." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different code paths, despite similar refactor wording." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo is unrelated to GPT-J/CodeGen, so they are separate model migrations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different models; same refactor style is not enough." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J are different model implementations and should not be collapsed." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate model paths, even if they both standardize outputs." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated models, so these are distinct changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths with different output-handling details." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44116", + "accept": false, + "reason": "MPT and Flaubert/XLM are different models; not the same underlying fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different models, so they are not duplicates." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different model families; only the output-tracing theme matches." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model paths, so this is not a duplicate." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate model refactors, not one concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models, so they should not be merged." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated models; shared standardized-output wording is too broad." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and ViLT are different model code paths and not the same fix." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are separate model migrations with no shared code path." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models, so these are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and ViLT are unrelated model families; only the refactor theme overlaps." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are different model implementations and should stay separate." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different models; they are not the same concrete change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different code paths, so this is not a duplicate." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are separate model families, so they should not be merged." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are different models; the shared output-tracing refactor does not make them duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are distinct model paths, so this is only thematic similarity." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated models with separate output-handling changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model families, not the same underlying fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different code paths and not plausibly one merged PR." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different models, so these are separate changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different models; same issue target alone is not enough." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate model migrations with no shared code path." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model families, so they are not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different models and should not be collapsed." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model paths, so this is not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different code paths, even though both use standardized output tracing." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and ViLT are unrelated models and do not fix the same concrete bug." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model families, so they are not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are different model paths; only the refactor pattern matches." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated models, so this is not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both PRs cover the same GPT-J/CodeGen standardized output-tracing refactor, so they are overlapping implementations of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the same GPT-J output-tracing code path and look like alternate versions of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different models; shared issue tracking does not make them duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RT-DETR ResNet are different model code paths, not one change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated models, so these are separate PRs." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different code paths and should not be merged." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are different models; they only share the output-tracing migration theme." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated model families, so they are not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats only the GPT-J/CodeGen and GPT-Neo pairs as clear overlaps, and the other rejections are justified by distinct model/code paths. The accepted pairs also look mergeable into a single bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 31, + "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": "4cc915ce249cdd126a66c8af7c1b1f04d473f39b83a98a8a5d813a98c8c3e7b9", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13070, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A loose cluster of unrelated model-specific refactors that all adopt standardized output tracing, but each PR touches a different architecture and code path. They are conceptually similar, not duplicate fixes or mergeable as one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate of the others; if one exemplar is needed, the SpeechT5 PR is the most self-contained because it has an explicit issue target and broader tracing changes, but it still isn\u2019t a canonical duplicate of the rest.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone representative: it has an explicit linked issue, clear output-tracing refactor work, and enough context to stand on its own. It is still not merge-equivalent to the other model-specific PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but one is VisualBert and the other is TextNet; they modify different model implementations and different forward paths, so they are not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model-specific refactors with different layer classes and tracing setup; same theme, but not one duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are parallel refactors in different models. They share the standardized tracing pattern but not the same concrete code path or mergeable patch." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated implementations; both migrate output handling, but they do not address the same bug or identical behavior." