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"tests/models/pix2struct/test_image_processing_pix2struct.py", + "left_ranges": [ + [ + 21, + 27 ], [ - 368, - 375 + 99, + 106 + ] + ], + "right_ranges": [ + [ + 22, + 28 ], [ - 491, - 499 + 99, + 106 + ] + ] + }, + { + "filename": "tests/models/qwen2_vl/test_image_processing_qwen2_vl.py", + "left_ranges": [ + [ + 12, + 35 ], [ - 680, - 702 + 297, + 304 + ] + ], + "right_ranges": [ + [ + 12, + 22 + ], + [ + 25, + 31 + ], + [ + 293, + 300 ] ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-43240-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43240, - "canonical_pr_number": 43251, - "issue_numbers": [ - 43240 - ], - "pr_numbers": [ - 43251, - 43254 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 43251, - "right_pr_number": 43254, - "code_similarity": 0.794, - "size_similarity": 0.64, - "file_overlap": 1.0, - "area_overlap": 0.667, - "patch_similarity": 0.882, - "shared_filenames": [ - "src/transformers/loss/loss_utils.py" - ], - "shared_file_areas": [ + }, { - "filename": "src/transformers/loss/loss_utils.py", + "filename": "tests/models/video_llama_3/test_image_processing_video_llama_3.py", "left_ranges": [ [ - 30, - 50 + 18, + 35 + ], + [ + 300, + 307 ] ], "right_ranges": [ [ - 30, - 43 + 18, + 31 + ], + [ + 296, + 303 + ] + ] + }, + { + "filename": "tests/models/vitpose/test_image_processing_vitpose.py", + "left_ranges": [ + [ + 11, + 25 + ], + [ + 231, + 238 + ] + ], + "right_ranges": [ + [ + 11, + 26 + ], + [ + 232, + 239 + ] + ] + }, + { + "filename": "tests/test_image_processing_common.py", + "left_ranges": [ + [ + 12, + 17 + ], + [ + 20, + 25 + ], + [ + 47, + 73 + ], + [ + 194, + 200 + ] + ], + "right_ranges": [ + [ + 12, + 17 + ], + [ + 20, + 29 + ], + [ + 174, + 181 ] ] } @@ -3716,27 +6703,27 @@ ] }, { - "cluster_id": "cluster-47122-3", + "cluster_id": "cluster-46504-3", "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47122, + "canonical_pr_number": 46716, "issue_numbers": [], "pr_numbers": [ - 47122, - 47150, - 47224 + 46504, + 46563, + 46716 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47122, - "right_pr_number": 47150, - "code_similarity": 0.085, - "size_similarity": 0.423, + "left_pr_number": 46504, + "right_pr_number": 46563, + "code_similarity": 0.185, + "size_similarity": 0.923, "file_overlap": 0.0, "area_overlap": 0.0, "patch_similarity": 0.0, @@ -3744,74 +6731,40 @@ "shared_file_areas": [] }, { - "left_pr_number": 47122, - "right_pr_number": 47224, - "code_similarity": 0.474, - "size_similarity": 0.302, - "file_overlap": 0.4, - "area_overlap": 0.818, - "patch_similarity": 0.051, - "shared_filenames": [ - "src/transformers/models/edgetam/modeling_edgetam.py", - "src/transformers/models/edgetam/modular_edgetam.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/edgetam/modeling_edgetam.py", - "left_ranges": [ - [ - 464, - 472 - ] - ], - "right_ranges": [ - [ - 464, - 474 - ] - ] - }, - { - "filename": "src/transformers/models/edgetam/modular_edgetam.py", - "left_ranges": [ - [ - 210, - 218 - ] - ], - "right_ranges": [ - [ - 210, - 220 - ] - ] - } - ] + "left_pr_number": 46504, + "right_pr_number": 46716, + "code_similarity": 0.2, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] }, { - "left_pr_number": 47150, - "right_pr_number": 47224, - "code_similarity": 0.442, - "size_similarity": 0.128, - "file_overlap": 0.2, - "area_overlap": 1.0, - "patch_similarity": 0.04, + "left_pr_number": 46563, + "right_pr_number": 46716, + "code_similarity": 0.69, + "size_similarity": 0.923, + "file_overlap": 1.0, + "area_overlap": 0.571, + "patch_similarity": 0.033, "shared_filenames": [ - "src/transformers/models/whisper/generation_whisper.py" + ".github/workflows/pr-ci-security-gate.yml" ], "shared_file_areas": [ { - "filename": "src/transformers/models/whisper/generation_whisper.py", + "filename": ".github/workflows/pr-ci-security-gate.yml", "left_ranges": [ [ - 1937, - 1943 + 13, + 19 ] ], "right_ranges": [ [ - 1937, - 1943 + 14, + 17 ] ] } @@ -3820,29 +6773,29 @@ ] }, { - "cluster_id": "cluster-46836-2", + "cluster_id": "cluster-44002-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46836, + "canonical_pr_number": 44002, "issue_numbers": [], "pr_numbers": [ - 46836, - 47163 + 44002, + 44004 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46836, - "right_pr_number": 47163, - "code_similarity": 0.004, - "size_similarity": 0.005, + "left_pr_number": 44002, + "right_pr_number": 44004, + "code_similarity": 0.125, + "size_similarity": 0.398, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.02, + "patch_similarity": 0.304, "shared_filenames": [], "shared_file_areas": [] } @@ -4124,25 +7077,28 @@ ] } ], - "duplicate_issues": [ + "duplicate_issues": [], + "duplicate_prs": [ { - "cluster_id": "cluster-45488-4", - "canonical_issue_number": 45488, - "duplicate_issue_numbers": [ - 46489 + "cluster_id": "cluster-40546-13", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 40546, + 46658, + 46836, + 47077, + 47096, + 47143, + 47163, + 47175, + 47181, + 47198, + 47210, + 47243 ], - "reason": "Issues in cluster-45488-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-40546-13 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-46894-7", - "canonical_issue_number": 46894, - "duplicate_issue_numbers": [ - 46897 - ], - "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." - } - ], - "duplicate_prs": [ { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -4161,16 +7117,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43451-3", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 46509, - 47166 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -4197,6 +7143,15 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44002-2", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44004 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -4215,15 +7170,6 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-45488-4", - "canonical_pr_number": 47017, - "duplicate_pr_numbers": [ - 46580 - ], - "target_issue_number": 45488, - "reason": "PRs in cluster-45488-4 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -4263,15 +7209,24 @@ "reason": "PRs in cluster-46305-4 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46376-4", - "canonical_pr_number": 47181, + "cluster_id": "cluster-46376-3", + "canonical_pr_number": 47216, "duplicate_pr_numbers": [ 46376, - 47143, - 47255 + 47034 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46376-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46504-3", + "canonical_pr_number": 46716, + "duplicate_pr_numbers": [ + 46504, + 46563 ], "target_issue_number": null, - "reason": "PRs in cluster-46376-4 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46504-3 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46693-3", @@ -4280,7 +7235,7 @@ 46696 ], "target_issue_number": 46693, - "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-46821-4", @@ -4292,15 +7247,6 @@ "target_issue_number": 46821, "reason": "PRs in cluster-46821-4 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-46836-2", - "canonical_pr_number": 46836, - "duplicate_pr_numbers": [ - 47163 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46836-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -4311,7 +7257,7 @@ "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", + "cluster_id": "cluster-46894-6", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, @@ -4320,40 +7266,28 @@ 47235 ], "target_issue_number": 46894, - "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." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-47034-4", - "canonical_pr_number": 47096, + "cluster_id": "cluster-47205-3", + "canonical_pr_number": 47218, "duplicate_pr_numbers": [ - 47034, - 47175, - 47241 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47034-4 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-47122-3", - "canonical_pr_number": 47122, - "duplicate_pr_numbers": [ - 47150, - 47224 + 47260 ], - "target_issue_number": null, - "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." + "target_issue_number": 47205, + "reason": "PRs in cluster-47205-3 are treated as duplicates because they converge on issue #47205 with closing_reference, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-7", + "cluster_id": "cluster-46894-6", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 12 inbound references.", - "score": 184.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 12 inbound references.", + "score": 174.0 }, "best_pr": { - "cluster_id": "cluster-43979-11", - "pr_number": 44007, - "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 238.886 + "cluster_id": "cluster-40546-13", + "pr_number": 43451, + "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 13 artifacts, links to 0 issues, and carries 480 review/discussion events.", + "score": 1203.678 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index fe9326a929994b2d1e396c4893cd694c6690348f..2db637c6b313e76db35173a61ab85b6adf9a1250 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": "20260711T120022Z", - "generated_at": "2026-07-11T12:06:11Z", + "snapshot_id": "20260711T180021Z", + "generated_at": "2026-07-11T18:10:19Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -132,20 +132,20 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "09ace5a81d8db69088b3ea8740db632b1883d4beb34c5526538d5180e2a3baa0", + "prepared_review_unit_hash": "003f15c92c37a0402bc65db9978a8a8ea946e26de914d9cb0e6c93bc123576be", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46577, + "serialized_chars": 46578, "estimated_input_tokens": 11645, "estimated_eval_tokens": 23546 }, @@ -154,378 +154,366 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with a few false-positive similarity links. The only convincing duplicate pockets are the DeepSpeed ZeRO-3/BERT IndexError pair and the Qwen3_5MoeTextRotaryEmbedding device/materialization pair.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43596 is the clearest duplicate anchor: it matches issue:43638 on the same DeepSpeed ZeRO-3/BERT \"index 0 is out of bounds\" failure mode and is the strongest local representative.", + "summary": "This cluster is mostly heterogeneous; only a few soft links look like true duplicates. The clearest accepted duplicate sets are the Bert/DeepSpeed ZeRO-3 index-0 failure, the Qwen3.5 MoE rotary-embedding/device-materialization bug, and the torch 2.4.1 compatibility reports.", + "confidence": 0.85, + "canonical_issue_reason": "issue:43638 is the clearest and broadest report of the Bert + DeepSpeed ZeRO-3 index-0 failure; issue:43596 is the narrower variant of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best overall issue anchor because it has the tightest duplicate match and the most concrete shared failure path among the issues in this cluster.", + "best_issue_reason": "issue:43638 is the strongest standalone canonical issue in the set: it states the concrete ZeRO-3/Bert failure clearly and subsumes the narrower sibling report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model/runtime failures: Qwen3_5 config attribute error vs streaming chat/completions issue." + "reason": "Different models and failures: missing config attribute vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and failure modes: AMD GPU support vs MPS histogram op on Int." + "reason": "Both mention GPU backends, but one is AMD GPU model support and the other is an MPS histogram op error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both involve model/runtime issues, but the reported bugs are distinct (dtype mismatch vs AMD GPU failure)." + "reason": "Different multimodal dtype mismatch vs AMD GPU execution failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different code paths: autocast dtype mismatch in Phi MoE vs GPT-OSS failing on AMD GPUs." + "reason": "Autocast dtype mismatch is unrelated to AMD GPU-specific model failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated failures: AMD GPU runtime issue vs broken official Nemotron example." + "reason": "Different models and code paths; not the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different underlying bug: hardware/backend failure vs invalid method call in GraniteMoEHybrid." + "reason": "Different model families and symptoms; too broad to be a duplicate." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different problems: Deepspeed collective mismatch vs ONNX export error." + "reason": "Both are DeepSpeed/export-related but the failures are unrelated: collective mismatch vs ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model-specific errors, but not the same bug or code path." + "reason": "Different model/export issue vs Qwen3Moe FP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and Qwen3 auto device-map cuda assert are unrelated." + "reason": "ONNX export error and device-map CUDA assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs outdated RAG examples; different issue types and targets." + "reason": "Table QA crash and RAG docs cleanup are unrelated." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export error vs GenerationMixin import failure; no shared underlying bug." + "reason": "ONNX export issue is unrelated to GenerationMixin import breakage." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they cover different removed v5 references and are not the same fix." + "reason": "Both are stale docs reports, but they target different removed references and are not the same concrete bug/change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different failures: Qwen3.5 embedding unpacking vs resume-training with trust_remote_code." + "reason": "TRL SFT embedding unpacking and training-resume/trust-remote-code are different problems." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Unrelated training/resume issue vs multi-GPU YOLO device-map bug." + "reason": "Resume-training failure is unrelated to YOLO multi-GPU device-map auto failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape IndexError and Gemma4 PLE device mismatch are not the same bug." + "reason": "Mask/tensor shape mismatch is not the same bug as Gemma4 device-map forward mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but the concrete failure conditions differ (zero-sized tensor vs mask shape mismatch)." - }, - { - "left": "issue:43638", - "right": "issue:46165", - "accept": false, - "reason": "Different code paths: DeepSpeed/BERT init failure vs training resume/trust_remote_code." + "reason": "Both are training-time shape issues, but they involve different models and failure modes." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different IndexError signatures and different triggering conditions." + "reason": "DeepSpeed ZeRO-3 Bert index error is unrelated to a generic mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to video token/feature mismatch." + "reason": "Different model/input-modalities and different error conditions." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training issue is unrelated to Nemotron example breakage." + "reason": "Resume-training bug and Nemotron example breakage are unrelated." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model behavior: mask shape IndexError vs MoE tensor-parallel issue." + "reason": "Generic index/shape mismatch is not the same as GPT-OSS MoE TP-only failure." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video apply_chat_template StopIteration vs model resume/trust_remote_code are unrelated." + "reason": "Video chat-template stopiteration and resume-training bug are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export failure." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed-related failures: collective mismatch vs zero-sized tensor on Bert init." + "reason": "Both involve DeepSpeed, but the concrete failures are different." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3/BERT problem: both report the same zero-sized tensor IndexError during model init/loading." + "reason": "Same DeepSpeed ZeRO-3 + Bert index-0 out-of-bounds bug, with one report being the broader variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross_entropy invocation and GPT-OSS TP failure are different problems." + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP-only failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different issues: detokenization bug vs LoRA merge/save/load mismatch." + "reason": "Tokenizer detokenization bug and LoRA merge/save/load mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime failure vs LoRA merge/save behavior; no shared bug." + "reason": "Qwen3 NVFP4 runtime error is unrelated to LoRA merge/save inconsistency." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral vs remote-code model_class/config_class AttributeError are unrelated." + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config_class lookup." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the failures are different (weight rank error vs collective mismatch)." + "reason": "Different DeepSpeed-era failures: weight rank error vs collective mismatch." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model/device issues with no shared concrete code path." + "reason": "Different models and device-map symptoms; not the same underlying bug." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to mask shape IndexError." + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to mask shape mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram op failure on MoE is unrelated to multi-GPU YOLO device-map auto failure." + "reason": "MPS histogram op error and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same underlying Qwen3_5MoeTextRotaryEmbedding/device-materialization bug: both point to the rotary embedding path under offload/materialization and the same bad state handling." + "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/materialization bug; one report is the offload symptom, the other is the root-cause memory issue." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP/activation checkpointing mismatch is unrelated to CustomTrainer.compute_loss signature changes." + "reason": "Activation-checkpointing shape recomputation and CustomTrainer compute_loss signature breakage are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed/BERT zero-size IndexError and GPT-OSS TP problem are unrelated." + "reason": "Bert ZeRO-3 index error and GPT-OSS TP-only failure are different code paths." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different failures and model families; no common bug." + "reason": "Different model families and failures." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "dtype mismatch in Mistral-3 image preprocessing vs invalid method call in GraniteMoEHybrid." + "reason": "Different models and symptoms; not mergeable as one bug." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Different multimodal issues: expensive reverse embedding lookup vs video token/feature mismatch." + "reason": "Both are Gemma/Qwen multimodal, but the problems are different: reverse embedding lookup vs video feature/token mismatch." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime issue is not the same as GPT-OSS AMD GPU failure." + "reason": "Different model/runtime errors and no shared concrete code path." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "vLLM Gemma3TextConfig attribute error vs Mistral regex patch AttributeError; unrelated." + "reason": "Both mention v5-era breakage, but the failures are unrelated: Gemma3 config attr vs Mistral regex patch crash." }, { "left": "issue:45800", "right": "issue:46515", - "accept": false, - "reason": "Both are torch compatibility complaints, but they are too broad and not clearly the same underlying bug." + "accept": true, + "reason": "Same torch 2.4.1 compatibility issue; one report names the exact transformers version too." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 PLE device mismatch and reverse embedding lookup are distinct issues." + "reason": "Both are Gemma4-related, but device-map forward mismatch and expensive reverse embedding lookup are different bugs." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch vs auto device-map cuda assert are unrelated." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic torch 2.10 incompatibility vs Qwen-3-8B NVFP4 runtime failure are not the same defect." + "reason": "Generic torch-version incompatibility and Qwen3 NVFP4 runtime failure are not the same issue." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Different models and failure modes: autocast dtype mismatch vs GPT-OSS TP issue." + "reason": "Autocast dtype mismatch and GPT-OSS TP-only failure are unrelated." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing error and Mistral-3 image dtype mismatch are unrelated." + "reason": "Mixtral torch-dynamo tracing failure is unrelated to Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different dtype/runtime issues with different models and triggers." + "reason": "Different models and errors; no same underlying code path." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral image dtype mismatch vs Nemotron example breakage are unrelated." + "reason": "Different model families and failure modes." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram op error are different bugs." + "reason": "GraniteMoEHybrid invalid method and MPS histogram error are unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime issue vs Qwen3.5 embedding unpacking failure are different problems." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger kernel cross_entropy path and TRL SFT embedding unpacking are unrelated." + "reason": "Qwen3 NVFP4 runtime and Qwen3.5 embedding unpacking are different bugs." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and Bert ZeRO-3 loading IndexError are similar in shape but not the same concrete bug." + "reason": "Both involve DeepSpeed ZeRO-3 and index errors, but the models and concrete failures differ." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions in v5, but they concern different removed references and are not the same issue." + "reason": "Docs still referencing removed pipeline tasks vs removed run command are separate documentation fixes." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different runtime paths: autocast dtype mismatch vs MPS histogram_not_implemented." + "reason": "Autocast dtype mismatch and MPS histogram op failure are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel cross_entropy issue and Phi MoE autocast mismatch are unrelated." + "reason": "Liger Kernel cross-entropy invocation and autocast dtype mismatch are unrelated." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch vs trainer signature mismatch; no shared bug." + "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP issue is unrelated to GenerationMixin import failure." + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to GenerationMixin import breakage." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU model runtime issue vs outdated RAG examples are unrelated." + "reason": "GPT-OSS AMD GPU issue and RAG docs issue are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy being called is unrelated to the mask/tensor shape IndexError." + "reason": "Liger Kernel cross-entropy call and mask shape mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The cluster is mostly heterogeneous, and the two duplicate pockets called out are supported by the packet: 43596/43638 are near-identical ZeRO-3/BERT IndexError reports, and 45859/45902 are plausibly the same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug. The soft-edge rejections are conservative." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are well supported by the titles and descriptions provided: 43596/43638, 45859/45902, and 45800/46515. The rejected soft links are mostly cautious and do not overstate duplication evidence." }, "evaluator_used": true, "retried": false, @@ -541,8 +529,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -638,286 +626,286 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "d611ba6a4b4a723abf4508d6fe59b9f6de6bf170a7163eed142aaaea629b8431", + "prepared_review_unit_hash": "737567c06985f6ead68aa54b461cd0e25805c9311833edcbac5b4faaeae73faf", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39731, - "estimated_input_tokens": 9933, - "estimated_eval_tokens": 20122 + "serialized_chars": 39736, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct model- or environment-specific issues. The only strong duplicate is the AutoTokenizer wrong-token-ID regression affecting Granite and other models.", - "confidence": 0.9, - "canonical_issue_reason": "Use issue 45920 as the canonical issue: it describes the broader tokenizer regression across multiple models and is the most representative statement of the underlying bug.", + "summary": "Mostly a heterogeneous set of unrelated issues. The only clear duplicate subclusters are the v5 AutoTokenizer regression and a ZeRO-3 loader IndexError; everything else looks like distinct model-, platform-, or docs-specific bugs.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45920 is the best umbrella report for the tokenizer regression: it covers multiple affected models, while 45812 is just the Granite-specific slice of the same v5 token-ID bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best global issue candidate because it is broader, clearer about the regression, and covers the shared failure mode more completely than the Granite-only report.", + "best_issue_reason": "45920 is the strongest representative issue in this cluster because it describes the broader, more actionable regression across several model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are torch/transformers compatibility complaints, but they concern different version combinations and different failure modes." + "reason": "Different problems: torch/transformers version incompatibility vs v5.9.0 breaking support with USE_DISTRIBUTED=0." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different runtime contexts and errors; one is a vLLM model-load failure, the other is a distributed-build compatibility break." + "reason": "Unrelated failure modes: PaddleOCR-VL load failure in vLLM vs distributed-disabled PyTorch support regression." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Both are loading failures, but they affect different models and different root symptoms." + "reason": "Checkpoint corruption is not the same as a model-weights-loading regression." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models and different failures; the shared vLLM/device-setup context is too broad to merge." + "reason": "Different models and different code paths: missing config attribute in vLLM vs CUDA assert with auto device mapping." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Similar zero-3 index error wording, but different model classes and loading paths; not enough evidence of one underlying bug." + "accept": true, + "reason": "Both describe the same ZeRO-3 model-loading crash with the identical 'index 0 is out of bounds for dimension 0 with size 0' failure pattern." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are documentation issues, but they cover unrelated docs content." + "reason": "Both are docs-related, but they concern different outdated documentation and are not the same underlying issue." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different subsystems: GPU/model support versus table-question-answering runtime crash." + "reason": "Different subsystems and symptoms: AMD GPU runtime failure vs table-question-answering crash." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different compatibility problems with no shared concrete code path." + "reason": "Storage-object lookup failure is unrelated to the PyTorch distributed support regression." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Unrelated issues: Liger Kernel cross-entropy dispatch versus a Qwen3-VL video input error." + "reason": "Different model/kernel behavior: Liger cross-entropy dispatch vs video StopIteration in Qwen3-vl embedding." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve model input handling, but one is a device-map mismatch and the other is a chat-template video-token mismatch." + "reason": "One is a device-mismatch forward bug, the other is a video feature/template mismatch; not the same defect." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Processor failure and device-mapping mismatch are separate issues." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "One is a detokenization bug; the other is outdated documentation." + "reason": "Tokenizer/detokenization bug vs outdated RAG examples; unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." + "reason": "Checkpoint corruption vs Nvidia ModelOpt compatibility are different root causes." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model load failure versus documentation cleanup; not the same issue." + "reason": "Model checkpoint loading failure is unrelated to docs/example updates." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Broad remote-code breakage versus a specific distributed-build support regression." + "reason": "Remote-code model breakage is not the same as PyTorch build/support under USE_DISTRIBUTED=0." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both report the same AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model version and 45812 is a Granite-specific instance." + "reason": "Same underlying AutoTokenizer v5 regression: 45920 is the broader report and 45812 is a Granite-only manifestation." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different models and different loading errors." + "reason": "Both involve loading checkpoints, but one says the checkpoint is corrupted and the other says checkpoints cannot be loaded; no clear shared bug." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure is unrelated to RAG examples docs." + "reason": "NVFP4 runtime error and RAG docs are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes/Int8Params incompatibility is unrelated to the distributed build regression." + "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed build regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they are different model families and different concrete failures." + "reason": "Both mention sliding_window, but the affected models and failures differ enough that this does not look like the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors, but the tensor-shape mismatch and zero3 loading error are different bugs." + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 zero-sized parameter load failure." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Unrelated model/runtime failures." + "reason": "Whisper model loading and table QA task crashes are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Model loading/test failure versus corrupted checkpoint; not the same underlying bug." + "reason": "Unit-test model load failure is not the same as a corrupted checkpoint report." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "General torch-version incompatibility and pydantic PretrainedConfig regression are different issues." + "reason": "General torch compatibility and pydantic PretrainedConfig breakage are distinct regressions." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Both mention tracing/compilation, but they affect different models and different ops." + "reason": "Different compiler/runtime failures affecting different model paths; not the same concrete bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different problem domains: detokenization versus table-question-answering crashes." + "reason": "Tokenizer detokenization and table QA crashes are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Unrelated errors and subsystems." + "reason": "Whisper loading failure and pydantic model breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5 chat issues, but one is a crash in chat handling and the other is a streaming API failure on a different model size." + "reason": "Chat-template crash in Qwen3.5-35B is not the same as streaming inference failure in Qwen3.5-0.8B." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both involve zero3/compatibility symptoms, but they are different model-load and version problems." + "reason": "Different failure families: ZeRO-3 load IndexError vs torch/transformers version incompatibility." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Different models and different runtime failures." + "reason": "Grouped_mm tracing error and multi-GPU device-map failure are different code paths." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different model and task domains." + "reason": "NVFP4 runtime failure and table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and different failure modes; too broad to be duplicates." + "reason": "Different model families and distinct errors; not the same underlying bug." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and MPS histogram error are unrelated." + "reason": "Streaming chat API failure is unrelated to the MPS histogram unsupported-int error." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Import error for GenerationMixin is unrelated to the Gemma3/vLLM sliding_window config problem." + "reason": "Import path breakage for GenerationMixin and Gemma3 config attribute errors are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing error and MPS histogram issue are unrelated." + "reason": "Mixed-precision grouped_mm tracing failure is unrelated to the MPS histogram bug." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both involve numerical/runtime issues, but they are distinct model and operator failures." + "reason": "Both mention numeric/runtime issues, but the model paths and exact failures differ; not the same bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and non-template node compile error are different problems." + "reason": "Processor failure for Voxtral and a template-node compile error are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Different model classes and different device-map failures." + "reason": "Different model families and different device-mapping behavior; not a duplicate." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted checkpoint report." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the tensor mask mismatch and zero3 init error are different code paths." + "reason": "Both are IndexErrors, but the tensor shape mismatch and ZeRO-3 zero-sized load bug do not look like the same underlying defect." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class errors are unrelated." + "reason": "flash-attn2 fallback gating and remote-code config_class errors are distinct issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical choice of issue 45920 is well supported by the titles, and the accepted soft-edge pair 45812/45920 is a plausible same-regression match. The remaining pairwise rejections are cautious rather than overstated." + "feedback": "The cluster summary is well grounded in the packet: 45920 is a reasonable umbrella for the broader AutoTokenizer v5 regression, 45812 fits as a Granite-specific manifestation, and the rest of the cluster is mostly handled conservatively as unrelated. The ZeRO-3 pair (41762/43596) is also a defensible duplicate callout. No obvious overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -933,8 +921,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -1024,250 +1012,250 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "5db914ef213f42be0c32a953bbdb2a111deeda66f0e9d1f1e10fc77d847941f3", + "prepared_review_unit_hash": "3ad44373fe45b9bbc25a27d11a3ce19b0b205e58519c1ef2e863b4240234aa37", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38032, - "estimated_input_tokens": 9508, - "estimated_eval_tokens": 19272 + "serialized_chars": 38034, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are different regressions or unrelated subsystems. Only the SigLIP2 pair looks like the same underlying bug; the rest are too broad or describe different concrete failure modes.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43994 is the clearest canonical issue: it names the exact model and shows the broader user-visible symptom of the SigLIP2 regression across AutoModel/pipeline, making it the best duplicate target for the narrower embedding complaint.", + "summary": "Mostly a heterogeneous regression cluster with many unrelated model- or version-specific bugs. I found only a couple of soft pairs that look plausibly like the same underlying issue; the rest should stay separate.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 45020 is the broadest, most central compatibility regression in the set: it describes recent transformers versions breaking remote-code models, which best matches the cluster\u2019s overall theme of v5-era breakages and model-loading regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 is the most actionable and representative report in the set, and the only strong duplicate candidate.", + "best_issue_reason": "Issue 45020 is the best representative issue for this cluster because it captures the widest user-impacting regression class, while many other items are narrower model-specific symptoms or unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both involve config-related breakage after v5, but one is a missing field in StableLmConfig and the other is a broader pydantic PretrainedConfig regression; not the same bug." + "reason": "Both are version-5 config regressions, but they hit different config fields and code paths; not the same bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "One is a torch/transformers version incompatibility; the other is a Gemma4 device-mapping forward pass mismatch. Different code paths and symptoms." + "reason": "Torch/transformers version incompatibility vs a Gemma4 device-mapping mismatch are unrelated failures." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and gpt-oss GGUF support are unrelated model-architecture issues." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different model/runtime issues." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to a Sam3 bf16 compilation regression." + "reason": "bitsandbytes init-arg incompatibility is unrelated to the Sam3 bf16 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape-related failures, but one is a mask/tensor indexing error and the other is TRL SFT unpacking for Qwen3.5 embeddings; not the same underlying bug." + "reason": "Both mention shape-related index errors, but the affected model/trainer paths differ and the titles do not indicate the same bug." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch is a different failure from Sam3 bf16 compilation." + "reason": "Image-preprocessor dtype mismatch for Mistral-3 is unrelated to a Sam3 compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "An autocast dtype mismatch in Phi-tiny-MoE is not the same as a Qwen3.5 streaming chat/completions failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming chat failure are different code paths." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming API failure are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failures are not the same underlying problem." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "The _is_hf_initialized TypeError comes from init_empty_weights loading, not from the PretrainedConfig pydantic field regression." + "reason": "`init_empty_weights`/_is_hf_initialized TypeError is a loading/init bug, not the PretrainedConfig pydantic-field regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "int4 quantization OOM and tied-weights translation-model issues are different regressions." + "reason": "Quantization memory/OOM behavior is unrelated to tied-weights translation-model issues." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PretrainedConfig field handling." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the config-field regression in v5." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "Multi-GPU device_map auto failure for YOLO is a different issue from Sam3 bf16 compilation." + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are different problems." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the mask-length mismatch and the zero3/BertModel empty-tensor index error are different code paths." + "reason": "Both are index errors, but the mask-shape mismatch and zero3/BertModel out-of-bounds error are distinct." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid method calls do not match a Sam3 bf16 compile regression." + "reason": "GraniteMoEHybrid invalid-method call is not the same as the Sam3 bf16 compilation issue." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage across versions is broader and different from a torch 2.4.1/transformers 5.8.0 compatibility problem." + "reason": "Remote-code model breakage and torch-version incompatibility are different classes of failures." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image-preprocessor dtype mismatch and video feature/token mismatch are separate multimodal bugs." + "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3.5 video-token/template mismatch." }, { "left": "issue:43054", "right": "issue:43994", "accept": true, - "reason": "Both reports say SigLIP2 behaves badly with embeddings/inference and likely stem from the same model implementation regression." + "reason": "Both report Siglip2-base-patch16-224 behaving badly and producing poor/nonsensical outputs; they look like duplicate reports of the same model regression." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Qwen video-input regression and video feature/token mismatch are related by domain, but not clearly the same concrete failure." + "reason": "Qwen video-input regression and Qwen3.5 video-token mismatch may be related by model family, but the concrete failures differ." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + "reason": "Nemotron example breakage and YOLO device-map auto failure are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "The zero3/BertModel index error is distinct from local model resume/trust_remote_code behavior." + "reason": "Zero3/BertModel index error and remote-code resume/loading issues do not share the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping and uninitialized inv_freq memory after meta\u2192to_empty(cuda) are different bugs." + "reason": "Composite-config unwrapping and uninitialized rotary-embedding memory are distinct Qwen issues." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "A Flash Attention 2 issue is not the same as a remote-code model missing config_class." + "reason": "Flash Attention 2 issue and remote-code `config_class` AttributeError are different loading paths." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "dtype mismatch in Mistral-3 image preprocessing is not the same as Qwen3.5 embedding unpacking in TRL SFT training." + "reason": "Different model families and different failure modes; only both are input/shape-related at a high level." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimensionality error and Qwen3.5 SFT embedding unpacking are unrelated." + "reason": "FSDP 2-D weight error and Qwen3.5/TRL embedding unpacking are unrelated." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom model initialization in Jupyter and flash-attn2 fallback blocking are different regressions." + "reason": "Custom-model notebook initialization and flash-attn fallback gating are different regressions." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and the generic GLM5 issue do not share the same concrete failure mode." + "reason": "High perplexity on gpt-oss and GLM5 are not the same issue." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve trust_remote_code/custom modules, but one is a local-path cache collision and the other is wrong module loading after save_pretrained; not clearly the same bug." + "reason": "Both involve remote-code/custom-module handling, but one is a cache-path collision and the other is loading the wrong module after save/load; not the same concrete bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8Config failure and flash-attn2 fallback gating are separate problems." + "reason": "Qwen3-MoE FP8 failure and flash-attn fallback checks are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weights regressions are related only at a very high level." + "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weight issues are different model implementations." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion and docs mentioning a removed run command are unrelated." + "reason": "A DSA indexer discussion and a docs typo are not duplicates." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is not the same as tied-weights translation model issues." + "reason": "Quantization/offloading behavior is unrelated to tied-weight translation-model issues." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A docs typo and removed run-command docs issue are different documentation problems." + "reason": "A cache-strategy typo and docs about a removed command are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation models." + "reason": "PagedAttentionCache linear_attention crash and tied-weights issues are different code paths." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid method calls are different model/training failures." + "reason": "Qwen3.5 input-embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Wrong/misleading input validation errors across models and T5 decoder input validation are related only broadly, not the same code-path bug." + "accept": true, + "reason": "Both are validation/error-message bugs around model inputs, with T5 as a concrete affected case of the broader XOR input validation problem." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays within the packet evidence: it only marks the SigLIP2 pair as a likely duplicate, and the other soft-edge rejections are conservative and aligned with the issue titles. The canonical issue choice is also grounded in the broader, user-visible symptom described by issue:43994." + "feedback": "The summary is grounded in the packet and stays conservative about the mostly heterogeneous cluster. The two accepted soft pairs are reasonably supported by the issue titles and stay within the same bug class; the rejected pairs are appropriately separated by model, code path, or failure mode." }, "evaluator_used": true, "retried": false, @@ -1283,8 +1271,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -1369,20 +1357,20 @@ "issue:44991|issue:45399", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "86c082a9fb3f5d200bbc33d5e7931d1e73a125d716a8247be3cba3c01d939c41", + "prepared_review_unit_hash": "ad331b293fe89108788be0eaee962fc783a8ae95cb19aebb0ca48e8015c73558", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37051, + "serialized_chars": 37050, "estimated_input_tokens": 9263, "estimated_eval_tokens": 18782 }, @@ -1391,198 +1379,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with a few real duplicate subgroups: non-persistent-buffer corruption in v5, cache.get_seq_length contract regressions, Gemma4 quantized embedder dtype casting, and a NemotronH/Mamba2 recurrence bug. The `43643`\u2194`43950` edge should be rejected: they describe different APIs and different failure modes.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items split into several unrelated bug families with only a few small duplicate subgroups.", + "summary": "Mostly unrelated issues with a few tight duplicate clusters: the v5 non-persistent-buffer corruption regression, the cache.get_seq_length contract bug, the Gemma4 quantized-embedder dtype issue, and the StaticCache tensor-return regression. The SigLIP2 pair is only thematically similar and should not be treated as a confirmed duplicate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43950 is still the strongest global issue anchor: it states the v5 non-persistent-buffer corruption regression directly and best matches the closest model-specific variants (44534, 45902) and the related config-loading buffer corruption report.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative, 43950 best captures the strongest duplicate subgroup around the v5 non-persistent-buffer corruption regression, but it is not a global cluster canonical.", + "best_issue_reason": "issue:43950 is the best cluster representative because it names a concrete, reusable bug class with the broadest confirmed duplicate surface and the clearest root-cause framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH loading failure vs tied-weights translation issue; different model families and code paths." + "reason": "Both involve model loading / tied weights at a high level, but they describe different models and different failure modes." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are tokenizer/model bugs, but the symptoms and likely fixes differ; not the same concrete bug." + "reason": "Tokenizer-related, but the models and concrete symptoms differ too much to be one bug." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Related tokenizer regressions, but on different models with different round-trip symptoms and no clear shared bug." + "reason": "Both are tokenizer regressions, but they affect different models with different round-trip/output behavior." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs example/quantization errors vs SigLIP2 embedding quality regression; not the same issue." + "reason": "Shared SigLIP2 context, but one is a doc-example mismatch/quantization failure and the other is a model-quality complaint; not the same bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is essentially the same bug as 43950." + "reason": "Same v5 non-persistent-buffer corruption regression, described from two angles." }, { "left": "issue:46032", "right": "issue:47246", - "accept": true, - "reason": "Same inter-chunk recurrence defect carried into NemotronH's Mamba2 path; the fix should be shared." + "accept": false, + "reason": "Both are Mamba2-family issues, but the titles point to different recurrence/code paths." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer API mismatch vs DeepSpeed ZeRO-3 loading IndexError; unrelated failures." + "reason": "Unrelated trainer-signature error versus DeepSpeed ZeRO-3 load failure." }, { "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "`trust_remote_code=True` missing fields in AutoConfig vs silent non-persistent-buffer corruption in from_pretrained; different APIs and failure modes." + "reason": "Both are v5-related, but one is remote-code config loading and the other is buffer materialization corruption." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes Int8Params constructor regression vs Float8 storage lookup error; different incompatibility problems." + "reason": "Both are quantization/storage errors, but they are distinct incompatibilities with different root causes." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug; 46932 is the fix for 46899." + "reason": "46932 reads like the same Gemma4 quantized vision/audio dtype-casting bug as 46899." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality issue vs tokenizer/version behavior change; related area, but not the same bug." + "reason": "Version-dependent tokenization is too broad here; the specific SigLIP2 embedding report is not the same as a generic tokenizer-change issue." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Broad tokenizer regression vs DeepSeek-Coder-specific incorrect output; overlapping area but not one concrete bug." + "reason": "Both are tokenizer regressions, but one is broad multi-model wrong IDs and the other is a specific DeepSeek-Coder v1 detokenization bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Zero-probability SigLIP2 bug vs embedding-quality regression; different symptoms and causes." + "reason": "Same model family, but the reported symptoms are different enough that this is not a confirmed duplicate." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE vs Qwen3.5 NaNs from 3D position_ids / SDPA fallback; unrelated." + "reason": "Different models and different numerical failure modes; not the same bug." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache.get_seq_length contract bug: tensor-shaped return value instead of int breaks static-cache arithmetic." + "reason": "Same API contract regression: cache.get_seq_length() returning a tensor instead of a plain int." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both mention non-persistent buffers, but 45902 is a specific materialization issue while 43950 is the broader from_pretrained corruption regression." + "accept": true, + "reason": "Same non-persistent-buffer materialization/corruption regression, with 45902 as a model-specific manifestation." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 text-embedding quality issue vs HF/JAX implementation discrepancy; related model family, but not the same bug." + "reason": "Both mention SigLIP2, but the evidence only shows broad similarity, not a single concrete implementation-mismatch duplicate." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attn crash from 3D position_ids vs CPU-offload incompatibility; different code paths." + "reason": "Both are Qwen3.5-related, but one is Flash Attention illegal memory access and the other is CPU-offload incompatibility." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug vs Qwen3_5Moe uninitialized inv_freq buffer; unrelated." + "reason": "Only loosely related by meta/materialization context; different models and different failure mechanisms." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing / LoRA behavior vs int4 quantization OOM; different mechanisms." + "reason": "Different training/memory problems with no shared concrete bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Loader noise vs a specific model loading failure; not the same bug." + "reason": "Logging noise versus a model-loading failure." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training RuntimeError vs early-stopping metric handling; unrelated." + "reason": "Completely different training/early-stopping issues." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer output regression vs flash_attn import KeyError; different subsystems." + "reason": "Tokenizer detokenization regression versus an import-time flash-attn KeyError." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Unnecessary load noise vs a specific model load failure; unrelated." + "reason": "Noise in loading output versus a tokenizer/model loading failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code config field loss vs broad remote_code breakage; same area, but not the same concrete code-path problem." + "reason": "Both involve remote_code, but one is missing config fields and the other is a broader breakage report." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError vs Qwen3Moe FP8Config failure; unrelated." + "reason": "Different model/config failures with no shared concrete code path." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing issue vs Qwen3 MoE training memory usage; different root causes." + "reason": "Gradient-checkpointing/LoRA behavior versus Qwen3 MoE memory usage." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "AutoTokenizer error messaging for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM; unrelated." + "reason": "Different models and unrelated failures: error-message quality versus missing attribute." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure vs flash-attn2 fallback gating; unrelated." + "reason": "Tokenizer loading regression versus flash-attn2 fallback logic." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Model import error vs bitsandbytes Int8Params regression; unrelated." + "reason": "Import error for a model class versus a bitsandbytes parameter incompatibility." } ] }, "evaluator_result": { "accept": false, - "feedback": "Most of the cluster summary is conservative and grounded, but one soft-edge verdict overstates the evidence: issue:43643 vs issue:43950. In the packet, 43643 is about `AutoConfig.from_pretrained(..., trust_remote_code=True)` returning missing fields, while 43950/44534 are the non-persistent-buffer corruption regression. On the supplied evidence these do not look like the same bug, so that pair should not be accepted. The other accepted duplicate pairs look plausibly grounded." + "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong: issue:43054 vs issue:43493 is only supported by broad SigLIP2 similarity, not enough evidence to call it the same bug or a single implementation-mismatch duplicate. The rest is conservative, but this accepted pair overstates the packet evidence." }, "evaluator_used": true, "retried": true, @@ -1598,8 +1586,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -1664,8 +1652,8 @@ "issue:42491|issue:44368", "issue:45715|issue:46315", "issue:43872|issue:46869", - "issue:43881|issue:43883", "issue:45759|issue:46661", + "issue:43881|issue:43883", "issue:43827|issue:44509", "issue:45488|issue:46489", "issue:45020|issue:46661", @@ -1682,14 +1670,14 @@ "issue:41093|issue:44805", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "6a0d2577ea91281978b420263490cbad7210a0f2fd4aefc689bb862da918b34d", + "prepared_review_unit_hash": "f1efbcc760f7d4dae2321b29cb13dcaca2e47e442cf511090720645981222d62", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, @@ -1704,180 +1692,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports, with a few true duplicate/near-duplicate pairs around docs, tokenizer regressions, and training-loss shifting bugs.