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 target different model code paths and output semantics; the overlap is only the refactor pattern, not a duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 31, + "review_unit_index": 1, + "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: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": "d3e29e27d7f695f141a4bcd47cf78a684207b5f786937082253ba0ed4bd47ce7", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39780, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39780, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are thematically similar output-tracing refactors, but they are model-specific changes across distinct code paths. I do not see any true duplicate PRs here; the shared title pattern and use of `can_return_tuple` are too broad to justify merging them.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single duplicate canonical exists in this set; as a representative anchor, PR 44025 is the cleanest example because it applies the refactor across two closely related depth_anything model files rather than a single isolated model file.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best representative of the cluster\u2019s common pattern: a focused output-tracing refactor that spans a related pair of files and is easy to understand as a standalone change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad refactor theme, but different model implementations (`timm_backbone` vs `upernet`) and separate forward paths; not the same concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`) with unrelated forward code paths; title similarity is only thematic." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` and `univnet` are unrelated model code paths; this is not a single fix that could plausibly be merged into one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` output tracing and `mamba/falcon_mamba` output tracing are separate model-specific changes, not the same underlying defect." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` touch different architectures and output-capture logic; too far apart to treat as duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated code paths; same refactor pattern, but not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward implementations (`mobilenet_v1` vs `upernet`); no shared bug to deduplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate model implementations; both refactor output tracing, but not the same code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated changes; the similarity is only in generic tracing cleanup." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` modify different model wrappers and forward signatures; not mergeable as one fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are distinct models with different tracing/call semantics; not the same underlying bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (`vision_text_dual_encoder` vs `upernet`); same refactor family, but not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` wrapper logic and `mamba/falcon_mamba` state/output capture are unrelated concrete changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and files; only the generic output-tracing motif overlaps." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are separate model implementations; no shared code-path bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are unrelated forward implementations; not a single duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are tracing refactors, but they affect different model families and cannot realistically be merged into one concrete PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` segmentation logic and `rwkv` sequence-model tracing are distinct code paths; same theme, different fixes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` vs `mamba/falcon_mamba` is just broad output-tracing similarity, not the same bug or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` output tracing and `codegen` cache/output signature cleanup are different model subsystems and different fixes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated model paths; not enough overlap for duplicate PR triage." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` modify unrelated forward methods; only the generic refactor style matches." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are distinct code paths with different output semantics; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are separate models and separate fixes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model wrappers; same tracing cleanup pattern, but not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated code paths; no duplicate underlying bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` both refactor outputs, but the model logic and affected files are different." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are separate model families with different tracing implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` touch different encoder architectures; not the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` wrapper changes and `rwkv` layer tracing are unrelated changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are both wrappers, but they are distinct code paths and separate PRs, not one fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated model implementations; similarity is only at the abstraction level." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` modify different model wrappers and output signatures; not duplicate enough." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are different models with unrelated forward logic." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are separate subsystems; no shared concrete bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` touch different model families and output handling." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated model code paths; generic output-tracing similarity is insufficient." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are distinct model implementations with different fixes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are different architectures and different code paths; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "a61c77606a2c90f2564bfe1cb9f98702c96e3424e84a5046fcdb2425381b3b9d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-addition PRs with overlapping Transformer scaffolding, but they target different models and codepaths: PenguinVL vs. Voxtral TTS. The shared auto/docs files look like standard integration boilerplate rather than evidence of the same fix/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR duplicate stands out: the two PRs implement different model families and should not be collapsed into one change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the better representative only because it has an explicit tracking issue target and a tighter, clearly scoped integration for Voxtral TTS.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (PenguinVL vs. Voxtral TTS) with distinct filenames, modules, and likely model codepaths. Shared docs/auto-registration files are generic setup changes, not the same underlying bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "d35af5dfe0fa22ce4222a410a6659a7694665ece27f276cadbbc923de1de9b2e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about model/module fusion, but they implement different layers of the stack: PR #44979 introduces a new generic Module Fusion API, while PR #45363 wires up n-to-1 kernel fusion through KernelConfig and related integration points. They are related in theme, not the same change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational and general artifact in this cluster: it defines the core Module Fusion API and tests, whereas #45363 is a narrower KernelConfig-based integration on top of fusion machinery.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best representative for the cluster because it is the broadest, most central fusion-design change and is less of an application/demo than #45363.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Reject: they share the broad fusion theme, but #44979 adds a generic module fusion API and #45363 implements a specific n-to-1 kernel fusion integration path. They are not the same concrete code-path 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": 16, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "fc4101c64c59ce5a4cf6b542fdaa7f50401ef827b730b992062587af9ed9e0b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; PR 45317 is the more complete implementation because it includes test coverage and a clearer title/description.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same code path as 45086 but also adds a test file, making it the more complete and reviewable change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative of the cluster: same underlying bug, same fix location, and additional validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Both PRs patch the same AttributeError in `_patch_mistral_regex` by changing the same lines in the same file; PR 45317 is essentially a superset with tests, so they look like the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "20b06841e8df3b3524c36c6c42aafc8403f82b589dbcd06cee269033844f52c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH model-implementation PRs, but they are not the same change: one is a refactor/inheritance and conversion-mapping update, while the other is a broader architecture split that adds NemotronH Dense/Sparse models, docs, and tests.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more complete NemotronH change set, including new Dense/Sparse model packages plus documentation and test updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone candidate since it covers the fuller user-facing model reorganization and likely subsumes the narrower refactor work in scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related subsystem, but not the same underlying bug/change: 45115 focuses on NemotronH inheritance and checkpoint conversion mapping, while 45569 introduces a broader NemotronH Dense/Sparse split with docs and test updates. They would not naturally merge into one single PR without conflating distinct work." + } + ] + }, + "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": 31, + "review_unit_index": 1, + "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": "c07ad38c0909f4981804986d05719e2e2aa3f976cbc5703064948a1f11aee900", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-oriented, but they are different changes: one is a broad type-checking pass over many `src/transformers/*.py` files, while the other adds typing protocols/helpers and updates a smaller set of typing-sensitive paths. Shared filenames and soft similarity are not enough to treat them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the better representative of the cluster because it is a more coherent typing-focused change centered on shared typing helpers and their consumers, rather than a broad type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best fit as a representative PR: it has a tighter scope, clearer implementation intent, and is more self-contained than the wider type-checking cleanup in #45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different underlying changes. #45415 is a broad typing/type-checking cleanup across many modules; #45425 adds typing protocols/helpers and related adjustments in a narrower code path. They are related by theme, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 31, + "review_unit_index": 1, + "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": "fb5ce5217318bfc82f0008849ffdd34eeec443e90b7b9368f5f1dc8c753c0981", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about expert-parallel loading paths, but they fix different concrete bugs: one preserves distributed config / EP detection during accelerate+ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2-style sharding. Related area, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue in the cluster; if choosing a representative PR, 45662 is the better canonical representative because it targets the more explicit parameter-overwrite failure mode and has the broader EP/FSDP2 loading fix.", + "best_issue_reason": null, + "best_pr_reason": "45662 is the stronger representative PR: its diff addresses a specific, concrete loading corruption path in expert parallel + FSDP2, and its scope is clearer than 45548's more configuration-focused fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share the EP/loading subsystem but not the same underlying bug: 45548 preserves distributed_config/has_ep for accelerate+ZeRO-3, while 45662 wraps loaded parameters to avoid silent overwrites under FSDP2. These are separate fixes that 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": 20, + "component_count": 31, + "review_unit_index": 1, + "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": "5dbdd67a1f03c7f3eac84c495ff0bf72a30cd8b0f2cfd0b47fdc9c4d31599b6f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info logging problem. PR 45645 is the broader, more complete fix because it includes the core testing_utils change plus CI workflow handling for multiple captured_info files, so it is the best representative of the cluster.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present in the cluster. Among the PRs, 45645 is the better canonical representative because it covers the shared xdist-safe logging fix and also updates CI to consume the new per-worker artifact layout.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the most complete implementation of the shared bug fix: it includes the xdist-safe output handling in testing_utils and the workflow changes needed to preserve and aggregate multiple captured_info files in CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs address the same underlying xdist collision problem for captured_info/debug logging and modify the same core testing_utils path; 45645 simply adds the CI-side follow-up." + } + ] + }, + "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": 31, + "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": 31, + "review_unit_index": 1, + "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": "e10e6a7d750d34dc9a72974d5e7ed9321516d6068a70ca7ac7e578e131895ab5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests overlap in distributed code, but they are not the same change: one is a focused EP/Trainer integration for router/expert handling, while the other is a broad distributed branch base spanning many unrelated subsystems. The shared filenames look incidental to a shared branch lineage, not a duplicate fix or mergeable equivalent PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, concrete change: it targets EP + Trainer integration and implements a narrowly scoped router/expert code path. PR #46269 is a large distributed-base umbrella branch with many unrelated edits, so it is not a good canonical representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative because it has a clear, self-contained feature scope and a focused code-path intent. PR #46269 is too broad and multi-purpose to serve as the cluster\u2019s exemplar.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They share some distributed files, but the purposes differ substantially: #46126 adds EP/router integration behavior, while #46269 is a broad distributed branch base touching many areas. This does not look like the same underlying bug or a 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": 23, + "component_count": 31, + "review_unit_index": 1, + "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": "4aa4d02e61ce5c741779cfc73e33a166b9ff6ed4866ef76232b7ed0c7767f22a", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow-maintenance PRs. Even the pr-ci-security-gate.yml items touch different parts of the workflow (checks, permissions, approval gating, comments, and secret passing), so none are true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster spans several independent workflow changes, and the same-file pr-ci-security-gate PRs are not the same concrete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the most substantive security-related workflow change in the set, but it still is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and fixes: stdin handling for self-comment CI vs checkout/diff-based security checks in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated changes: self-comment CI message piping vs permissions/approval logic in the PR CI security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different code paths: self-comment CI command invocation vs a comment-only reusable-workflow note in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different fixes in different workflows: self-comment CI stdin handling vs removing inherited secrets from the security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are shell-safety tweaks, but in different workflows and commands; not the same underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Unrelated workflow changes: ssh-runner hardening vs allowing benchmark_v2 workflow_dispatch." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow jobs and purposes: ssh-runner changes vs anti-slop permissions cleanup." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different behavior: ssh-runner environment/script hardening vs assigning reviewers from the base ref." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and problems: ssh-runner download/env safety vs pr-ci-security-gate file-change checks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow concerns: ssh-runner secret cleanup vs PR CI security-gate permission/approval changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different fixes: ssh-runner hardening vs a reusable-workflow comment update." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different problems: ssh-runner env sanitization vs removing secrets inheritance from pr-ci-security-gate." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both touch CI workflows, but one is anti-slop permissions and the other adds workflow_dispatch to benchmarking." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow logic: anti-slop permission scoping vs checkout ref for reviewer assignment." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different fixes: anti-slop permissions vs shell-safe COMMIT_MESSAGE handling in build-ci-docker-images." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and issues: anti-slop permissions vs security-gate file-change detection." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow behaviors: reviewer assignment checkout ref vs benchmark_v2 trigger expansion." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different code paths: assign-reviewers checkout ref vs build-ci-docker-images command quoting." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and purposes: reviewer assignment vs PR CI security-gate enforcement." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different fixes: benchmark_v2 trigger condition vs build-ci-docker-images shell input handling." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow changes: benchmark trigger support vs PR CI security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Same general goal of shell safety, but different workflows and concrete commands; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different issues: build-ci-docker-images input quoting vs PR CI security-gate permissions and approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different fixes: one adds diff-based security checks, the other changes job permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Different changes in the same workflow file: actual security checks vs documentation/comments about reusable-workflow safety." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate changes: file-change checks vs removing inherited secrets from the reusable workflow call." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Different edits to the same workflow file: permissions/if-condition changes vs explanatory comments about safety." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different fixes: permissions/approval gating vs replacing inherited secrets with an empty secrets map." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Not the same change: one adds safety comments, the other changes secret propagation behavior." + } + ] + }, + "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": 31, + "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": 31, + "review_unit_index": 1, + "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": "5e1cc8de79a5021321f3c50cefc4171a6b3c84be54a4fb872ddef3f127dbbd08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one in the MoonshineStreaming sliding-window right mask (`-dist <= right_window_size`), with PR 47162 extending the same fix to Gemma4 and adding tests.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46310 is the tighter canonical MoonshineStreaming fix: it targets the same issue, changes only the MoonshineStreaming implementation files, and matches the explicit linked issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest standalone PR because it applies the same concrete fix in MoonshineStreaming, adds a test, and is more complete overall, though it also includes an extra Gemma4 change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Accept: both PRs fix the same concrete off-by-one bug in the MoonshineStreaming right-window mask; the shared code path and identical operator change make them mergeable into one change set despite PR 47162 also covering Gemma4." + } + ] + }, + "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": 31, + "review_unit_index": 1, + "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": "323fd0498572ed8747576cd1afe4222487e45d2ce3c19e5b9d9ccfa75b90d195", + "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": "Two tokenizer-related PRs, but they fix different bugs in different code paths: CodeLlama decode stripping vs DeepSeek checkpoint tokenizer-class misloading. They are not duplicates and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46580 is the better representative of the cluster because it addresses the broader tokenizer-class selection problem with an explicit issue target; PR 46574 is a separate CodeLlama decode behavior fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46580 is the strongest standalone PR in this set: it has clearer scope, an explicit checkpoint-specific workaround, and better cluster-level representativeness than the narrower CodeLlama decoder patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different model families and failure modes. 46574 changes CodeLlama decode behavior by moving the decoder setup; 46580 changes AutoTokenizer mapping for specific DeepSeek checkpoints. They are not the same underlying bug and would not 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": 27, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "13c62061e080beb6ab7e2df88d1d20a006ebb05143d1280209138a87db055e5b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5822, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5822, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs about masking logic, but they fix different bugs: one is a batch-size-1 padding-mask regression in linear-attention models, the other is a continued-forward/recurrent masking skip during chunked prefill/cache continuation. They share a model file and theme, but not the same underlying code-path problem.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is canonical for the cluster. PR 47087 is broader and more central to recurrent masking, but PR 46773 addresses a separate batch-size-1 bug in linear-attention models.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the best representative because it has an explicit issue target, centralizes the masking behavior in masking_utils, and covers the concrete continued-forward recurrent-mask bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both involve padding masks, but 46773 fixes a batch-size-1 check in linear-attention model forwards while 47087 fixes masking being skipped on continued/recurrent forwards. Different triggers, different code paths, not 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": 28, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47074-3", + "nodes": [ + "pull_request:47074", + "pull_request:47076", + "pull_request:47195" + ], + "soft_pairs": [ + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47195" + ], + "prepared_review_unit_hash": "700c94944471dacfa14b02814640a4181c537fa9dde74a8954394340074b7a48", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6432, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6432, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests address different bugs in different subsystems: AnyToAnyPipeline input-key normalization, Gemma4 processor placeholder validation, and generation candidate length capping. They are not duplicates and should remain separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for this cluster; the PRs fix unrelated code paths and do not represent the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the clearest standalone fix in the cluster: a small, concrete pipeline bug with an obvious one-line correction and focused test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different problems: one normalizes AnyToAnyPipeline multimodal input keys, the other validates Gemma4 audio/image placeholder batch sizing. They touch separate processors and code paths." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated changes: AnyToAnyPipeline key normalization versus generation prompt-lookup length capping. No shared concrete bug or mergeable single fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 31, + "review_unit_index": 1, + "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": "caac843deac835d56621bbbf8bb14ade7363d4813d112b52d89302f1f2d24926", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28957, + "estimated_input_tokens": 7240, + "estimated_eval_tokens": 14736 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28957, + "estimated_input_tokens": 7240, + "estimated_eval_tokens": 14736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is heterogeneous, but it still contains a few real duplicate families: EdgeTam `original_sizes` kwarg filtering, MiniMax-M3-VL `load_error` handling around offload-folder setup, and Mamba2 `OOM` test-memory fixes. Several other PRs are unrelated model-specific changes. PR 47224 is mixed, but its EdgeTam portion still matches the same underlying bug; PR 47280 looks like the clearest MiniMax-M3-VL representative based on the visible offload-folder setup.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47280 is the strongest canonical representative for the MiniMax-M3-VL `load_error` family: the visible change adds temporary offload-folder setup for the auto device-map load path, and it is more focused than the mixed EdgeTam PR 47224.", + "best_issue_reason": null, + "best_pr_reason": "PR 47280 is the best overall standalone PR in this cluster because it directly targets one concrete loading failure with a narrow offload-folder setup change, making it a clean representative of its family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and code paths: EdgeTam `original_sizes` filtering vs GLM46V modular changes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and failure modes: EdgeTam kwarg handling vs MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and failure modes: EdgeTam kwarg filtering vs MiniMax-M3-VL offload-folder setup." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "Same EdgeTam bug: both remove unsupported `original_sizes` from the backbone call, though 47224 bundles that fix with unrelated edits." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and code paths: EdgeTam kwarg filtering vs Gemma3 cache behavior." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and symptoms: MiniMax-M3-VL loading error vs Falcon-Mamba output mismatch." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and code paths: MiniMax-M3-VL load_error vs DeepSeekV32 test setup." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error family: both add temporary offload-folder handling for the auto device-map load path." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model families: MiniMax-M3-VL loading fix vs GLM46V modular changes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and failures: Falcon-Mamba output mismatch vs DeepSeekV32 setup." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model families and changes: Falcon-Mamba expectation updates vs GLM46V modular refactor." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different bugs: Falcon-Mamba output mismatch vs Mamba2 OOM." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model paths: Falcon-Mamba output mismatch vs Gemma3 cache handling." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and root causes: Falcon-Mamba output mismatch vs Mamba2 OOM cleanup." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and code paths: DeepSeekV32 offload setup vs MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model families: DeepSeekV32 test setup vs GLM46V modular changes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model families and failures: DeepSeekV32 setup vs Mamba2 OOM." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model families and failures: MiniMax-M3-VL load_error vs GLM46V modular changes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and code paths: MiniMax-M3-VL load_error vs Gemma3 cache-selection logic." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model families: MiniMax-M3-VL load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes: GLM46V modular changes vs Mamba2 OOM." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same Mamba2 OOM/test-memory family: both patch the Mamba2 integration test to reduce memory pressure during generation." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and root causes: Mamba2 OOM vs Gemma3 cache logic." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different bugs: MiniMax-M3-VL load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and root causes: Gemma3 cache handling vs Mamba2 OOM." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but a few claims are too strong for the packet. In particular, PR 47280\u2019s preview only shows creating a temporary offload folder; it does not evidence the claimed \u2018cleanup\u2019 or full \u2018lifecycle fix\u2019. Also, the accepted EdgeTam pair 47122\u219447224 is a mixed PR with additional unrelated fixes, so saying it is cleanly the same bugfix family is a bit overstated. The cluster may still be heterogeneous, but the canonical/pr reasons should be phrased more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 31, + "review_unit_index": 1, + "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": "a9f0d9e2f237aa96bd4974656d6ba8f6b9f6e8cecdd9d862af1f8314b09c2b70", + "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": "The two PRs are related chat-CLI URL fixes, but they are not the same change: #47140 normalizes the CLI base URL centrally for /v1-backed management calls, while #47303 only reroutes specific management requests to the service root. Similar subsystem, different fix scope and code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#47140 is the better canonical PR because it directly targets the /v1-base bug and applies the normalization at initialization, covering the broader management URL handling rather than a single request site.", + "best_issue_reason": null, + "best_pr_reason": "#47140 is the best representative of the cluster because it is the more general and complete fix for the underlying chat CLI base-URL problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Both touch chat CLI management URLs, but they fix different scopes: #47140 rewrites stored base_url handling for /v1 bases, while #47303 only changes routing for load_model and related calls. They do not look mergeable as one PR for the same concrete bug." + } + ] + }, + "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": 31, + "review_unit_index": 1, + "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": "621f5628e709e828a64aa298785cd678c007eae2b7e812c9ae86c444e62ee9f7", + "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 PRs are unrelated: #47261 fixes loss scaling in Trainer/LabelSmoother during gradient accumulation, while #47262 adds/validates min_tokens_to_keep for TopHLogitsWarper. The similarity is only superficial.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different code paths (training loss scaling vs generation warper validation), so they should not be clustered as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "#47261 is the more representative standalone fix because it targets a concrete training bug and is explicitly linked to an issue, but it is not the same change as #47262.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different subsystems and different underlying problems: Trainer/label smoothing gradient scaling vs TopHLogitsWarper parameter support/validation. Not plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260718T000029Z/analysis-runs/hybrid-model-20260718t000029z/manifest.json b/snapshots/20260718T000029Z/analysis-runs/hybrid-model-20260718t000029z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2dd5b8d65c5b142d9e3b2cc41f51e0e27aed8a03 --- /dev/null +++ b/snapshots/20260718T000029Z/analysis-runs/hybrid-model-20260718t000029z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260718t000029z", + "artifacts": { + "hybrid": "snapshots/20260718T000029Z/analysis-runs/hybrid-model-20260718t000029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260718T000029Z/analysis-runs/hybrid-model-20260718t000029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-18T00:12:18Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260718T000029Z", + "variant": "hybrid" +} diff --git a/snapshots/20260718T000029Z/manifest.json b/snapshots/20260718T000029Z/manifest.json index db87315119c7be44f9c5f517e5376cce6c9e426b..e6d75d3ce4ffa9c2193537098c4a5d156e01ac06 100644 --- a/snapshots/20260718T000029Z/manifest.json +++ b/snapshots/20260718T000029Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 255 }, "extracted_at": "2026-07-18T00:00:29Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260718t000029z", + "runs": { + "hybrid-model-20260718t000029z": { + "analysis_id": "hybrid-model-20260718t000029z", + "artifacts": { + "hybrid": "snapshots/20260718T000029Z/analysis-runs/hybrid-model-20260718t000029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260718T000029Z/analysis-runs/hybrid-model-20260718t000029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260718T000029Z/analysis-runs/hybrid-model-20260718t000029z/manifest.json", + "model": null, + "published_at": "2026-07-18T00:12:18Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260718T000029Z", "watermark": {