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #44509 is the clearest and most complete report for the v5 docs regression around removed pipeline tasks; it explicitly names the affected tasks and subsumes #43827.", + "summary": "This cluster is mostly heterogeneous and not a single duplicate set. The only clear duplicate pair is the v5 docs regression around removed pipeline tasks; the other soft-similarity pairs look model-specific or symptom-level matches only.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44509 is the broadest, clearest statement of the shared v5 docs regression, and it subsumes the narrower wording in issue:43827.", "canonical_pr_reason": null, - "best_issue_reason": "#44509 is the best issue anchor because it is specific, descriptive, and representative of the underlying docs breakage after v5 pipeline removals.", + "best_issue_reason": "issue:44509 is the best representative issue for the only true duplicate pair in this cluster: it clearly describes the removed pipeline-task docs breakage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both are tokenizer/attention-related, but one is a Mistral regex crash and the other is a flash-attn2 fallback gating bug; different code paths and fixes." + "reason": "Both involve tokenizer/attention internals, but one is a Mistral regex crash and the other is a flash-attn fallback gating issue; different bugs." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Both mention Qwen/GLM model loading errors, but the concrete failures and model families differ; not the same underlying bug." + "reason": "Different model-loading failures for different model families; the shared theme is too broad to treat as the same bug." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram/int issue for MoE vs Gemma4 device-map mismatch are unrelated runtime failures." + "reason": "Unrelated failures: MPS histogram on Int vs Gemma4 device-map forward mismatch." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code breakage and Gemma4 PLE device placement are different problems despite both being load/runtime regressions." + "reason": "Remote-code breakage and a Gemma4 device placement bug are different code paths and fixes." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "One is a tokenizer-mapping-name constraint in add-new-model-like; the other is a broad remote-code regression. Not the same bug." + "reason": "One is a tokenizer-mapping edge case in add-new-model-like, the other is a broader remote_code regression." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading failures for different models; titles are both generic but do not indicate the same root cause." + "reason": "Both mention GLM models, but one is a bad AutoTokenizer error message and the other is a loading failure; not the same bug." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is distinct from Gemma4 device-map mismatch." + "reason": "Different root causes: dtype/autocast mismatch versus device_map placement mismatch." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code model breakage and Kimi-K2.5 tokenizer regression are separate issues." + "reason": "Remote-code model loading regression and tokenizer codec handling regression are unrelated." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen/LoRA warnings, but one is a model-compatibility failure across branches and the other is a configuration warning about tie_word_embeddings; not the same concrete bug." + "reason": "Both mention Qwen3 MoE/LoRA warnings or incompatibilities, but the reported failure modes and code paths differ." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different APIs and code paths (convert_ids_to_tokens vs convert_tokens_to_ids)." + "reason": "Both are tokenizer performance issues, but they affect different APIs and do not look like the same underlying bug." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to a YOLO multi-GPU device-map failure." + "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device-map failure." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:45759", + "right": "issue:46661", "accept": false, - "reason": "Generic loading failure for glm-4v-9b vs missing all_tied_weights_keys on Molmo are different model-specific bugs." + "reason": "Composite-config unwrapping and remote-code config_class errors are different model-construction bugs." }, { - "left": "issue:45759", - "right": "issue:46661", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "AutoModel.from_config text_config unwrapping and AutoModel.from_pretrained remote-code config_class errors are separate API paths and fixes." + "reason": "Both are loading failures, but they involve different models and different missing attributes." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report the same docs regression after v5 pipeline removals; #44509 is the broader, more explicit version of the same issue." + "reason": "Same v5 docs cleanup regression: both say removed pipeline tasks are still referenced in docs." }, { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Both describe the same v5 tokenizer regression affecting DeepSeek-family models; #46489 appears to be the more specific follow-up to the same root cause." + "accept": false, + "reason": "Tokenizer pre-tokenizer override and token conversion slowdown/incorrectness are distinct issues." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Different remote-code failures: generic recent-version breakage versus missing config_class on model_class." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "A tied lm_head bug and silent corruption of non-persistent buffers are unrelated model state-handling problems." + "reason": "lm_head tying and non-persistent buffer corruption are unrelated bugs." }, { "left": "issue:46894", "right": "issue:46897", - "accept": true, - "reason": "These are the same training-loss double-shift bug pattern applied to different model families; they look like the same underlying loss-handling defect." + "accept": false, + "reason": "They share a symptom pattern, but the model-specific reports are not evidence of the same concrete code-path bug." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Different audio-feature extraction failures; no clear shared code path from the titles alone." + "reason": "Different subsystems and errors; no shared underlying code path is apparent." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Qwen3-MoE weight conversion under accelerate+deepspeed and GAS gradient averaging under DeepSpeed are distinct training/loading bugs." + "reason": "DeepSpeed weight-loading failure and DeepSpeed gradient averaging bug are separate problems." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Both are generic training/indexing errors, but one is a trainer signature mismatch and the other is a mask/tensor shape mismatch." + "reason": "A Trainer signature mismatch and a mask/tensor shape mismatch are unrelated." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA ineffectiveness and the other is a missing support flag on a trust_remote_code model." + "reason": "Gradient checkpointing not taking effect in PEFT/LoRA is different from a missing supports_gradient_checkpointing flag in remote-code model classes." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed ZeRO-3 weight-loading issues, but they target different model families and likely different load paths." + "reason": "Both are ZeRO-3 loading failures, but they affect different Qwen variants and do not clearly share the same root cause." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and NemotronH checkpoint loading failure are different model-specific load regressions." + "reason": "GLM-4.7-Flash unit-test loading failure and NemotronH checkpoint loading failure are unrelated." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed weight-dimension error vs void segmentation map processing are unrelated." + "reason": "Completely different domains: DeepSpeed training weight shape error vs image processor void segmentation maps." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are multimodal/video regressions, but the concrete failure modes and affected models differ." + "reason": "Both are video-related regressions, but the symptoms and model families differ enough that they should stay separate." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "Both are shape mismatch IndexErrors, but they are separate reports with no evidence of the same root cause." + "reason": "The error strings are similar, but there is not enough evidence that they are the same underlying mask-shape bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 RLHF NaN/SDPA fallback issue and flash_attention s_aux=None crash are different attention/training failures." + "reason": "RLHF NaN/SDPA fallback problem and flash_attention s_aux=None crash are different failures in different paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it reflects the mostly unrelated cluster and only claims a few duplicate/near-duplicate pairs, which are supported by the issue titles. The soft-edge verdicts are also conservative overall, with the accepted pairs limited to clearly related docs/tokenizer/loss-shift regressions and the rejects appropriately avoiding overreach." + "feedback": "The summary is grounded in the packet and stays conservative. The 43827/44509 pairing is well-supported by the titles, and the other soft pairs are reasonably kept false given the available evidence." }, "evaluator_used": true, "retried": false, @@ -1893,8 +1887,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -1983,20 +1977,20 @@ "issue:43596|issue:44661", "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "febd4a6f6ce06222bdfd61928bd8b3c094efb6148bf046c9d086c7436a74ab01", + "prepared_review_unit_hash": "a580ab08176d7d9e5a0221fbc25520198126d43642ad90ded7f94a9020ccecad", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38005, + "serialized_chars": 38007, "estimated_input_tokens": 9502, "estimated_eval_tokens": 19260 }, @@ -2005,225 +1999,225 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with many false-positive similarity links. The only confident duplicate pair is the Transformers 5.0 custom-model initialization regression (43645/43646). The siglip2 pair (38175/43994) is plausible from titles alone, but not strong enough to call a duplicate here.", - "confidence": 0.76, - "canonical_issue_reason": "43645 is the best anchor because it states the broad Transformers 5.0 custom-model initialization regression, and 43646 reads like a narrower report of the same breakage.", + "summary": "Most items are unrelated model-specific bugs or regressions. Only two soft duplicate pairs look like the same underlying issue: custom model initialization failures in Transformers 5.0 and the SigLIP2 wrong-output/zero-probability regression.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43646 is the broadest, most core formulation of the custom-model initialization regression and cleanly subsumes the notebook-specific variant in issue:43645.", "canonical_pr_reason": null, - "best_issue_reason": "43645 is the strongest global issue representative because it is the broadest and most clearly stated instance of the one convincing duplicate pair in this cluster.", + "best_issue_reason": "issue:43646 is the best representative issue for the cluster's main Transformers-5 custom initialization regression subtopic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different model-loading failures: NemotronH checkpoint loading vs Sam3Model text-encoder weights not loading." + "reason": "Both are model-loading failures, but they involve different architectures and different failure modes (checkpoint loading vs missing text encoder weights)." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different bugs and model families: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading." + "reason": "Different models and different code paths: PagedAttentionCache crash vs checkpoint loading failure." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated issues: GGUF gpt-oss support request vs Phi-tiny-MoE dtype mismatch under autocast." + "reason": "Unrelated: GGUF support for gpt-oss vs dtype mismatch in Phi-tiny-MoE under autocast." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both involve loading, but the concrete models and failures differ." + "reason": "Both mention tokenizer loading, but they are different models and different symptoms; not the same bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen3-MoE-related problems: GGUF architecture support vs sliding_window behavior." + "reason": "Different Qwen3-MoE sliding-window behavior versus GGUF architecture support." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different code paths: DeepSpeed ZeRO-3 BertModel IndexError vs a generic torch 2.4.1 incompatibility." + "reason": "Different problems: Zero3/BertModel index error vs a broad torch 2.4.1 incompatibility report." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch Qwen-related internals, but the concrete bugs differ: rope scaling vs meta/to_empty materialization." + "reason": "Different Qwen-family bugs: rope/position-id scaling versus uninitialized memory after meta-to_empty materialization." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Completely different failures: gpt-oss GGUF support vs missing Float8 storage." + "reason": "GGUF gpt-oss support is unrelated to the Float8 storage lookup error." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Non-pretrained Bert/ZeRO-3 IndexError is not the same as a generic torch-version incompatibility." + "reason": "Non-pretrained Bert + ZeRO-3 index error is a different issue than generic torch version incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and symptoms: AudioFlamingo3 batching leak vs Whisper empty-transcription handling." + "reason": "Different audio/text generation bugs: embedding/token leakage across tracks vs empty-transcription handling." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Different Gemma4 bugs: FSDP2 shared_kv_states rebuild vs PLE device mismatch with device_map=auto." + "reason": "Both are Gemma-4 related, but one is an FSDP2 forward KeyError and the other is a device-mismatch bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading problems, but Voxtral AutoTokenizer behavior and sleng-bert loading failure are not the same bug." + "reason": "Different model-loading failures for different models; no clear shared code-path bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different regressions: Qwen3Moe FineGrainedFP8Config failure vs meta-device loading problems." + "reason": "Qwen3-MoE FP8 failure and meta-device loading regressions are separate issues." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing a missing Qwen2.5-VL class is unrelated to meta-device loading failures." + "reason": "Importing Qwen2_5_VLForConditionalGeneration is a distinct failure from meta-device loading." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model families and failures: Mistral-3 dtype mismatch vs Qwen3-vl-embedding StopIteration." + "reason": "Different multimodal failures: image preprocessor dtype mismatch vs video StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to Kosmos2.5 OCR index errors." + "reason": "Silent non-persistent buffer corruption is unrelated to Kosmos2.5 long-ocr indexing." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Not the same underlying bug: 3d_parallel.py runtime issue vs GGUF gpt-oss support." + "reason": "Not the same bug: 3d_parallel.py runtime failure vs GGUF model support." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same regression: Transformers 5.0 breaks custom model initialization, and 43646 is the narrower variant of that report." + "reason": "Same underlying Transformers 5.0 custom model initialization regression; 43645 is just the Jupyter-specific manifestation of 43646." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different failures on different backends: Qwen3-vl-embedding StopIteration vs an MPS histogram limitation." + "reason": "Different subsystems and failure modes: Qwen3-vl video handling vs MPS histogram support in MoE." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache internals, but the concrete bugs differ." + "reason": "Both are cache/position-related, but one is a Qwen3.5 flash-attention memory access bug and the other is a static-cache slice arithmetic issue on non-CUDA backends." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FineGrainedFP8Config failures." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 failures." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different version-sensitive problems: torch>=2.9 flex_attention compilation vs torch 2.4.1 incompatibility." + "reason": "Different torch-version problems affecting different attention paths; not the same underlying bug." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5 issues: video StopIteration vs SFT trainer embedding unpacking." + "reason": "Both involve Qwen-family models, but the video StopIteration and SFT embedding unpacking failures are distinct code paths." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model/backends and failure modes: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention memory access." + "reason": "Different models and different attention implementations; no evidence they share the same concrete bug." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Related theme, but not the same concrete bug: ineffective gradient checkpointing vs a specific CheckpointError with PEFT + ZeRO-3." + "reason": "Related to PEFT/gradient checkpointing in general, but one says ineffective checkpointing and the other is a specific ZeRO-3 CheckpointError." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same code path." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be different fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-mismatch during forward is unrelated to a general torch 2.4.1 incompatibility." + "reason": "Gemma4 device-map mismatch is unrelated to the torch 2.4.1 incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different areas: tokenizer-mapping add-new-model-like failure vs Gemma4 PLE device mismatch." + "reason": "Different issues: tokenizer mapping validation failure versus Gemma4 forward-time device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different runtime errors on different inputs; no shared underlying bug." + "reason": "Different shape/indexing failures with no clear shared code-path." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same model family and similar symptom class, but the titles alone do not prove the same underlying bug." + "accept": true, + "reason": "Same underlying SigLIP2 wrong-output regression on google/siglip2-base-patch16-224; one reports zero probabilities, the other nonsensical outputs through AutoModel/pipeline." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Different config-validation regressions for different models." + "reason": "Both are config-validation related, but they concern different models and different validation breakages." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Unrelated: DeepSpeed/Bert IndexError vs tokenizer-mapping logic in add-new-model-like." + "reason": "Zero-3/BertModel loading failure is unrelated to add-new-model-like tokenizer mapping behavior." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: ZeRO-3 BertModel IndexError vs tokenizer-mapping handling." + "reason": "Different bugs: Deepspeed ZeRO-3 Bert index error vs tokenizer mapping-name handling." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/Qwen3-MoE hf4.x vs hf5.x compatibility is not the same bug as BitNet packed-weight loading." + "reason": "Different implementation areas and failure modes; shared theme of loading is too broad to be a duplicate." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is mostly conservative, but one key justification overstates what\u2019s visible in the packet: claiming 43645 has the 'clearest repro' and 'most direct duplicate wording' is not grounded in the provided fields. The 43645/43646 relationship is plausible from the titles, but the stronger wording should be softened to avoid asserting evidence not present here; the siglip2 pair also reads as only tentative from titles alone." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well supported by the issue titles and appear to describe the same underlying regressions, while the remaining pairwise rejections do not overclaim duplicates. No PR-mergeability concerns apply here since this is issue-only data." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2236,8 +2230,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -2322,20 +2316,20 @@ "issue:45488|issue:45812", "issue:46897|issue:46901" ], - "prepared_review_unit_hash": "5612172c0d3c991bd9c6c44806cdf602bf12890866e6ea920a33088160a76fa0", + "prepared_review_unit_hash": "f65956b620ded677ca47d27604c6287c48a798e0beeb6e717de117c7fea57a9c", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36596, + "serialized_chars": 36595, "estimated_input_tokens": 9149, "estimated_eval_tokens": 18554 }, @@ -2344,198 +2338,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose bundle of unrelated Transformers regressions, with a few true duplicate-like pairs: non-persistent buffer initialization in v5, Gemma4 multimodal 4-bit dtype handling, and possibly the resize_token_embeddings embedding-update regression.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 43644 is the best representative because it describes a broad Transformers v5 regression with a clear duplicate (44534) and a concrete, reusable code-path problem, whereas most other items split into separate model- or feature-specific bugs.", + "summary": "This cluster is mostly a loose set of model-loading, quantization, and Transformers v5 regression reports. Only one pair is a clear duplicate; the rest are thematically similar at best but not the same concrete bug.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43644 is the clearest exact duplicate target in the set, with a near-identical follow-up report (issue:44534) and slightly stronger discussion/inbound reference signal.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the strongest global issue candidate: it is clearly reproducible, broadly scoped across v5, and has the cleanest near-duplicate relationship in the set.", + "best_issue_reason": "issue:43644 is the most suitable representative because it captures a concrete, reproducible Transformers v5 regression and has the strongest evidence of duplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Both point to the same Gemma4 multimodal 4-bit inference failure caused by unsafe dtype handling in the audio/vision embedder path." + "reason": "Both report the same Gemma4 4-bit multimodal failure around unsafe dtype casting/uint8 weights in audio/vision embedders." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different failures: one is add-new-model-like/tokenizer mapping logic, the other is a tensor mask shape mismatch during indexing." + "reason": "Unrelated bugs: tokenizer-mapping model addition vs a mask/tensor shape IndexError." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Unrelated bugs: `_is_hf_initialized` breakage versus a long-OCR index error in Kosmos2.5." + "reason": "Different problems and code paths: _is_hf_initialized regression vs long OCR input indexing." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention loading/memory/offload, but the concrete problems and code paths differ." + "reason": "Both involve memory/offload concerns, but one is gpu+cpu offload loading and the other is mmap OOM on Strix Halo; not the same bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities at inference and the other is a documentation example with model/processor and quantization errors." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is doc-example/model-processor mismatch plus quantization errors." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying Transformers v5 non-persistent-buffer initialization regression; the titles are near-paraphrases." + "reason": "Near-identical title and regression: Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen-related failures, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; not the same bug." + "reason": "Both are Qwen3-related failures, but one is auto device mapping cuda assert and the other is FineGrainedFP8Config; different failures." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Distinct issues: Qwen3Moe FP8 failure versus Strix Halo mmap/OOM behavior." + "reason": "No concrete overlap beyond general performance/memory concerns." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different bugs: LoRA checkpoint compatibility across HF versions versus resize_token_embeddings not updating embeddings." + "reason": "Different issues: Qwen3 MoE/hf4.x compatibility vs Gemma4 resize_token_embeddings behavior." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and symptoms: GLM5 versus Qwen3.5 flash-attention generation failure." + "reason": "Different model families and symptoms: GLM5 vs Qwen3.5 flash-attention generation." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but the titles only show separate model repos and do not establish the same underlying defect." + "reason": "Similar loading-failure theme, but the model repos and failure descriptions are too different to treat as the same bug." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different code paths: NemotronH checkpoint loading versus Qwen3.5 TP plan missing linear_attn entries." + "reason": "NemotronH checkpoint loading failure vs Qwen3.5 TP plan OOM/shape error; unrelated." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is ZeRO-3 language_model weight loading and the other is save_pretrained visual encoder key serialization." + "reason": "Both are Qwen3.5 load/save regressions, but one is ZeRO-3 language_model loading and the other is incorrect visual-encoder keys on save_pretrained." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Unrelated failures: GraniteMoEHybrid invalid method call versus a broken Nemotron example." + "reason": "Different models and failures: GraniteMoEHybrid invalid method call vs broken Nemotron example." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Related around dtype handling, but one is loading-time dtype being ignored and the other is from_config leaving config.dtype stale; not the same bug." + "reason": "Both involve dtype handling, but one is loading composite checkpoints and the other is from_config leaving config.dtype stale." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is buffer initialization and the other is custom model setup in Jupyter notebooks." + "reason": "Shared Transformers v5 context only; buffer corruption and Jupyter custom-model initialization are different bugs." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading complaints, but the model repos and failure modes are not shown to be the same code-path bug." + "reason": "Different loading regressions: a Scandinavian BERT model load issue vs tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different failures: Qwen3 MoE weight conversion under accelerate+deepspeed versus GLM-4.7-Flash unit-test loading." + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion vs GLM-4.7-Flash unit-test loading mismatch." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 family, but one is a docs example with setup errors and the other is a general nonsensical-output report; not enough to treat as the same bug." + "reason": "Both are SigLIP2-related, but the described failures differ: doc example mismatch/quantization vs nonsensical outputs with AutoModel/pipeline." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different symptoms and likely different causes: MoE training memory inefficiency versus quantized offloading not working." + "reason": "Both mention memory pressure, but one is Qwen3 MoE training inefficiency and the other is quantization offloading behavior." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different problems: HF4/HF5 LoRA checkpoint incompatibility versus resize_token_embeddings not updating output embeddings." + "reason": "Different code paths and models: Qwen3 MoE compatibility vs generic resize_token_embeddings output_embeddings behavior." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different problems: HF4/HF5 LoRA checkpoint incompatibility versus T5Gemma embedding resize behavior." + "reason": "Different models and paths: Qwen3 MoE incompatibility vs t5gemma decoder.embed_tokens resizing." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-load failures with different models and error shapes; no shared concrete bug shown." + "reason": "Both are loading failures, but on different models with different failure modes." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Unrelated training scheduler math versus optimizer argument handling." + "reason": "Trainer resume/max_steps bug is unrelated to SGD argument handling." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/OOM, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory inflation in v5." + "reason": "Both touch memory, but one is training inefficiency and the other is int4 reserved-memory/OOM regression." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different issues: GLM5 model handling versus sinq quantized save/load corruption." + "reason": "GLM5 model issue vs quantized save_pretrained/from_pretrained corruption; unrelated." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both involve save/load, but extra_state handling and init_empty_weights/_is_hf_initialized are separate defects." + "reason": "Saving/loading extra_state and init_empty_weights/_is_hf_initialized are different bugs." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings regression: downstream embedding/output modules are not refreshed after resize across two model variants." + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but on different architectures and different embedding submodules; not enough to call them the same bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions: LlamaTokenizer pre-tokenizer override versus Granite token ID misgeneration." + "reason": "Tokenizer-pretokenizer override in LlamaTokenizer vs wrong token IDs for Granite models are different regressions." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "These are similar training-loss double-shift patterns, but they are reported for different models and do not look like the same concrete bug." + "reason": "Both are training-loss shift issues, but they are reported for different models and are better treated as similar patterns rather than the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative: it identifies one broad v5 regression cluster plus a few plausible duplicate-like pairs, and the rejected pairs are generally justified by distinct titles/code paths. The 43644/44534 pair is well supported, and the Gemma4 and resize_token_embeddings pairs are framed cautiously enough." + "feedback": "Grounded overall. The canonical issue choice is well supported by the identical 43644/44534 titles and the extra inbound signal on 43644, and the negative soft-edge calls stay conservative. The only place I\u2019d slightly soften is the Gemma4 45672/46899 pair: \u2018likely same bug\u2019 would be a safer phrasing than \u2018same bug,\u2019 but the acceptance is still reasonable from the packet." }, "evaluator_used": true, "retried": false, @@ -2551,8 +2545,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -2637,14 +2631,14 @@ "issue:45292|issue:45335", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "9b55f24531bc2e6deaca1f3c63d02c3cc60d43c64d6291d7c132061f1a9f0d91", + "prepared_review_unit_hash": "12ae592a7d066d089e0b5d0afc1952681d0fc056c6f26265e219367f867ef0cf", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, @@ -2659,198 +2653,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and appears to contain many unrelated model- or subsystem-specific bugs. I only found one plausible duplicate-style pair around `resize_token_embeddings` / `output_embeddings` behavior; the rest are too semantically distinct to merge as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "`issue:45292` is the cleanest, most general statement of the shared `resize_token_embeddings` / `output_embeddings` bug; `issue:45276` reads as a model-specific variant of the same symptom.", + "summary": "This cluster is mostly heterogeneous, with one clear duplicate-like pair around `resize_token_embeddings` not propagating updated embedding/output weights. Most other soft pairs share only broad subsystems or symptom classes, not the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45292 is the best canonical: it states the shared `resize_token_embeddings` failure in the broadest form, while 45276 looks like a specific Gemma4 manifestation of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best representative issue in this cluster because it captures the core resize-token-embedding failure in a model-agnostic way.", + "best_issue_reason": "45292 is the clearest representative of the underlying bug family and is more reusable than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Both are generation/chat failures, but they affect different model paths and symptoms; not the same concrete bug." + "reason": "Different models and different failures; both are runtime crashes but not the same bug." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both involve loading/tokenizer-related failures, but the reports concern different models and different failure modes." + "reason": "Both involve loading/tokenizer issues, but the reported symptoms and root causes differ." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "These are separate compatibility/loading problems with different root causes; too broad to treat as one bug." + "reason": "Unrelated problems: Torch compatibility vs meta-device loading." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "A documentation example issue and a generic model issue are unrelated." + "reason": "No meaningful bug overlap; documentation/example errors vs a GLM5 issue." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different crash sites and causes in attention code; one is 3D `position_ids`, the other is `s_aux=None` handling." + "reason": "Both touch flash attention, but they describe different code paths and different crash causes." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "One is an `init_empty_weights` argument issue, the other is mmap/OOM behavior; not the same bug." + "reason": "Different subsystems: init_empty_weights argument handling vs mmap/OOM behavior." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and different failures: FSDP attention state vs `text_config` unwrapping." + "reason": "Different model families and unrelated loading/training problems." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different code paths and symptoms: CUDA assert during device mapping vs batched inference token leakage." + "reason": "Different symptoms and model paths; not the same underlying bug." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied `lm_head`, but they are model-specific reports and not clearly the same concrete code-path defect." + "reason": "Both mention untied `lm_head`, but they are separate model-specific issues and not clearly one fixable code path." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing/PEFT vs T5 apex memory leak are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/memory, but one is offloading behavior and the other is reserved-memory/OOM growth; too different." + "reason": "Both are memory/quantization related, but the causes and failure modes differ." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "These are both output-class issues, but the underlying `ModelOutput` bugs are different." + "reason": "Output-object field assignment bugs in different classes; not clearly the same defect." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model components and failure modes: FSDP attention state vs CPU offload incompatibility." + "reason": "Different model components and different offload/device issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "TypeError during model init and MXFP4 fallback are unrelated loading/quantization issues." + "reason": "Both involve quantization, but different formats, models, and symptoms." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import error for `GenerationMixin` and Whisper pipeline `return_language` regression are unrelated." + "reason": "Import error vs Whisper pipeline regression; no shared underlying bug." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and Strix Halo mmap/OOM are different problems." + "reason": "Meta-device loading and Strix Halo mmap OOM are distinct issues." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Audio batching leak and Gemma4 device mismatch are distinct bugs." + "reason": "Different model architectures and different forward-path failures." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer construction bug and Gemma4 FSDP attention bug are unrelated." + "reason": "Sparse-layer config bug vs Gemma4 FSDP attention bug; unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization memory regression and mmap OOM are not the same code-path issue." + "reason": "Both can OOM, but the causes are different enough that they should not be merged." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both are load/example problems, but they affect different models and different failure mechanisms." + "reason": "Same model family, but loading checkpoints and a broken example are not the same bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both describe the same core `resize_token_embeddings` bug where output embeddings are not updated; `45276` adds a Gemma4-specific manifestation." + "reason": "These describe the same `resize_token_embeddings` propagation bug; 45276 is a more specific Gemma4 instance of 45292's broader issue." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict config loading are unrelated." + "reason": "Different model/config regressions with no shared code-path indicated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and Qwen3.5 3D `position_ids` SDPA fallback are different bugs." + "reason": "Gradient checkpointing eval-mode limitation vs Qwen3.5 position_id/SDPA instability are unrelated." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`save/from_pretrained` extra_state handling and mmap/OOM are unrelated." + "reason": "Save/load extra_state handling is unrelated to mmap/OOM behavior." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` logic are separate tokenizer issues." + "reason": "Both are tokenizer-related, but they target different behaviors and likely different code paths." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 shared KV state rebuild are unrelated." + "reason": "Flash-attention sinkless-model crash vs Gemma4 FSDP issue are unrelated." }, { "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 loading; not the same bug." + "reason": "Both concern custom-model save/load, but permissions propagation and wrong-module loading are different bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unit-test model loading failure and Qwen3.5 save_pretrained regression are different issues." + "reason": "Different model-specific regression reports; no shared underlying defect is evident." }, { "left": "issue:45292", "right": "issue:45335", "accept": false, - "reason": "They are related in theme, but one is about `output_embeddings` generally and the other about `decoder.embed_tokens`; too model-specific to merge confidently." + "reason": "Related theme, but one is about `output_embeddings` generally and the other about `decoder.embed_tokens`; not clearly the same defect." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading breakage are distinct problems." + "reason": "Autocast dtype mismatch and meta-device loading failures are distinct issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous and only merges the clearly close `resize_token_embeddings`/`output_embeddings` pair (`45276`/`45292`). The soft-edge rejections are generally conservative and avoid overclaiming duplicate status where the titles only show broad thematic similarity." + "feedback": "The assessment is conservative and grounded in the packet. The canonical choice of 45292 is well supported by the titles, and the single accepted duplicate-like pair (45276/45292) is plausible without overstating the evidence. The other soft-edge rejections are appropriately cautious given only title-level overlap and do not claim shared root causes too strongly." }, "evaluator_used": true, "retried": false, @@ -2866,8 +2860,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -2955,232 +2949,232 @@ "issue:44164|issue:46821", "issue:43856|issue:44756" ], - "prepared_review_unit_hash": "663782df0b8d8d13a730207dbed897b430e0d2cd0864f27ef12a86754926f847", + "prepared_review_unit_hash": "5c44666883c0b4418243ec0205dbd1b698118d08c5315e44112ad12beeae7c27", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37790, - "estimated_input_tokens": 9448, - "estimated_eval_tokens": 19152 + "serialized_chars": 37788, + "estimated_input_tokens": 9447, + "estimated_eval_tokens": 19150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are separate Transformers v5 regressions across loading, tokenization, model init, training, and export paths. The soft pairs share broad themes but not the same concrete bug, so none are safe duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "Issue #43646 is the broadest concrete report in the main custom-model-init/loading subset, and is a better canonical anchor than the more specific notebook- or attribute-focused variants. That said, the overall cluster is not a single duplicate set.", + "summary": "This cluster is mostly a set of unrelated Transformers regression reports. The only clear duplicate-like pair is the custom model initialization issue pair; the rest share broad themes like tokenizers, quantization, or torch compatibility but do not look like the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the broadest formulation of the custom-model initialization regression; issue:43645 is the notebook-specific manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "#43646 is the most representative issue to keep for triage because it captures the widest user-facing v5 custom model initialization breakage among the candidates. It is still only one subproblem in a mixed cluster.", + "best_issue_reason": "issue:43646 is the clearest general report of the custom model initialization breakage and can subsume the notebook-specific variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Both involve v5 model loading behavior, but one is notebook/custom-init specific and the other is extra_state save/from_pretrained handling." + "reason": "Different bugs: custom-model init in notebooks vs save/from_pretrained extra_state handling." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Both mention Torch regressions, but they are different failures in different code paths and versions." + "reason": "Both are torch-related, but one is version incompatibility and the other is a bf16 compilation regression." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Storage lookup failure vs mmap/OOM on Strix Halo are unrelated bugs." + "reason": "Different failure modes: missing Float8 storage vs mmap-related OOM on Strix Halo." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different root causes." + "reason": "Both are loading/tokenizer problems, but the affected models and root causes differ." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization and Trainer resume max_steps calculation are unrelated." + "reason": "Custom model initialization is unrelated to Trainer resume_from_checkpoint max_steps calculation." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Both describe training-loss shift bugs, but they are different model families and not the same concrete implementation issue." + "reason": "Same general pattern of a training-loss shift, but these appear to be separate model-specific bugs." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch incompatibility and autocast dtype mismatch are different problems, not one fix." + "reason": "Torch incompatibility is distinct from an autocast dtype-mismatch issue." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer conversion slowdown and CodeLlama round-trip token stripping are distinct tokenizer regressions." + "reason": "Performance regression in convert_tokens_to_ids is unrelated to CodeLlama round-trip tokenization behavior." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are separate tokenizer issues." + "reason": "Different tokenizer regressions: wrong token IDs vs slower token conversion." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and template-node compilation failure are unrelated." + "reason": "These are different code-path failures: PagedAttentionCache group-type handling vs template compilation." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression and tokenization changes are different functional areas." + "reason": "Whisper pipeline return_language behavior is unrelated to general tokenization changes." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 custom-model breakages, but one is base_model_prefix handling and the other is notebook initialization." + "reason": "Base-model-prefix loading breakage is a different regression from custom model initialization in notebooks." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch version incompatibility and YOLO multi-GPU device map failure are not the same bug." + "reason": "Torch version incompatibility and YOLO multi-GPU device-map failure are separate issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are separate execution failures." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device mismatch during forward." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated." + "reason": "Whisper return_language and from_pretrained inside Python classes are different bugs." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are different regressions." + "reason": "Generic torch incompatibility does not match the Mistral-3 image-preprocessor/model dtype mismatch." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for specific models and mask shape IndexError are different bugs." + "reason": "Video input regression for Qwen models is not the same as the mask/tensor shape mismatch error." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and template compilation error do not share a code path." + "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs mismatch about return_all_scores and docs mentioning removed pipeline tasks are documentation issues, but not the same one." + "reason": "Both are docs-related, but they cover different documentation gaps and different pipeline/task areas." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 inference weirdness and ModelOutput key assignment are unrelated." + "reason": "Siglip2 bad outputs and ModelOutput key assignment are separate bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading failures are different tokenizer/loading bugs." + "reason": "Tokenizer add_special_tokens conflict is unrelated to gguf_file loading breakage." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of one issue and PagedAttentionCache crash are not the same underlying defect." + "reason": "An isolated reproduction of a prior issue is not the same as the PagedAttentionCache crash." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/from_pretrained and composite Qwen config unwrapping are distinct model-loading problems." + "reason": "extra_state save/load handling and text_config unwrapping are different from_pretrained/from_config problems." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export on torch_compilable_check and Perceiver interpolation failure are different export vs vision-model bugs." + "reason": "torch.export with torch_compilable_check is a different failure path from Perceiver non-default-resolution inference." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Sinq save/load breakage and continue_final_message behavior for mistral_common are unrelated." + "reason": "Quantized save/load breakage is unrelated to continue_final_message on mistral_common tokenizers." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Isolated reproduction of a prior issue and mistral_common continue_final_message bug are not duplicates." + "reason": "A reproduction issue and a tokenizer continuation bug are not the same underlying problem." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta and Mistral regex patch crash are separate tokenizer-path issues." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta is different from the Mistral regex patch crash." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked LM regression and tokenizer loading failure are different model-specific problems." + "reason": "CamemBERT masked LM regression and a tokenizer loading failure affect different models and code paths." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline behavior has nothing to do with MXFP4 quantization fallback." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both involve Gemma4 multimodal/device problems, but one is device_map forward mismatch and the other is 4-bit unsafe cast in embedders." + "reason": "Both involve Gemma4 multimodal behavior, but one is a device-map forward mismatch and the other is an unsafe dtype cast in 4-bit embedders." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Single-label loss degeneration across sequence classifiers and double-shift training loss in CohereASR are different bugs." + "reason": "Degenerate zero-loss classification and ASR training-loss double shifting are distinct bugs." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state handling and TimesFM window_size AttributeError are unrelated." + "reason": "Save/load extra_state handling is unrelated to the TimesFM window_size AttributeError." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory usage and mmap OOM on Strix Halo are separate performance/resource issues." + "reason": "Qwen3 MoE memory inefficiency and disabling mmap on Strix Halo are not the same bug." } ] }, @@ -3199,8 +3193,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -3283,20 +3277,20 @@ "issue:44987|issue:44991", "issue:43452|issue:43482" ], - "prepared_review_unit_hash": "b9ffe1e563d0b345414762e8e70e76c7b995803fbaa9dd16a2d79f5300e67809", + "prepared_review_unit_hash": "704e70efb2247f1125b5714cb209f88ad2c4b4aaff7e35d2ff374bf405401bbf", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35984, + "serialized_chars": 35983, "estimated_input_tokens": 8996, "estimated_eval_tokens": 18248 }, @@ -3305,196 +3299,175 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated closed issues, many about Transformers v5 regressions or model-specific loading bugs. Only one soft pair looks like the same underlying bug: the gguf_file/from_pretrained loading regression.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43452 is the broadest statement of the shared gguf_file/from_pretrained failure mode; issue:43482 looks like a model-specific instance of that same loader regression.", + "summary": "This cluster is mostly a set of separate Transformers v5/v5.x regressions across tokenizers, model loading, generation, training, and backend/device handling. The soft pairs share broad themes but not the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the closest thing to a cluster anchor: it is a broad v5 regression report with systemic loading/state implications, whereas most other items are narrower model- or tokenizer-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 best represents the underlying code-path bug because it names the generic gguf_file/from_pretrained breakage rather than a single affected model.", + "best_issue_reason": "issue:43644 is the best representative issue because it is the most general, cross-cutting regression among a largely heterogeneous set of failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO-3/BertModel indexing vs compiled flex_attention on torch>=2.9." + "reason": "Different subsystems and failure modes: DeepSpeed ZeRO init/BertModel index error vs torch>=2.9 compiled flex_attention error." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and likely different code paths." + "reason": "Both are loading failures, but for different models and likely different root causes; no shared concrete code-path bug is evident." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different bugs: zero-loss sequence classification vs training-loss double-shift on a specific vision-language model." + "reason": "Different loss bugs in different modeling tasks; same broad symptom class is not enough to treat as the same issue." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Unrelated tokenizer-loading issues; one is a model load failure, the other is a Mistral regex patch crash." + "reason": "Tokenizer loading failure vs Mistral regex patch crash; unrelated implementation paths." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Same model family, but one is a v5 loading regression and the other is a weight-shape mismatch; not clearly the same bug." + "reason": "Both involve Qwen3-VL/MoE loading, but one is a version break and the other is a weight-shape mismatch; not enough evidence of one underlying bug." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Different problems: HF initialization flag breakage vs ONNX export dtype mismatch in Canine attention." + "reason": "Unrelated bugs: HF init flag regression vs ONNX export dtype mismatch in Canine attention." }, { "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." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; different code paths." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer special-token name conflict vs Qwen3Moe FineGrainedFP8Config failure; unrelated." + "reason": "Tokenizer method-name conflict in T5 vs FineGrainedFP8Config failure in Qwen3Moe; unrelated." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizers, but one ignores tokenizer.json and the other changes DeepSeek-Coder output semantics." + "reason": "Both concern tokenizers, but one ignores tokenizer.json and the other is a DeepSeek-Coder output regression; not the same bug." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Different tokenizer/model bugs: BPE-marker handling vs lm_head weight tying." + "reason": "Ministral BPE marker handling and Mistral3 lm_head tying are separate issues in different parts of the stack." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model-specific loading/structure issues; no shared concrete failure mode." + "reason": "CLIP structure inconsistency vs Sam3Model weight loading failure; different models and failure mechanisms." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch vs template-node compilation error are unrelated." + "reason": "Image preprocessor dtype mismatch and template-node compilation error are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different subsystems: tokenizer mapping logic vs flex_attention compilation." + "reason": "Different areas: model-registration helper logic vs torch flex_attention compilation on newer PyTorch." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression; unrelated." + "reason": "Trainer GPU broadcast NoneType error vs Whisper pipeline return_language regression; different paths." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model loading failures, but they reference different models and no shared concrete bug is evident." + "reason": "Both are model-loading complaints, but for different repos and distinct loading logic; no shared concrete fix is apparent." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code config-field loss is unrelated to PagedAttentionCache linear_attention failures." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type errors." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and cache group-type crash are different bugs." + "reason": "Different Qwen3-family failures: FP8 config handling vs cache group-type validation." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to template-node compilation errors." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template compilation error." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on a model vs tokenizer post-processor update bug; not the same issue." + "reason": "Perplexity regression on a model vs runtime special-token post-processor update bug; not the same issue." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device-related, but one is XLNet CPU allocation and the other is Qwen rotary embedding CPU offload." + "reason": "Both are device-related, but one is XLNet positional encoding on CPU and the other is Qwen3_5Moe CPU-offload incompatibility; distinct bugs." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and multi-image IterableDataset finetuning failures are unrelated." + "reason": "TrainerState token accounting vs multimodal IterableDataset failure; unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 initialization regressions, but one is buffer junk on load and the other is custom model initialization failure." + "reason": "Both are v5 initialization regressions, but one is junk buffers and the other is custom model init breakage; different underlying code paths." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different tokenizer/training behaviors: multi-image dataset finetuning vs mistral_common continue_final_message." + "reason": "Multimodal training failure vs mistral_common continue_final_message tokenizer bug; unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Different backend packaging errors: missing tensorflow in torch extras vs unknown tensorflow_text backend." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer special-token conflict vs Jupyter custom model init breakage; unrelated." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Both are audio-feature issues, but one is a new center argument regression and the other is a different fbank helper failure." - }, - { - "left": "issue:43582", - "right": "issue:43632", - "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to the `_is_hf_initialized` flag regression." + "reason": "Packaging/install backend omission vs backend registry validation error for tensorflow_text; different problems." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both fail on transformers>=5, but they affect different models and likely different loader paths." + "reason": "Both are tokenizer-loading regressions, but for different models and no shared root cause is shown." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Same underlying gguf_file/from_pretrained loading regression; 43482 appears to be a specific model reproducer of the broader bug." + "accept": false, + "reason": "GGUF loading breakage in general vs a specific Qwen2.5-GGUF load failure; not enough evidence they are the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering is grounded in the packet: the summary reflects the mix of model-specific loading bugs and Transformers v5 regressions without overreaching. The soft-edge decisions are mostly conservative, and the single accepted pair (43452/43482) is a plausible shared GGUF loader regression." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3506,8 +3479,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -3590,202 +3563,202 @@ "issue:45923|issue:47254", "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "844da2d82b0065bf05a91635e3d22d500cf065294c2e238ea446549e6ae0f087", + "prepared_review_unit_hash": "2975284733ea9117bbc86619121912ff04999c78c754756f8b1ce8f5cf6c27f3", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36355, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated bug reports. The soft-similarity pairs share broad themes (loading, tokenizer, cache, custom-model init, Qwen/xLSTM, Whisper), but none look like the same concrete underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43646 is the broadest umbrella-style report in the set, covering Transformers v5 custom-model initialization breakage; however, the overall collection is too heterogeneous for a true duplicate canonical.", + "summary": "This cluster is dominated by loosely related Transformers regressions around loading, initialization, and model-specific behavior, but the individual issues are mostly distinct bugs. No PRs are present. The broadest and most representative issue is the v5 custom model initialization regression.", + "confidence": 0.47, + "canonical_issue_reason": "issue:43646 is the best umbrella issue: it describes a broad Transformers 5.0.0 regression affecting custom model initialization, which matches the cluster\u2019s general loading/init theme better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single representative of the nearest cluster of v5/custom-model-init regressions, but it still does not subsume the rest of the issues.", + "best_issue_reason": "issue:43646 is the clearest global representative because it is broad, version-centric, and covers the most generic failure mode in the set; the others are narrower symptom reports or model-specific variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens and the other is empty transcription after align_special_tokens; different bugs." + "reason": "Both are Whisper-related, but one is about batch_decode skipping special tokens and the other is about empty transcription after align_special_tokens; different code paths and failures." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Completely different failures: compile of non-template nodes vs an invalid method call in GraniteMoEHybrid." + "reason": "A template-compilation TypeError is unrelated to GraniteMoEHybrid calling an invalid method; they do not describe the same bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different model-loading paths and failures: dequantized device_map offload vs Qwen2.5-GGUF loading on v5." + "reason": "Both concern model loading, but one is dequantized device_map/offload behavior and the other is a Qwen2.5-GGUF v5 incompatibility; not the same defect." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT/local-checkpoint loading bug versus tokenizer continue_final_message behavior; unrelated." + "reason": "PEFT local checkpoint loading and mistral_common continue_final_message behavior are separate tokenizer/model-loading issues." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default issue versus MIMI batching/padding-mask discrepancy; distinct bugs." + "reason": "Sampling-rate defaults in audio chat templates and missing padding-mask support in MIMI encoder are different audio bugs." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise versus a specific Mistral regex patch crash; not the same issue." + "reason": "Generic loading noise and a Mistral regex patch crash are different symptoms with different root causes." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Same model family, but one is a bundle of xLSTM training bugs and the other is a specific return_last_states unpacking crash." + "reason": "Both involve xLSTM, but one reports multiple training bugs for small models and the other is a return_last_states unpacking crash; not the same issue." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper inference failure and YOLO multi-GPU device_map auto failure are unrelated." + "reason": "Whisper failing to run and a YOLO multi-GPU device_map load problem are unrelated." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both concern custom models, but one is Jupyter/custom-definition initialization and the other is remote-code model_class.config_class missing." + "reason": "Custom model initialization in Jupyter notebooks and remote-code models lacking config_class are distinct initialization failures." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and a template-node compile error do not match." + "reason": "A Qwen3MoE FineGrainedFP8Config failure is unrelated to the non-template-nodes compilation error." }, { "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 junk." + "reason": "One is a broad custom model initialization regression; the other is about non-persistent buffers being filled with junk. Different bugs." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio/model bugs: missing padding-mask support in MIMI encoder versus DAC.from_latents not matching forward due to missing STE." + "reason": "Batched-vs-single output mismatch from padding-mask handling is not the same as DAC.from_latents diverging from forward due to missing STE." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model variants and different failures: output_hidden_states bug versus rope index scaling." + "reason": "These are different Qwen model bugs affecting hidden_states and rope index scaling, respectively." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "A model-specific load failure and a tokenizer regex patch crash are not the same underlying bug." + "reason": "A loading failure for physical-intelligence/fast and a Mistral tokenizer regex patch crash are unrelated issues." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated Trainer bugs." + "reason": "Early stopping metric selection and TrainerState.num_input_tokens_seen updating are separate trainer features/bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "One is a lm_head tie bug in Mistral3; the other is serialization depending on device. Related area, but not one concrete bug." + "reason": "Mistral3 tied-weight initialization and device-dependent lm_head serialization are related only loosely by weights; they are not the same concrete bug." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure and init_empty_weights _is_hf_initialized argument mismatch are different code paths." + "reason": "FineGrainedFP8Config failure and init_empty_weights rejecting _is_hf_initialized are different initialization pathways." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer AddedToken conflict versus MobileLLM key error loading; different failures." + "reason": "T5Tokenizer AddedToken special-argument conflict and MobileLLM-125M loading KeyError are unrelated." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated." + "reason": "Loading ScandiBERT and crashing in _patch_mistral_regex are different model/tokenizer failures." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 bad outputs and OmDet-Turbo processor image-size mismatch are different problems." + "reason": "Siglip2 producing nonsensical outputs and OmDet-Turbo using the wrong input size are different bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument collision versus loading physical-intelligence/fast; not the same bug." + "reason": "AddedToken special-kwarg duplication is unrelated to the physical-intelligence/fast loading regression." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length returning a tensor are separate issues." + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length returning the wrong type are separate runtime issues." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error and a model loading failure for cjvt/sleng-bert are unrelated." + "reason": "Missing all_tied_weights_keys and inability to load cjvt/sleng-bert are not the same underlying bug." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export export failure with torch_compilable_check is unrelated to OmDet-Turbo processor size mismatch." + "reason": "torch.export failure with torch_compilable_check is unrelated to the OmDet-Turbo processor size mismatch." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config issue and Float8 storage lookup failure are not the same concrete bug." + "reason": "A Qwen3MoE FP8-config issue and missing Float8 storage object are different quantization/runtime problems." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable-name collision in forward and Gemma4 unsafe dtype casting are distinct multimodal bugs." + "reason": "Gemma3n variable-name collision in forward and Gemma4 unsafe dtype casting are separate multimodal bugs." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Missing supports_gradient_checkpointing on trust_remote_code variant versus a PEFT+DeepSpeed ZeRO-3 checkpoint error; different failure modes." + "reason": "Missing supports_gradient_checkpointing on a trust_remote_code variant and PEFT+ZeRO-3 checkpoint errors are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and strict granite_speech config loading are different model/config issues." } ] }, @@ -3804,8 +3777,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -3890,20 +3863,20 @@ "issue:43531|issue:44291", "issue:43421|issue:44568" ], - "prepared_review_unit_hash": "8aab4d82b8261f0508fb3e20eb14eb0b22b5bca5b9bc468994fb9b1b4c4a8a62", + "prepared_review_unit_hash": "a81bf6b418b609d591f5578b17536dd6c0639c3164a75b11418210e96deea9e9", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36719, + "serialized_chars": 36718, "estimated_input_tokens": 9180, "estimated_eval_tokens": 18616 }, @@ -3912,198 +3885,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Two soft duplicates stand out: the Qwen3.5 save_pretrained checkpoint regression pair and the transformers v5 `_is_hf_initialized` incompatibility pair. The rest are mostly different model-specific bugs or unrelated regressions.", + "summary": "This cluster is mostly heterogeneous and the soft edges are largely false positives. Two pairs do look like true duplicates: the `_is_hf_initialized` loading regression pair and the Qwen3.5 `save_pretrained` regression pair. Everything else is model-, feature-, or code-path-specific enough to keep separate.", "confidence": 0.84, - "canonical_issue_reason": "issue:45216 is the better canonical issue for the Qwen3.5 checkpoint regression because it states the broad save_pretrained failure, while issue:45357 is a narrower follow-up about one specific visual-encoder key symptom.", + "canonical_issue_reason": "issue:43872 is the strongest anchor: it describes the broad `_is_hf_initialized` incompatibility with downstream references, making it the clearest representative of the shared loading regression subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest global issue representative: it captures the underlying Qwen3.5 save_pretrained regression at the checkpoint level and can subsume the more specific follow-up report.", + "best_issue_reason": "issue:43872 is the best global issue to represent the cluster because it captures a widely observed, root-cause-style regression rather than a narrow symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Different tokenization error vs Qwen3 auto device mapping cuda assert; no shared bug." + "reason": "Tokenizer constructor conflict and CUDA device-mapping assert are unrelated failures." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal loading/processing issues, but on different models and different failure modes." + "reason": "Both are multimodal, but one is Llava Next loading segfault and the other is Qwen3OmniMoe video-input processing; different bugs." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Related Qwen VL area, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." + "reason": "Related Qwen VL family, but one is a video-input regression and the other is still-image temporal position scaling; not the same concrete bug." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Unrelated regressions: `_is_hf_initialized` loading breakage vs TimesFM window_size AttributeError." + "reason": "`_is_hf_initialized` loading regression and TimesFM `window_size` attribute error are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility vs noisy transformer loading; no same concrete bug." + "reason": "Torch compatibility issue vs noisy logging; no shared underlying defect." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Performance overhead issue vs StaticCache return-type contract bug." + "reason": "Generation performance overhead and `StaticCache.get_seq_length()` returning a tensor are different code-path problems." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained checkpoint regression; 45357 is the narrower visual-encoder-key symptom of the same bug." + "reason": "Both report the same Qwen3.5 `save_pretrained` regression; the latter is a specific manifestation of incorrect checkpoint serialization." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and different errors; not the same underlying issue." + "reason": "PaddleOCR-VL/vLLM load failure and Qwen3-MoE sliding-window behavior are unrelated." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL, but one is multi-image iterable-dataset finetuning and the other is temporal position-id scaling." + "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning and the other is rope/position-id scaling for still images." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions with different symptoms and code paths." + "reason": "Both are v5 regressions, but `base_model_prefix` loading and non-persistent buffer initialization are different bugs." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention torch-version breakage." + "reason": "Audio feature extraction failure and compiled flex attention on new torch are unrelated." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure vs slow-tokenizer conversion performance regression." + "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` performance regression are different tokenizer issues." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same transformers v5 `_is_hf_initialized` incompatibility surfacing through model loading / bitsandbytes initialization." + "reason": "Same underlying `_is_hf_initialized` incompatibility: one shows the bitsandbytes failure, the other the `init_empty_weights` TypeError." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype issues, but they affect different models and different processing paths." + "reason": "Both are dtype-related multimodal bugs, but the model, quantization setting, and failure mechanism differ." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise report vs tokenizer load failure; not the same bug." + "reason": "Logging noise during model load is not the same as tokenizer load failure." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker issue vs PEFT/local-checkpoint loading problem." + "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong IDs for Granite models and the other is a CodeLlama space round-trip bug." + "reason": "Both are tokenizer regressions, but they affect different models and semantics (Granite token IDs vs CodeLlama leading-space round-trip)." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction vs missing supports_gradient_checkpointing flag." + "reason": "Eval-mode gradient-checkpointing behavior and missing support flags on a trust_remote_code variant are different issues." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different model attribute error vs tokenizer load regression." + "reason": "Missing tied-weights metadata and tokenizer loading failure are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "`_is_hf_initialized` argument issue vs missing Float8 storage class; unrelated failures." + "reason": "Both are v5 loading regressions, but `_is_hf_initialized` arg handling and Float8 storage lookup are different breakages." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training-related, but the reported failures are different and not the same bug." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable-dataset failures are not the same bug." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model runtime failure vs Float8 storage lookup error; no shared concrete cause." + "reason": "Whisper model runtime failure and Float8 storage lookup error do not share a concrete code path." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression vs Whisper batch_decode special-token handling; unrelated." + "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skipping special tokens are unrelated." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Transformers v5 flag breakage vs Strix Halo mmap OOM workaround; unrelated." + "reason": "`_is_hf_initialized` regression and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer marker handling vs downstream accuracy regression; too different to be the same bug." + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are different bugs." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image dataset finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading regression vs missing pad_token_id on Llama4Config; different problems." + "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are different model-loading problems." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states error." + "reason": "`ModelOutput` key assignment semantics and Gemma4 FSDP `shared_kv_states` KeyError are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs `_is_hf_initialized` type error; unrelated." + "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading regression are unrelated." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor update issue vs specific mdeberta add_special_tokens failure; related area but not the same concrete bug." + "reason": "Runtime post-processor updates for special tokens and missing BOS/EOS insertion for `add_special_tokens=True` are different tokenizer behaviors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are reasonably conservative. The Qwen3.5 save_pretrained pair is well supported, and the `_is_hf_initialized` pair is plausibly the same compatibility bug rather than a stretch. The rejected pairs are also framed cautiously without overclaiming shared causes." + "feedback": "The summary is well grounded in the packet and stays conservative about the mostly heterogeneous cluster. The two accepted pairs are defensible from the titles alone: `issue:43872`/`issue:44291` clearly describe the same `_is_hf_initialized` regression, and `issue:45216`/`issue:45357` are both Qwen3.5 `save_pretrained` regressions. The rejected soft edges are also phrased cautiously and do not overclaim duplicate status for unrelated model/feature/code-path failures." }, "evaluator_used": true, "retried": false, @@ -4119,8 +4092,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -4203,215 +4176,218 @@ "issue:43606|issue:44265", "issue:40990|issue:45584" ], - "prepared_review_unit_hash": "a438e3ee38e833923e84f0b652c7b62e0a25346db482910818825ce63a1508c3", + "prepared_review_unit_hash": "ec3088b99921b9531511eaf5752ecdc2a5bd3c09600067209c6ce80688f49860", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36010, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "serialized_chars": 36007, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a single duplicate cluster: the items span many unrelated regressions across tokenizer handling, model loading, vision-language position ids, offloading/quantization, and other distinct subsystems. All proposed soft edges are only topical similarities, not same underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "Mostly a heterogeneous false-positive cluster: most items are unrelated model/regression reports. A few small duplicate subgroups do stand out, especially SigLIP2, tokenizer loading, and TF-backend packaging issues.", + "confidence": 0.48, + "canonical_issue_reason": "Among the genuine duplicate subgroups, issue 43493 is the cleanest anchor: it states the core SigLIP2 implementation discrepancy directly and is the best representative of that subcluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43493 is the most tightly scoped, reproducible bug report in the cluster and best captures a real duplicateable defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Both involve model/tokenizer loading errors, but one is a CUDA assert on Qwen3 auto device mapping and the other is a Mistral regex/tokenizer attribute crash; different code paths and failures." + "reason": "Different model/path failures: Qwen3 auto device mapping cuda assert vs Mistral regex patch crashing in tokenizer loading." }, { "left": "issue:42175", "right": "issue:45542", - "accept": false, - "reason": "Both mention missing backend dependencies, but one is about TensorFlow not being included in a pip extra and the other is tensorboard installed without TensorFlow causing an undefined backend error." + "accept": true, + "reason": "Both describe the same packaging/backend dependency problem around TensorFlow being omitted from install extras, leaving the TF backend unusable." }, { "left": "issue:44462", "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer-related regressions, but one says AutoTokenizer ignores tokenizer.json while the other is wrong Granite token IDs; different symptoms and likely different fixes." + "accept": true, + "reason": "Both point to AutoTokenizer loading the wrong tokenizer source in v5, producing incorrect Granite tokenization/token IDs." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Both are model loading/config issues, but one is PaddleOCR-VL loading in vLLM and the other is a TimesFM window_size AttributeError; unrelated implementations." + "reason": "Different models and failures: vLLM/PaddleOCR-VL load error vs TimesFM window_size AttributeError." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Both touch tokenizer behavior, but one is Qwen2.5-GGUF loading under transformers v5 and the other is CLIPTokenizer's absurd model_max_length default; not the same bug." + "reason": "Unrelated tokenizer/model-max-length issues: GGUF loading with v5 vs CLIPTokenizer using an extreme max length." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both concern documentation, but one is removed pipeline tasks in v5 docs and the other is a broken DIA example; separate doc issues." + "reason": "Both are documentation-related, but they concern different docs problems and different model areas." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Both mention ModelOutput/buffer-like internals in v5, but one is key assignment for None-valued fields and the other is non-persistent buffers being filled with junk; different defects." + "reason": "Distinct regressions: ModelOutput key assignment vs non-persistent buffer initialization." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Both mention backend/loading setup, but they target different ecosystems and failure modes: TensorFlow backend packaging vs PaddleOCR-VL/vLLM model load failure." + "reason": "Both mention backend/model loading, but one is TF packaging and the other is a PaddleOCR-VL/vLLM load failure; not the same bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Both relate to offload/memory behavior, but one is device_map auto loading with dequantized models and the other is inefficient Qwen3 MoE training memory usage; not the same issue." + "reason": "Different quantization/offload vs training-memory concerns with no shared concrete failure mode." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regression reports, but one is about base_model_prefix loading and the other about custom model initialization; related area but distinct code paths." + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; too different to merge." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding effects, but one is MIMI encoder padding-mask correctness and the other is Gemma3 NaNs from sliding-window attention with all-padding windows; different models and mechanisms." + "reason": "Both involve batching/padding behavior, but they hit different models and different mechanisms (encoder padding masks vs Gemma3 sliding-window all-padding NaNs)." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Both are v5 internal serialization/state bugs, but one is non-persistent buffer junk and the other is ModelOutput key assignment; separate behaviors." + "reason": "Different v5 regressions: non-persistent buffer junk vs ModelOutput key handling." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Both concern model parameter loading, but one is Video-LLaVA temporal/image tower weight issues and the other is Sam3Model text encoder weights not loading; unrelated models." + "reason": "Different multimodal/model-loading bugs: Video-LLaVA tower structure vs Sam3 text encoder weights not loading." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Both are export/inference edge cases, but one is torch.export with torch_compilable_check and the other is dtype mismatch in bfloat16 CI; different failures." + "reason": "Separate failures in unrelated subsystems: torch.export/torch_compilable_check vs dtype mismatches under bfloat16 inference." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL vision/video handling, but one is finetuning with iterable datasets and multiple images per prompt, while the other is incorrect video vision_position_ids." + "reason": "Both are Qwen2.5-VL multimodal bugs, but one is IterableDataset/multi-image finetuning and the other is video vision_position_ids; not the same concrete defect." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both reference SigLIP2, but one compares HF vs original JAX implementation and the other reports nonsensical AutoModel/pipeline outputs for a specific checkpoint; likely different layers of the stack." + "accept": true, + "reason": "Same SigLIP2 defect: one reports HF vs JAX implementation discrepancy, the other reports the resulting bad outputs on siglip2-base-patch16-224." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Both are about multimodal weight handling, but one is missing temporal attention / shared image-tower weights in Video-LLaVA and the other is incorrect visual encoder keys saved for Qwen3.5; not the same bug." + "reason": "Different Video-LLaVA and Qwen3.5 save_pretrained issues; not the same code path." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are OCR/vision long-input regressions, but one is Qwen2.5-VL rope/position-id scaling for still images and the other is Kosmos2.5 index error on long OCR input; different models and failure points." + "reason": "Different model families and failure modes: Qwen2.5-VL rope index scaling vs Kosmos2.5 long-OCR index error." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are degenerate training/loss reports, but one is tied to flash_attention_3 and the other to single-label classification with num_labels=1 across multiple models; not the same code path." + "reason": "Different classification regressions: flash_attention_3 training degeneration vs zero-loss single-label classification bug." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one concerns still-image temporal position scaling and the other video-input vision_position_ids; related subsystem but different specific bug." + "reason": "Related Qwen2.5-VL positional issues, but one is still-image temporal scaling and the other is video-input vision_position_ids; not clearly the same bug." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights / lm_head serialization, but one is AyaVision failing to tie lm_head and the other is inconsistent lm_head.weight serialization depending on device; different models and symptoms." + "reason": "Different tied-weight problems: AyaVision lm_head tying vs inconsistent lm_head serialization by device." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both are VL image-placeholder issues, but one is fine-tuning with multiple images per prompt and the other is model failure when the image placeholder appears in user text; distinct input formatting bugs." + "reason": "Both are VL placeholder/input formatting issues, but one is multi-image finetuning and the other is user-text image placeholder handling; too broad to merge." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are config/init loading regressions in v5+, but one is unexpected _is_hf_initialized during init_empty_weights and the other is strict config rejecting granite_speech; different checks." + "reason": "Different loading/config regressions: init_empty_weights argument mismatch vs strict config rejection for granite_speech." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Both involve Qwen-family loading/configuration, but one is FineGrainedFP8Config on Qwen3Moe and the other is Qwen2.5-GGUF loading under transformers v5; separate issues." + "reason": "Unrelated issues: FP8 MoE config failure vs GGUF loading failure in Transformers v5." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Both mention checkpoint/model metadata problems, but one is resume_from_checkpoint key mismatch and the other is Qwen2.5-VL rope index scaling; unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional indexing." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Both are broad regressions around model behavior, but one is quantization offloading and the other is tokenization changing across transformers versions; different subsystems." + "reason": "Quantized offloading behavior and tokenization changes are different bugs." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Both are tokenizer/vision-adjacent Qwen-related reports, but one is BPE marker handling in a tokenizer and the other is Qwen2.5-VL video vision_position_ids; not the same defect." + "reason": "Different tokenizer/model bugs: BPE marker handling vs Qwen2.5-VL video vision_position_ids." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Both are CI/runtime failures, but one is a CPU offload device mismatch for bark-small and the other is torch.export with torch_compilable_check; unrelated paths." + "reason": "Different CPU offload device-mismatch and torch.export/compilable-check failures." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Both produce bad model outputs, but one is extremely high perplexity on gpt-oss-20b and the other is Whisper failing on empty transcription after align_special_tokens; different models and causes." + "reason": "Unrelated issues: perplexity regression on GPT-OSS vs Whisper empty transcription failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and well grounded in the packet. The accepted soft pairs are plausible duplicates of the same underlying bug, and the rejected pairs are appropriately cautious. No clear overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4423,8 +4399,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -4510,220 +4486,214 @@ "issue:41720|issue:44977", "issue:44387|issue:45704" ], - "prepared_review_unit_hash": "43e36b1c6e7180ff3baf9e60f74ea802fce8494a410d3137903d4f692cbc0c15", + "prepared_review_unit_hash": "e2abecd561c2225448f6ba91ab7888bbd5bbaafd1c12ef01e37e4bf7975cc6cd", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37067, - "estimated_input_tokens": 9267, - "estimated_eval_tokens": 18790 + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose collection of unrelated Transformer bugs/regressions across different models and subsystems. None of the soft pairs look like the same underlying issue with enough specificity to merge.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of unrelated issues. A few pairs share broad themes like tokenization regressions or offloading/quantization, but none look like the same concrete bug closely enough to merge as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the most active and broadest anchor in the set, with the highest discussion/inbound signal around offloading/quantization.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a clear duplicate anchor here; if forced, issue:43873 is the broadest and most central user-facing problem, but it is still not the same bug as the others.", + "best_issue_reason": "issue:43873 is the best representative issue here because it is the most central, high-activity, and generally framed problem in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different failures: video input regression in Qwen/VL variants vs Gemma4 PLE device mismatch during forward. Same broad multimodal area, but not the same code-path bug." + "reason": "Different model families and failure modes: a video-input regression vs a Gemma4 device-mismatch forward error." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT local checkpoint loading. Different components and failure modes." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT adapter checkpoint loading." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation-path issue, not a Qwen3 auto device-mapping CUDA assert." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + "reason": "A dtype mismatch under autocast is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset failure and generation with inputs_embeds/past_key_values are unrelated bugs." + "reason": "BarkProcessor voice_preset handling is unrelated to generation with inputs_embeds and past_key_values." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding is unrelated to torch.export failures from torch_compilable_check." + "reason": "Tokenizer padding/truncation crashes are not the same as torch.export failures caused by torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but one is Qwen3 auto device mapping causing cuda assert; the other is Gemma4 PLE forward device mismatch. Not the same concrete bug." + "reason": "Both involve device placement, but the concrete bugs are different models and different runtime failures." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer loading error for Voxtral is unrelated to AppleSilicon TypeError in caching_allocator_warmup." + "reason": "Bad tokenizer error messaging for Voxtral is unrelated to an AppleSilicon TypeError in caching_allocator_warmup." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU offload device mismatch and DAC.from_latents missing STE mismatch are different model paths and root causes." + "reason": "CPU offload device mismatch for bark-small is not the same bug as DAC.from_latents not matching forward pass without STE." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying bug causing garbage generation is unrelated to Bamba torch.compile+SDPA failure." + "reason": "Weight-tying failure in AyaVision is a generation-quality bug, not a torch.compile SDPA issue in Bamba-9B-v2." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MOE weights not converted with accelerate+deepspeed is different from missing supports_gradient_checkpointing on a trust_remote_code variant." + "reason": "Qwen3 MOE weight conversion during accelerate/deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to FP8 inference failure on B200." + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failing on B200 hardware." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Gemma4 device-mismatch forward failure is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Missing BOS/EOS insertion for one tokenizer is unrelated to wrong token IDs across multiple tokenizers." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across many models; not clearly the same bug." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batch-vs-single padding mask bug is unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "MIMI batch-vs-single output mismatch from missing padding-mask support is unrelated to OmDet-Turbo producing the wrong input resolution." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + "reason": "A 3d_parallel.py runtime problem is unrelated to Qwen3Moe failing with FineGrainedFP8Config." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tie issue is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "AyaVision lm_head tying is a model initialization bug, not a dtype-mismatch problem in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss-20b is not the same bug as gradient checkpointing being ineffective with PEFT LoRA." + "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing being ineffective with PEFT LoRA." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming off-by-one in sliding_window_mask_function is unrelated to slow convert_tokens_to_ids in slow tokenizers." + "reason": "An off-by-one in MoonshineStreaming masking is unrelated to a tokenizer lookup performance regression." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as failing to unwrap text_config for composite Qwen multimodal configs." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffers filled with junk are different regressions." + "reason": "Both touch v5 loading behavior, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization; too different to merge." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different code paths and failures." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "device_map auto dequantized-model offload failure and quantization offloading issues may rhyme, but the concrete failures and likely code paths differ." + "reason": "Both mention offloading/quantization, but one is a specific device_map dequantized-model load failure and the other is a broader offloading regression; not clearly the same bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to Perceiver non-default resolution interpolation failure." + "reason": "MIMI padding-mask batching behavior is unrelated to Perceiver interpolation failing at non-default resolutions." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to 3d_parallel.py execution failure." + "reason": "A CustomTrainer compute_loss signature mismatch is unrelated to a 3d_parallel.py execution failure." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Llava Next segmentation fault are different model/runtime failures." + "reason": "Qwen3 auto device mapping cuda asserts and Llava Next segfaults are different model-loading failures." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segmentation fault loading Llava Next is unrelated to sinq quantized model save/load breakage." + "reason": "Llava Next segfault on load is unrelated to sinq quantization save/load breakage." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." + "reason": "Trainer API mismatch and Qwen3Moe FP8 loading failure are unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config blocking granite_speech config and tokenizer loading regression for est-roberta are both v5-related but clearly different bugs." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to Qwen3.5 flash-attention generation bug." + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for est-roberta." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "int4 quantization memory growth/OOM in Transformers 5.x is unrelated to T5 silently using apex.FusedRMSNorm memory leak." + "reason": "Int4 CUDA memory growth is unrelated to an apex FusedRMSNorm memory leak in T5." } ] }, @@ -4742,8 +4712,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -4828,20 +4798,20 @@ "issue:44008|issue:45823", "issue:42915|issue:46291" ], - "prepared_review_unit_hash": "e3258a538f8029243fb7764544b337bce47820ff0556b8cfe83b8697eb854b44", + "prepared_review_unit_hash": "b2efed8dcfd2d156515b9d0d83cafbaa0a8317f0ba9611070eafd6e824982e7c", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36751, + "serialized_chars": 36750, "estimated_input_tokens": 9188, "estimated_eval_tokens": 18632 }, @@ -4850,192 +4820,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad themes like loading, device mapping, offloading, and model-specific regressions. The soft links are mostly lexical rather than true duplicate reports of the same underlying bug.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The pairs are mostly superficial matches on broad subsystems (trainer, multimodal models, offloading, serve, tokenization) but do not describe the same concrete bug/change. I would not deduplicate any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43708 is the most concrete, well-scoped bug report here: it describes a specific Trainer resume_from_checkpoint/max_steps miscalculation with a clear reproduction path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative because it is the broadest open issue in the cluster and sits near several offloading/device_map/quantization reports, even though the cluster is not a single duplicate family.", + "best_issue_reason": "issue:43708 is the strongest standalone issue candidate because it is narrowly defined, reproducible, and tied to a specific code path in Trainer state/step calculation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Different bugs: perplexity evaluation on gpt-oss vs tokenization behavior changes across versions." + "reason": "Both mention model behavior changes, but one is a perplexity regression and the other is tokenization drift; different failure modes and code paths." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug vs tokenizer/version-dependent tokenization change." + "reason": "Video processor batch-shape bug vs tokenizer/version-dependent tokenization; unrelated artifacts." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Both mention multi-GPU/device-map style failures, but the model, failure mode, and code path are unrelated." + "reason": "Qwen3 auto device mapping cuda assert is not the same as failing to run 3d_parallel.py; no shared concrete bug path." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve lm_head/visual keys, but one is serialization inconsistency and the other is incorrect visual encoder keys on save." + "reason": "Both involve serialization, but one is lm_head tying on save while the other is visual encoder key names; too different to merge." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Trainer checkpoint resume error vs early stopping metric lookup; different training subsystems." + "reason": "Checkpoint resume iterator exhaustion and early-stopping metric lookup are distinct Trainer issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offloading behavior vs Strix Halo mmap OOM; not the same bug." + "reason": "Quantization/offload malfunction and Strix Halo mmap OOM are different runtime problems." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding vs bfloat16 dtype mismatch in model inference." + "reason": "Tokenizer padding/truncation crash is unrelated to dtype mismatch in inference." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Different model components: dummy Conv2d in Sam3PixelDecoder vs Sam3 text encoder weights not loaded." + "reason": "Both are Sam3-related, but one is a dummy Conv2d concern and the other is missing text-encoder weight loading; different fixes." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but they concern different checkpoints and likely different root causes." + "reason": "Two separate model-loading failures for different checkpoints; no evidence of the same root cause." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Custom processor/tokenizer regression vs tokenization output changes across versions; not the same code-path." + "reason": "Custom processor/tokenizer regression is not the same as version-dependent tokenization drift." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Beam-search cache reorder bug for legacy models vs static-cache seq-length arithmetic on non-CUDA backends." + "reason": "Both touch cache logic, but one is beam-search reorder omission and the other is prefill seq-length arithmetic; distinct bugs." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram/int issue in MoE vs TimesFM window_size AttributeError; different models and failures." + "reason": "MPS histogram on Int vs TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "SDPA torch.compile failure in Bamba vs packed-weights unpacking during accelerate loading in BitNet." + "reason": "torch.compile+SDPA failure and packed-weight loading failure are different concrete code paths." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation bug vs Trainer max_steps miscalculation on resume." + "reason": "BLIP2 dtype propagation and Trainer max_steps calculation are unrelated issues." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error vs inability to run 3d_parallel.py; unrelated failures." + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py execution failure." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Transformers 5.0 custom model initialization regression vs from_pretrained behavior inside Python classes." + "reason": "Both mention custom model/from_pretrained behavior, but they do not describe the same failure or fix." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer-loading failures for different checkpoints and tokenizer classes." + "reason": "Cannot load ScandiBERT and XLMRobertaTokenizer/Unigram type mismatch are different loading/tokenizer issues." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are device/compile-related, but one is SDPA compile behavior and the other is CPU offload device mismatch." + "reason": "Both are inference/runtime bugs, but one is compile+SDPA and the other is CPU-offload device mismatch; not the same bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer input handling bug vs processor output size mismatch for a specific vision model." + "reason": "Tokenizer crash on NER/padding is distinct from a processor producing the wrong image resolution." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Weight tying in Mistral3 generation model vs wrong visual encoder keys when saving Qwen3.5." + "reason": "lm_head weight tying and visual encoder key serialization are different multimodal save/load regressions." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure vs dequantized model loading with gpu+cpu offload." + "reason": "FineGrainedFP8Config failure and gpu+cpu offload dequantization failure are both quantization-related but not the same underlying defect." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Different vision preprocessing bugs: wrong processor output size vs non-default-resolution Perceiver failure." + "reason": "Both are vision-input sizing issues, but they affect different models and different preprocessing/model expectations." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError vs YOLO multi-GPU device_map_auto failure." + "reason": "TimesFM window_size AttributeError is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric handling vs Qwen2-VL multi-GPU training; only superficially both are training issues." + "reason": "Early-stopping metric lookup and Qwen2-VL multi-GPU training are separate Trainer/config concerns." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert vs GPT-OSS tensor parallel/MoE issue; different models and paths." + "reason": "Both involve distributed execution, but one is an A800 cuda assert during auto device mapping and the other is tensor-parallel-only GPT-OSS MoE behavior; not mergeable." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE vs missing pad_token_idx in StableLmConfig." + "reason": "Sliding-window handling for Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Serve KV-cache continuation indexing bug vs static-cache seq-length device-tensor arithmetic bug." + "reason": "Serve KV-cache continuation indexing bug and static-cache seq-length device-tensor bug are different code paths." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Serve continuous-batching multimodal crash vs Gemma4Processor missing _tokenizer; not the same failure." + "reason": "Both are serve/multimodal processor crashes, but they fail for different reasons and at different attributes; too broad to treat as one bug." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n forward variable-name collision vs Gemma4 PLE device mismatch." + "reason": "Variable-name collision in Gemma3n forward and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs kernels dependency/version import failure; unrelated." + "reason": "Quantized Qwen3Moe failure and pipelines import dependency error are entirely separate problems." } ] }, @@ -5054,8 +5024,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -5135,184 +5105,184 @@ "issue:44534|issue:46665", "issue:42490|issue:43329" ], - "prepared_review_unit_hash": "be71f56ebb333f89dc6b2cd003b7b6c82bdd9414a53c64047ffdaa524ab3a5ca", + "prepared_review_unit_hash": "70f0391b47bc2bb54e4cfdcc686e7ba2d4731d642febb31653a5a9f3ddc8b136", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35149, - "estimated_input_tokens": 8788, - "estimated_eval_tokens": 17832 + "serialized_chars": 35146, + "estimated_input_tokens": 8787, + "estimated_eval_tokens": 17830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like false positives: they share broad themes (tokenizers, generation, loading, config, quantization) but each points to a different model, API surface, or code path. No PRs were provided.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the most active open bug in the set, with inbound references and a broadly framed runtime/regression description, so it is the best representative issue among these unrelated reports.", + "summary": "These issues are broadly unrelated across tokenizers, multimodal loading, generation/cache behavior, configs, and training utilities. None of the soft pairs look like the same underlying bug, so this cluster should not be collapsed into a single duplicate set.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest issue candidate overall because it is still open, has multiple inbound references, and describes a concrete, reusable bug class rather than a one-off model-specific failure.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer API keyword mismatch vs Qwen3 auto device-mapping CUDA assert; different layers and unrelated failures." + "reason": "Different failures: trainer API signature mismatch vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/compile, but one is chunked-generation inconsistency and the other is static-cache slice arithmetic on non-CUDA backends; not the same bug." + "reason": "Both involve generation/compile, but one is inconsistent chunked generation output while the other is a static-cache slice arithmetic bug on non-CUDA backends." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and code paths: CamemBERT masked-LM predictions vs Qwen3 recurrent-state reset with cache." + "reason": "Different models and code paths: CamemBERT masked-LM predictions vs Qwen3.5 recurrent state reset with cache." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for local models vs read-only permission propagation in save_pretrained; unrelated defects." + "reason": "Separate filesystem issues: cache-path collision vs read-only permission propagation in save_pretrained." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but they affect different tokenizers with different failure modes and repros." + "reason": "Both tokenizer-related, but they describe distinct tokenizers and different crashes." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "GLM-4V loading failure vs tokenizer loading regression for EMBEDDIA/est-roberta; different models and root causes." + "reason": "Different loading problems for unrelated models; no shared concrete bug path." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric selection bug vs image-processor segmentation-map handling; unrelated functionality." + "reason": "Early stopping metric lookup and image processor void-segmentation handling are unrelated." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT fast image-label reduction bug vs missing all_tied_weights_keys attribute in Molmo; different code paths." + "reason": "BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys on MolmoForCausalLM." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch version compatibility issue vs TimesFM window_size attribute error; no concrete overlap." + "reason": "Torch version compatibility and TimesFM window_size attribute error are unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct not persisting on reload; both config-related but distinct bugs." + "reason": "Both are config discrepancies, but for different models and different fields." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization changes across versions vs FP8 frozen-checkpoint weight_scale not applied; unrelated regressions." + "reason": "Tokenization-version behavior change is not the same as FP8 checkpoint weight_scale being skipped." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config load failure vs Llava Next segmentation fault; different models and failure mechanisms." + "reason": "Qwen3 MoE FP8 loading vs Llava Next segmentation fault are different bugs." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error loading a CLIP model vs generation using inputs_embeds and past_key_values; unrelated bugs." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs T5 tokenizer init conflict; both tokenizer-related but not the same underlying issue." + "reason": "Slow/fast tokenizer inconsistency is not the same as T5 tokenizer load-time add_special_tokens conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing vs BarkProcessor voice_preset handling; different processors and symptoms." + "reason": "ImageProcessor void segmentation maps and BarkProcessor voice_preset are different subsystems and failures." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior vs apex FusedRMSNorm memory leak; different subsystems and fixes." + "reason": "Quantization offloading behavior and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Cache-strategy typo vs stale docs about removed pipeline tasks; unrelated documentation vs code issue." + "reason": "Cache-strategy typo and stale docs for removed pipelines are separate documentation issues." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs composite-config text_config unwrapping; both around Qwen configs but not the same defect." + "reason": "Qwen3-MoE sliding_window bug and composite Qwen multimodal config unwrapping are different code paths." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen3 multimodal loading/processing failures; one is video-input processing, the other is weight_only loading." + "reason": "Video input processing failure and weight_only loading error are distinct Qwen multimodal issues." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file breaks pretrained loading vs XLMRobertaTokenizer passing a dict to Unigram; unrelated tokenizer/model-loading bugs." + "reason": "gguf_file breaks from_pretrained loading, while XLMRobertaTokenizer passes the wrong type to Unigram." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed vs PEFT ZeRO-3 checkpoint error; both involve training infrastructure but not the same bug." + "reason": "DeepSpeed/accelerate MoE weight conversion bug is not the same as PEFT + ZeRO-3 checkpointing error." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba vs BigBirdTokenizer special-token registration; model-runtime bug vs tokenizer bug." + "reason": "torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "A800 auto device-map CUDA assert vs GraniteSpeech local-checkpoint loading with PEFT adapters; unrelated model-loading failures." + "reason": "Auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different bugs." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption in v5 vs from_pretrained behavior inside Python classes; different regression classes." + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are not the same issue." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local path import warning vs undefined video-token-counting variables in multimodal processors; not the same bug." + "reason": "Trailing-slash import warning and undefined video-branch variables in multimodal token counting are unrelated." } ] }, @@ -5331,8 +5301,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -5416,208 +5386,208 @@ "issue:43746|issue:43873", "issue:43531|issue:45923" ], - "prepared_review_unit_hash": "c19453241be8e486052c46ebff29d2d07b75d8d6c29c4350a581b48890a0e2a6", + "prepared_review_unit_hash": "1dfc175a5af326a4054ef7bd2976846264c3bc97755df9bdd7f8d8bab8004739", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36638, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "serialized_chars": 36636, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are distinct bugs or feature regressions in different models, processors, trainers, or runtime paths. The soft pairs mostly share broad themes (offload, tokenizer/config, generation, trainer, or windowing) but do not describe the same concrete defect, so none should be merged as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed issue in the set and the best umbrella candidate, but the cluster overall is not a true duplicate group.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, trainer behaviors, tokenizer/config regressions, and serving/offload bugs. I do not see any pair that is the same underlying bug/change, so no soft edges should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43873 is the most broadly scoped and highest-engagement open item in the set, but the cluster does not form a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest combination of scope, activity, and downstream references, making it the best representative issue if one must be chosen.", + "best_issue_reason": "Issue 43873 is the best representative anchor if one must be chosen: it is open, active, and directly describes a substantive runtime bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload failures, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight handling in accelerate; different code paths and fixes." + "reason": "Different failures in different models/code paths: Bark CPU offload device mismatch vs BitNet packed-weight unpacking during loading." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated bugs in different subsystems." + "reason": "Unrelated trainer metric update bug vs progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention windowing, but Qwen3-MoE sliding_window behavior and TimesFM window_size AttributeError are different model APIs and failure modes." + "reason": "Both mention windowing, but one is a Qwen3-MoE sliding_window issue and the other is a TimesFM window_size AttributeError." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Serving crash from missing _tokenizer on Gemma4Processor is separate from Qwen3.5 chat/completions streaming failure." + "reason": "Different systems and symptoms: Gemma4Processor missing _tokenizer in serve vs Qwen3.5 streaming chat/completions failure." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset and Qwen3 auto device mapping/cuda assert are unrelated model/runtime issues." + "reason": "BarkProcessor voice_preset bug is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token decode failure are different model-specific bugs." + "reason": "Both involve Bark, but one is CPU offload device mismatch while the other is mask-token special-token registration/empty decode." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics label truncation in the last batch is a distributed evaluation bug; SAM3 text/box behavior is a model input-processing issue." + "reason": "Different code paths: gather_for_metrics label truncation vs SAM3 PCS multimodal text/box behavior." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window and Float8 storage lookup are unrelated." + "reason": "Sliding-window configuration bug and Float8 storage lookup error are unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen 3.5 multimodal/config issues, but one is from_config text_config unwrapping and the other is CPU-offload rotary embedding behavior." + "reason": "Different Qwen composite-config bugs: text_config unwrapping vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading regressions, but they affect different community models and likely different tokenizer/config paths." + "reason": "Both are loading regressions, but they affect different models and likely different root causes." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache seq_length arithmetic on non-CUDA backends." + "reason": "Video-input validation error in Qwen3OmniMoe is unrelated to static-cache seq_length arithmetic on non-CUDA backends." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both concern Qwen/SAM3 save/load state, but one is visual-encoder key saving and the other is missing text-encoder weights; different bugs." + "reason": "Different multimodal model persistence bugs: incorrect visual encoder keys on save vs text encoder weights not loaded on from_pretrained." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init validation and num_labels propagation are different configuration problems." + "reason": "Optional post_init policy issue is unrelated to Qwen3.5 num_labels propagation." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffers filled with junk and from_pretrained behavior inside Python classes are not the same defect." + "reason": "Non-persistent buffer junk in 5.0.0 is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model loading regression for physical-intelligence/fast is unrelated to PIL backend processors requiring torchvision." + "reason": "Different regressions: model loading failure for one checkpoint vs unintended torchvision requirement in PIL-backed image processors." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication and ScandiBERT loading failure are unrelated." + "reason": "AddedToken keyword conflict is unrelated to ScandiBERT loading failure." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation into text config is different from single_label_classification with num_labels=1 causing zero loss." + "reason": "Config propagation of num_labels is not the same bug as single-label classification degenerating to zero loss." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are distinct inference bugs." + "reason": "Perceiver resolution/interpolation bug and bfloat16 dtype mismatch are different failure modes." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient blow-up are separate training-path issues." + "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient inflation." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc-example/model-processor mismatch and OmDet-Turbo 640px-vs-224px preprocessing are different processor/model errors." + "reason": "Docs example errors are not the same as OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to T5 using apex.FusedRMSNorm and leaking memory." + "reason": "Qwen3 A800 cudaErrorAssert is unrelated to T5 apex FusedRMSNorm memory leak." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Both touch Qwen3.5 configs, but one is tie_word_embeddings warning and the other is incorrect visual encoder keys on save_pretrained." + "reason": "Tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT adapter local-checkpoint loading and sinq quantized model save/load breakage are different persistence paths." + "reason": "PEFT adapter checkpoint loading and quantized save/load corruption are distinct problems." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode support and T5 RMSNorm memory leak do not share a concrete bug." + "reason": "Checkpointing-in-eval and T5 RMSNorm leak do not share a concrete code-path bug." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT unpacking failure with Qwen3.5 input embeddings and trainer.evaluate() failing after train() are different trainer issues." + "reason": "TRL SFT embedding unpacking failure is unrelated to trainer.train() followed by trainer.evaluate() failure." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "SmolVLM video padding math and FA2 long-context performance regression are unrelated." + "reason": "Video padding calculation bug and FA2 long-context performance regression are different issues." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processor refresh and save/load loss of custom token IDs are different tokenizer state bugs." + "reason": "Runtime post-processor refresh bug is not the same as losing custom token IDs on save/load." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading and quantization/offloading behavior are separate subsystems and not the same bug." + "reason": "Local checkpoint loading for PEFT adapters is unrelated to offloading problems with quantization." }, { "left": "issue:43531", "right": "issue:45923", "accept": false, - "reason": "Qwen3-MoE sliding_window and missing supports_gradient_checkpointing on a trust_remote_code variant are unrelated model flags/features." + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to a missing supports_gradient_checkpointing flag." } ] }, @@ -5636,8 +5606,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -5720,217 +5690,223 @@ "issue:43540|issue:46294", "issue:45381|issue:46693" ], - "prepared_review_unit_hash": "d6c0c32d374305f9e1b176beae55614831810449f241e03983935a5c7859bc3c", + "prepared_review_unit_hash": "a9a77ead70c02033e8f5fbc1d4c6e06848a26ff7a93d24c244658f7c54961869", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36055, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "serialized_chars": 36057, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly different bugs or different code paths. The only soft edge that looks like the same underlying issue is the two Qwen2.5-VLProcessor batched-input crashes with `padding=False`.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44545 is the clearest canonical issue because its title matches the paired report closely and states the batched-input `padding=False` crash directly.", + "summary": "This cluster is mostly heterogeneous and does not form one true duplicate set. I only see two clear duplicate pairs: the offline tokenizer / _patch_mistral_regex bug, and the Qwen2_5_VLProcessor batched padding=False crash.", + "confidence": 0.88, + "canonical_issue_reason": "Among the actual duplicate subcluster, issue:44843 is the clearest root-cause report: it names the exact code path (_patch_mistral_regex), the offline failure mode, and the unconditional model_info() call that likely drives the breakage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best global issue representative for this pair since it most precisely names the same Qwen2.5_VLProcessor batched-input crash seen in the duplicate report.", + "best_issue_reason": "issue:44843 is the best single issue to anchor the only clearly duplicated theme; it is explicit, actionable, and broader than the older symptom report issue:42886. The rest of the cluster is unrelated noise.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both are about offline tokenization, but the specific failures differ: cache loading vs an unconditional `model_info()` call in `_patch_mistral_regex`." + "accept": true, + "reason": "Same underlying offline tokenizer bug in _patch_mistral_regex; 44843 states the root cause, while 42886 reports the cache/offline manifestation." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Unrelated models and symptoms: BEiT label reduction vs glm-4v loading failure." + "reason": "Different models and failures: BEiT label reduction vs glm-4v-9b loading." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing and a `GenerationMixin` import error are unrelated." + "reason": "Unrelated areas: image processor void segmentation maps vs GenerationMixin import error." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both mention token/special-token behavior, but the concrete failures and code paths are different." + "reason": "Both involve tokenizers, but one is runtime special-token/post-processor updates and the other is BigBird mask-token registration." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 documentation/example errors do not match a SigLIP2 implementation discrepancy against JAX." + "reason": "Both mention SigLIP2, but one is doc/example mismatch and quantization, the other is a model implementation discrepancy." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "The titles describe the same Qwen2.5-VLProcessor batched-input crash with `padding=False`, so these look like duplicate reports of the same bug." + "reason": "Near-exact duplicate: same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different failure types: SigLIP2 nonsensical outputs vs CamemBERT masked-LM regression." + "reason": "Different model families and different symptoms: SigLIP2 pipeline outputs vs CamemBERT masked LM predictions." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer cache correctness and T5 decoder-input validation are unrelated." + "reason": "Quantization/offloading regression vs T5 decoder-input error message; not the same bug." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Chunked generation with compiled forward and ONNX fp16 dtype mismatch are different code paths." + "reason": "Different code paths: compiled chunked generation inconsistency vs ONNX export dtype mismatch." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL models and different bugs: `weight_only=True` load failure vs wrong video `vision_position_ids`." + "reason": "Both are Qwen video-related, but one is a weight_only load error and the other is a video position-id mismatch." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention `fix_mistral_regex`, but one is an AttributeError crash and the other is a tokenizer regression with codec/warning issues." + "reason": "Both touch fix_mistral_regex, but the reported failures are different enough that they do not clearly look like one concrete bug." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Separate dtype/fp16 problems in different models and execution paths." + "reason": "Different model/runtime issues: LwDetr AMP crash vs Canine fp16 ONNX attention dtype mismatch." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Runtime special-token/post-processor behavior is not the same as LayoutLMv2Tokenizer crashing on NER padding/truncation." + "reason": "Tokenization-related but not the same bug: runtime special-token updates vs LayoutLMv2 NER/padding crash." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs `list_repo_files` missing `revision` forwarding are unrelated." + "reason": "Kimi tokenizer regression vs list_repo_files revision forwarding; unrelated code paths." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation/model issues do not match the quantization offloading regression." + "reason": "SigLIP2 doc/example problems vs quantization offloading behavior; no shared concrete failure." }, { "left": "issue:45507", "right": "issue:46858", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is unrelated to static-cache sequence-length arithmetic." + "reason": "Different subsystems: GraniteMoEHybrid invalid method call vs cache seq-length arithmetic under compile." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Different models and failures; no shared code-path evidence." + "reason": "SigLIP2 example/discrepancy issues are unrelated to Canine ONNX export dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading and DAC STE mismatch are distinct implementation bugs." + "reason": "Different mechanisms: packed-weight loading in BitNet vs DAC missing STE behavior." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression and long OCR index error are not the same concrete issue." + "reason": "Custom processor/tokenizer regression vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig losing token IDs on save/load." + "reason": "Bamba torch.compile+SDPA failure is unrelated to DiaConfig save/load token-id loss." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba compile/SDPA bug and MLukeTokenizer attribute error are unrelated." + "reason": "Different failures and model stacks: Bamba SDPA compile issue vs MLukeTokenizer AttributeError." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token decode bug and BitNet packed-weight loading bug are unrelated." + "reason": "Both are tokenizer/model loading issues, but the concrete bugs are different." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed/BertModel zero3 init crash and `_torch_extract_fbank_features()` issue are different failures." + "reason": "Deepspeed ZeRO3 BertModel index error vs audio feature extraction issue; unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken constructor conflict does not match the separate `cjvt/sleng-bert` loading problem." + "reason": "AddedToken keyword collision vs tokenizer loading failure for cjvt/sleng-bert; not the same defect." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and missing fields in `AutoConfig` with `trust_remote_code` are unrelated." + "reason": "Qwen3-MoE sliding_window bug vs AutoConfig trust_remote_code missing fields." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "Qwen3.5 label propagation and Canine ONNX fp16 dtype mismatch are unrelated." + "reason": "Qwen3.5 num_labels propagation vs Canine ONNX dtype mismatch; unrelated." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different vision-model bugs: output field misassignment vs feature-level mismatch TypeError." + "reason": "VideoPrism output field mix-up vs RT-DETR feature-level mismatch; different models and bugs." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video inputs, but the models and concrete failures differ." + "reason": "Both are video-input Qwen issues, but the concrete failures differ and do not clearly collapse to one fix." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." + "reason": "Qwen2.5-VL video position ids vs FA2 long-context performance regression; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Duplicate of the earlier LwDetr pair? No\u2014still unrelated to Canine ONNX export dtype mismatch." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The soft-edge verdicts are mostly conservative, but the justification for issue:44545 overstates what is supported by the packet. The packet only shows matching titles/metadata; it does not establish that the report is \"reproducible\" or that one issue is definitively the better canonical target for that reason. Please keep the wording grounded strictly in the visible evidence." + "accept": true, + "feedback": "The assessment is grounded in the packet and stays mostly conservative. The two accepted pairs are strong title-level duplicates, while the other rejections are generally cautious rather than overstated. The cluster summary also matches the visible heterogeneity. One minor caveat: the confidence is a bit high for title-only evidence, but not enough to reject." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5943,8 +5919,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -6027,202 +6003,202 @@ "issue:43644|issue:43749", "issue:43322|issue:45685" ], - "prepared_review_unit_hash": "ec9e813437dbff3da3a1f13efa23fdfa01018be397818515bb5a1f1265804420", + "prepared_review_unit_hash": "a662468a6d75ef3e69d1b5a9c993d7e41735b9c142fd187c4f7ef31d7e857b58", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36264, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose bundle of unrelated Transformers regressions across tokenizers, configs, multimodal models, and runtime backends. None of the proposed soft pairs look like true duplicates, so I would not merge any of them.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #45020 is the broadest representative here: it captures the general v5/remote_code loading breakage theme that overlaps with several nearby tokenizer/config issues.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports with only superficial similarity in a few loader/tokenizer/version regressions. None of the soft pairs look like true duplicates or mergeable into one fix.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s recurring v5/remote_code loading-regression theme, even though the overall set is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the best single issue to keep as the cluster anchor because it is the most general user-facing regression and easiest to route from related loading failures.", + "best_issue_reason": "Issue 45020 is the best single issue to anchor the cluster because it is the most general and most likely to subsume nearby remote-code loading breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both involve model loading behavior, but one is a v5 base_model_prefix regression and the other is inconsistent from_pretrained use inside Python classes; different bugs." + "reason": "Both involve model loading, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior in user-defined classes; different bugs." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping on A800 is a CUDA/runtime failure; EMBEDDIA/est-roberta is a tokenizer load regression. Different code paths." + "reason": "These are both load failures, but one is a cudaErrorAssert during auto device mapping and the other is a tokenizer-loading failure for a specific model." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq_length return-type issues are unrelated to VideoPrism's wrong hidden_states field wiring." + "reason": "StaticCache seq-length contract and VideoPrism hidden_states misassignment are unrelated code paths and symptoms." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction failure and tokenizer/model registration failure are unrelated subsystems." + "reason": "Audio feature extraction failure and TOKENIZER_MAPPING_NAMES handling in add-new-model-like are different areas with different root causes." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor void segmentation handling is unrelated to CustomTrainer.compute_loss keyword compatibility." + "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated bugs." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC forward/from_latents mismatch are different model components and failure modes." + "reason": "One is a tokenizer special-token/decode issue; the other is a DAC from_latents vs forward mismatch involving missing STE." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to Perceiver image classification interpolation behavior." + "reason": "Tokenizer crash on NER padding/truncation and Perceiver non-default-resolution image classification failure are not the same bug." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Pegasus v4/v5 output drift is a model-generation regression; XLMRobertaTokenizer's Unigram vocab type error is a tokenizer construction bug." + "reason": "Both are tokenizer-loading problems, but they affect different tokenizer classes with different failure modes and fixes." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer count bug are distinct architecture/config issues." + "reason": "Sparse-layer creation with num_sparse_encoder_layers=0 and Smollm3 RoPE-layer dropping are distinct model-config bugs." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile SDPA failure and DAC from_latents/STE mismatch are unrelated model-specific bugs." + "reason": "torch.compile/SDPA breakage in Bamba and DAC latent/STE mismatch are unrelated." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are different output-path regressions." + "reason": "Missing CLIPOutput attentions and RTDetrV2 output differences in v5 are separate model-specific regressions." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading related, but one is trust_remote_code missing fields and the other is strict config blocking granite_speech; not the same bug." + "reason": "Both concern config/loading strictness, but one is missing fields from trust_remote_code config loading and the other is a granite_speech config rejection." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache seq_length shape/device issues are unrelated to Gemma4 quantized embedder dtype casting." + "reason": "StaticCache seq-length return type and Gemma4 quantized embedder dtype casting are unrelated implementation issues." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failures are unrelated issues." + "reason": "Bark voice_preset and GenerationMixin import failure are different processors/modules and not the same underlying bug." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template compilation errors have no common code path." + "reason": "AutoImageProcessor URL loading and template compilation errors are entirely different code paths." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch mistral regex patching, but one breaks offline model_info calls and the other crashes on backend_tokenizer access; different concrete failures." + "reason": "Both touch _patch_mistral_regex, but one fails due to an unconditional model_info() call in offline mode while the other fails on backend_tokenizer access; same helper, different bugs." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n's variable collision in forward() is unrelated to StaticCache seq_length returning a device tensor." + "reason": "Gemma3n variable-name collision and cache.get_seq_length() device-tensor arithmetic are unrelated failures." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc-example issues and Kosmos2.5 long-OCR index errors are different models and failure modes." + "reason": "A SigLIP2 documentation example with multiple errors is not the same as a Kosmos2.5 long-OCR index error." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and FastSpeech2ConformerTokenizer loading failures are both tokenizer-related but not the same bug." + "reason": "One is a LayoutLMv2 tokenizer crash on NER/padding, the other is AutoTokenizer failing to load a specific tokenizer class." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction errors are separate model behavior regressions." + "reason": "They are both v4-v5 output regressions, but for different models and different underlying causes." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video input processing and Gemma3n audio mask collision are unrelated multimodal issues." + "reason": "Qwen3OmniMoe video-input validation and Gemma3n audio-mask attribute collision are separate multimodal bugs." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription after special-token alignment and Kosmos2.5 OCR index errors do not share the same root cause." + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR long-input indexing are unrelated." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both involve tokenizer loading, but the failing models and concrete causes differ: est-roberta load regression vs XLMRoberta Unigram vocab type mismatch." + "reason": "Both are tokenizer loading failures, but one is a Transformers v5 regression for a specific model and the other is an XLMRobertaTokenizer/Unigram initialization bug." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error messaging and degenerate zero-loss classification are different sequence-classification bugs." + "reason": "Wrong XOR validation error messages and degenerate zero loss in sequence classification are different functional problems." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for one model and kernels dependency/version import failure in pipelines are unrelated." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and pipelines import failing on kernels version constraints are unrelated." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code / v5 breakage, but one is specifically is_torch_fx_available removal while the other is a broader set of remote_code regressions." + "reason": "Both mention remote_code/v5 breakage, but one is specifically about removing is_torch_fx_available and the other is a broader remote_code compatibility report." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different v5 regressions in different subsystems." + "reason": "Non-persistent buffer junk initialization and FSDP_CPU_RAM_EFFICIENT_LOADING being broken are different v5 regressions." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segmentation faults and MPS histogram support errors are unrelated backend/model failures." + "reason": "Llava Next loading segfault and MPS histogram_mps Int support are unrelated runtime issues." } ] }, @@ -6241,8 +6217,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -6323,206 +6299,206 @@ "issue:43262|issue:47217", "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "70b3312c0431b037a5923efc03df80b8918f5f666c43f321fbb4ed806f24f5e0", + "prepared_review_unit_hash": "a67a56cd9e57ae0d989af118c8593c18845d62813120a5da394e23141b12e0e8", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35638, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "serialized_chars": 35645, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is still mostly heterogeneous. Tokenizer-related issues recur, but the 28218/29159 pair is only topical similarity, not enough to treat as the same concrete bug. No soft edge should be accepted here.", - "confidence": 0.38, - "canonical_issue_reason": "issue:45701 is the broadest representative of the tokenizer-behavior theme and best fits the cluster\u2019s only repeated subsystem, even though most items are unrelated.", + "summary": "Mostly unrelated issue reports were grouped together by broad semantic similarity. The only likely duplicate pair is the tokenizer added-token spacing / slow-vs-fast tokenizer inconsistency; the rest describe distinct bugs, regressions, or model-specific failures.", + "confidence": 0.89, + "canonical_issue_reason": "issue:28218 is the most concrete statement of the tokenizer bug, and issue:29159 appears to describe the same slow-vs-fast tokenizer inconsistency around added tokens.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best issue representative because it captures the general tokenizer regression theme without overfitting to any one narrow symptom.", + "best_issue_reason": "issue:28218 is the best representative for the cluster\u2019s only clear duplicate pair because it names the exact observable behavior and likely code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are runtime mismatch bugs, but one is CPU-offload device placement and the other is a bfloat16 dtype issue; different failures and fixes." + "reason": "Different failures: CPU offload device mismatch for Bark vs bfloat16 dtype mismatches in other models." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both involve tokenizers, but one is about post-processor updates after special-token changes and the other is about batch_decode skipping special tokens; not the same bug." + "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is Whisper decode parameter handling." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different multimodal model failures with unrelated symptoms and code paths." + "reason": "Blip2 dtype loading bug and Video-LLaVA architecture/weight-sharing issue are unrelated." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both are vision-language input bugs, but they affect different models and concrete failure modes." + "reason": "Separate video-input regression vs OCR long-input index error." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "One is a torch.compile/SDPA failure in Bamba; the other is a dtype mismatch in inference loading. Too different to merge." + "reason": "Different model/runtime problems: SDPA+torch.compile on Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen, but one is a load-time weight_only error and the other is a flash-attention generation regression." + "reason": "Different code paths: Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape indexing error versus trainer evaluate-after-train failure; no clear shared code path." + "reason": "Mask shape error during tensor indexing is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message mismatch about pipeline removal; the other is a model output quality issue." + "reason": "One is an error-message/documentation issue around pipeline removals; the other is a model output quality problem." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different validation failures in different areas: video chat-template mismatch versus T5 decoder-input error messaging." + "reason": "Different models and failures: video feature/token mismatch vs T5 decoder-input validation message." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon allocator TypeError and stale config dtype after from_config are unrelated initialization/runtime issues." + "reason": "Apple Silicon allocator TypeError is unrelated to stale config.dtype after from_config(dtype=...)." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metrics gathering dropping tuple labels is unrelated to a use_cache correctness bug in Mamba2Mixer." + "reason": "Gathering metrics label truncation and Mamba2 use_cache correctness are distinct bugs." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is a weight-shape load failure and the other is a TP-plan omission causing OOM/shape errors." + "reason": "Weight-shape mismatch on Qwen3-VL-30B is not the same as missing tensor-parallel plan entries for Qwen3.5." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "They are both tokenizer-related, but the evidence only shows topical similarity; it does not establish the same underlying bug." + "accept": true, + "reason": "Both describe the same tokenizer added-token spacing inconsistency between implementations." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different multimodal dtype/attribute issues in different models with no shared concrete defect." + "reason": "Both involve multimodal models, but one is a dtype mismatch and the other is a variable-name collision causing AttributeError." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-input regressions in Qwen-family models, but the reported failures differ and there is no evidence they are the same bug." + "reason": "Different video-input bugs in different model families; no shared concrete failure mode." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch versus dtype mismatch; unrelated despite both affecting model execution." + "reason": "Processor image-size mismatch is unrelated to dtype mismatch in inference." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Loading-path failures with different causes: FSDP CPU RAM efficient loading versus init_empty_weights with an unexpected argument." + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized argument." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking in accelerate loading is unrelated to the dtype mismatch in 45072." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to general dtype mismatches." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both concern model initialization contexts, but the concrete breakages are different." + "reason": "Both mention model initialization/loading, but one is a Transformers 5 notebook regression and the other is from_pretrained inside Python classes." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Completely unrelated domains: BarkProcessor voice presets versus CustomTrainer loss-signature handling." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature errors are unrelated." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a runtime error message issue; the other is stale documentation after pipeline removal." + "reason": "Shared v5/pipeline context, but one is an error message bug and the other is documentation drift." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Both are version-related behavior changes, but one is masked LM predictions in CamemBERT and the other is generic tokenization behavior; too broad to merge." + "reason": "CamemBERT masked-LM prediction regression is not the same as a general tokenization-version change." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend dependency issue versus tokenizer regex patch crashing on a missing attribute; different layers and fixes." + "reason": "Packaging/backend dependency issue and tokenizer regex patch crash are unrelated." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype loading and Apple Silicon allocator TypeError are unrelated." + "reason": "Different dtype/loading issues affecting different components and platforms." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "A sys.modules access safety issue is not the same as the CLIP model structure inconsistency." + "reason": "Unsafe sys.modules access is unrelated to CLIP text model structural inconsistency." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and image-placeholder handling in VL models are different input-template bugs." + "reason": "Audio processor sampling-rate default bug is unrelated to VL image-placeholder handling." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor sampling-rate defaulting and DAC latent/forward mismatch are unrelated." + "reason": "Different audio/video code paths and failure modes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall cluster summary is mostly grounded and appropriately conservative, but one soft-edge verdict is too strong. `issue:28218` and `issue:29159` are both tokenizer-related, yet the packet only shows topical similarity (\u201cadditional space after the added token\u201d vs. \u201cinconsistent behavior in slow tokenizer and fast tokenizer\u201d) and does not establish they are the same concrete bug. Marking that pair `accept: true` overstates the evidence. The rest of the verdicts look conservative enough." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only clear duplicate candidate is the tokenizer pair 28218/29159, and the rest of the soft-edge rejections are plausibly distinct based on the titles alone. Minor note: the \u2018added tokens\u2019 detail for 29159 is a bit more specific than the visible title evidence, but it is hedged and not overstated." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6534,8 +6510,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -6617,190 +6593,196 @@ "issue:43526|issue:44554", "issue:43854|issue:44977" ], - "prepared_review_unit_hash": "947b4b8cd1b997229b12eb63d4d311df15d2d80a11943cfa5d43c9f142dd81c7", + "prepared_review_unit_hash": "fc7f075440fd563a8494951d9f91269dcf07120f031eaff4ae940c73b152fcf3", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36232, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "serialized_chars": 36227, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs are mostly unrelated bugs across different models, loaders, tokenizers, and training paths. No soft edge looks like the same underlying defect, so there is no safe canonical duplicate here.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items are text-similar but describe distinct failures in different subsystems, so merging them would be incorrect.", + "summary": "These items are mostly unrelated standalone bug reports rather than true duplicates. I found no soft pair that clearly meets the same-underlying-bug threshold for merging into one report.", + "confidence": 0.75, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a reliable global representative because the cluster is not actually one bug family; any pick would be arbitrary.", + "best_issue_reason": "Issue 45020 is the broadest and most actionable regression report in this set, but it is not a duplicate umbrella for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Gemma4 quantization dtype-casting vs a huge one-hot position embedding optimization; different code paths and symptoms." + "reason": "Both are Gemma4-related, but one is a memory blowup in vision patch embeddings and the other is a dtype-casting bug in quantized embedders; different code paths." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization fallback are unrelated loader/tokenizer vs quantization issues." + "reason": "BigBird tokenizer special-token decoding and MXFP4 quantization fallback are unrelated failures." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading error is unrelated to Qwen2.5-VL rope index scaling for still images." + "reason": "Different models and different bugs: Qwen3VL weight_only loading versus Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Over-padding in Swin2SR and incorrect image-patch counting in Aria affect different preprocessing logic." + "reason": "Both are image-processing issues, but the symptoms differ: over-padding versus wrong patch-count math." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Missing Float8 storage and an unnecessary torchvision dependency are separate backend/runtime problems." + "reason": "FP8 storage lookup failure is unrelated to the torchvision dependency regression in PIL image processors." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error while loading one model is not the same as remote_code breakage across recent versions." + "reason": "A key error loading one model is not the same concrete bug as the broader remote_code regression." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP crash in LwDetrImageLoss are different failures in different environments." + "reason": "Apple Silicon allocator TypeError and CUDA AMP crash in LwDetrImageLoss are separate backend-specific failures." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is an import error and the other is a continue_final_message behavior bug." + "reason": "Both mention mistral_common, but one is an import error blocking Gemma 4 loading and the other is a tokenizer behavior bug." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile SDPA failure for Bamba is unrelated to MXFP4 quantization falling back to bf16." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to MXFP4 quantization loading behavior." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import breakage and Jupyter custom-model initialization are separate API regressions." + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different regressions." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated errors." + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to undefined video-branch multimodal token variables." + "reason": "Qwen3 MoE conversion/loading and multimodal token counting are different subsystems and bugs." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL image-processor torchvision dependency are different subsystems." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the torchvision requirement regression." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Beit reduce_labels truncation and RTDetr output drift in v5 are different model-processing bugs." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different image-processing/model issues." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading breakage and tokenizer loading failure for EMBEDDIA/est-roberta are different from_pretrained paths." + "reason": "gguf_file handling in from_pretrained and a tokenizer-loading regression for est-roberta are not the same bug." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of one prior issue is not the same as FP8 inference failing on B200 hardware." + "reason": "An isolated reproduction of another issue and an FP8 inference failure on B200 are not the same underlying problem." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3 training on a non-pretrained Bert model and evaluate-after-train failure are distinct trainer/runtime bugs." + "reason": "Zero-3 training index error with a non-pretrained BERT and train-then-evaluate failure are different trainer/model bugs." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing tensorflow in a torch-only install and kernels v0.15 import requirements are unrelated packaging failures." + "reason": "Missing TensorFlow backend in the torch extra and kernels version/revision import failure are unrelated packaging/import issues." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent conversion mismatch and DiaConfig custom token IDs being lost are different model/config issues." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are different model/config bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patching backend_tokenizer error and Gemma4Processor missing _tokenizer are separate attribute-access bugs." + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are unrelated tokenizer/processor failures." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "These are both tied-weight warnings, but they concern different models and different warning mechanics." + "reason": "Both are Qwen-family warnings, but one reports a wrong tied-weights warning and the other a repeated config warning during LoRA fine-tuning; not clearly the same bug." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video multimodal token counting and stale auto_mappings references are unrelated breakages." + "reason": "Multimodal token counting and stale auto_mappings CI references are unrelated maintenance/logic issues." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "Local PEFT checkpoint loading and Whisper batch_decode skip_special_tokens handling do not share a concrete code path." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local-model import warning and Qwen3 MoE conversion failure do not share a code path." + "reason": "Trailing-slash path import warnings and Qwen3 MoE weight conversion are unrelated." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error and CLIPTokenizer max_length bug are completely different issues." + "reason": "Template-node compilation TypeError and CLIPTokenizer max-length constant are different failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and an MPS attention correctness issue are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 flash-attention generation issues." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation issue are distinct model-specific bugs." } ] }, @@ -6819,8 +6801,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -6902,211 +6884,208 @@ "issue:43540|issue:46701", "issue:45859|issue:47254" ], - "prepared_review_unit_hash": "b2f17b5662fe1c273f358c96cb09b5170ac7db1e2b3e51095f3bfe753a861136", + "prepared_review_unit_hash": "2d508715fe113be692921dd4fb60e1728893c44471852b91ff33a3e37a1a9033", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35547, - "estimated_input_tokens": 8887, - "estimated_eval_tokens": 18030 + "serialized_chars": 35551, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. `issue:44479` is the best representative for the Qwen/VL video-input regression because it is broader, more explicit about the affected models, and more actionable. The similar-looking `issue:43329` pair is better treated as related-but-not-duplicate on the available evidence. No pull requests are present.", - "confidence": 0.66, - "canonical_issue_reason": "issue:44479 is the broadest and clearest user-facing report of the video-input regression, explicitly naming multiple affected Qwen/VL models and the v5.3.0 scope.", + "summary": "This set is highly heterogeneous: tokenizer, multimodal/video, quantization, cache, loading, and training-state issues all mixed together. None of the soft pairs look like the same underlying bug or change, so there is no meaningful duplicate canonical item here.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest issue candidate because it most completely describes the regression, impact surface, and affected model families.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model loading, but they target different code paths: missing fields from `trust_remote_code` config loading vs. `from_config` not unwrapping `text_config`." + "reason": "Both concern config/model-loading behavior, but one is missing fields from `trust_remote_code=True` AutoConfig results and the other is `AutoModelForCausalLM.from_config` not unwrapping `text_config` for composite Qwen multimodal configs. Different code paths and failures." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different models and failures: zero probabilities in SigLIP2 versus an image-size mismatch in OmDet-Turbo." + "reason": "Different models and symptoms: one is unexpected zero probabilities in SigLIP2 inference, the other is a processor/model input-size mismatch for OmDet-Turbo." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "Qwen3_5Moe CPU-offload incompatibility and Canine fp16 ONNX dtype mismatch are unrelated bugs." + "reason": "One is a CPU-offload incompatibility in Qwen3_5Moe rotary embedding; the other is an fp16 ONNX export dtype mismatch in Canine attention. Not the same bug." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper `batch_decode` skipping special tokens are separate bugs." + "reason": "Both are processor-related, but one is audio chat-template sampling-rate defaults and the other is Whisper batch_decode ignoring `skip_special_tokens`. Unrelated behavior." }, { "left": "issue:45200", "right": "issue:47254", "accept": false, - "reason": "Gemma 4 token-id defaults and PEFT/DeepSpeed checkpointing failures do not share the same underlying cause." + "reason": "Both touch training/integration workflows, but one is `mm_token_type_ids` defaults for Gemma 4 fine-tuning and the other is a PEFT + DeepSpeed ZeRO-3 checkpointing error. Different root causes." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 documentation example errors are not the same bug as MXFP4 quantization fallback in git-oss-20b." + "reason": "A docs example with SigLIP2 processor/model mismatch and quantization failure is unrelated to GPT-oss loading falling back from MXFP4 to bf16." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "The titles overlap on video/VLM handling, but one is a specific helper-variable bug in `_get_num_multimodal_tokens` while the other is a broader v5.3.0 regression; the packet does not firmly prove a single underlying bug." + "reason": "Both involve video/VLM paths, but one is undefined helper variables in multimodal token counting and the other is a broader video input regression across several model families. Too different to merge." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and GPT-oss OOM are unrelated failure modes." + "reason": "One is Qwen3 MOE weight conversion under accelerate+deepspeed; the other is a GPT-oss CUDA OOM. Different models and failure modes." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "One is a Qwen3 MoE conversion issue; the other is a Qwen3-VL shape-mismatch loading error." + "reason": "Both are model-loading issues, but one is MOE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL shape mismatch. Not the same underlying bug." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both mention video, but `_get_num_multimodal_tokens` has an undefined-variable bug while this one is a batched video-processor shape issue." + "reason": "Both mention video, but one is a multimodal token helper bug and the other is batched video processor output shape. Distinct code paths." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and MobileLLM-125M key loading error are unrelated." + "reason": "Different failures: Qwen3Moe FP8 config handling versus a key error when loading MobileLLM-125M." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "`init_empty_weights` argument mismatch and PIL backend requiring torchvision are different integration problems." + "reason": "One is `init_empty_weights` breaking on an unexpected `_is_hf_initialized` argument; the other is PIL image processors wrongly requiring torchvision in v5.4.0. Unrelated." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking and high perplexity on GPT-oss concern different subsystems and symptoms." + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated problems in different subsystems." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both are quantization-related, but MXFP4 fallback and FP8 compressed-tensors missing `weight_scale` are distinct bugs." + "reason": "Both concern quantization/loading correctness, but one is MXFP4 falling back to bf16 and the other is FP8 compressed-tensors checkpoints missing `weight_scale`. Different formats and bugs." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe fine-grained FP8 loading and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor-from-URL loading are unrelated." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting do not share the same root cause." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState's `num_input_tokens_seen` not updating." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both involve memory pressure, but int4 reserved-memory growth and Sam3Video OOM are different causes." + "reason": "Both are OOM-related, but one is an int4 quantization reserved-memory regression and the other is a SAM3Video workload OOM. Different root causes and fixes." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Protobuf decode-error handling and a bare `except` in Fuyu tensor conversion are separate error-handling bugs." + "reason": "Both involve error handling, but one is tokenizer decode errors being hidden by protobuf fallback and the other is a bare `except:` in Fuyu batch feature conversion swallowing exceptions. Not the same bug." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Lazy cache initialization recompilation and `max_cache_length` behavior are different cache issues." + "reason": "Both are cache-related, but one is lazy cache initialization causing spurious recompilation and the other is `max_cache_length` semantics for Quantized Cache only. Different behavior." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "`43906` is a reproduction of a prior bug, while `43650` does not clearly describe the same technical failure." + "reason": "A vague data request and an isolated reproduction of another issue are not the same bug or change." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing `pad_token_id` on `Llama4Config` and kernels import version requirements are unrelated." + "reason": "Llama4 missing `pad_token_id` and pipeline import failing due to kernels package version requirements are unrelated." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch missing import and Bart generate `decoder_attention_mask` initialization are completely different issues." + "reason": "PyTorch import availability error and BART generate decoder attention-mask assignment error are unrelated." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "A model-loading failure for `physical-intelligence/fast` is unrelated to CLIPTokenizer's huge `model_max_length`." + "reason": "A transformers>=5.1.0 model-loading failure and CLIPTokenizer's absurd `model_max_length` are different issues." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch dependency and Llama 3.2 Vision loading breakage are not the same bug." + "reason": "One is missing PyTorch for AutoModel import; the other is Llama 3.2 Vision loading breaking in 4.46.2. Different causes." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are both memory-related but have different root causes and fixes." + "reason": "Both mention memory pressure, but one is FSDP CPU RAM efficient loading broken and the other is disabling mmap on Strix Halo to avoid OOM. Not the same failure." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility and kernels package import requirements are separate dependency issues." + "reason": "Torch 2.10 incompatibility and kernels v0.15 import-version requirements are unrelated compatibility problems." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video processing and DiffusionGemma pipeline failure are different multimodal bugs." + "reason": "Video-input ValueError in Qwen3OmniMoe and DiffusionGemma image-text-to-text pipeline failure are different code paths." }, { "left": "issue:45859", "right": "issue:47254", "accept": false, - "reason": "CPU-offload rotary embedding incompatibility and PEFT/DeepSpeed checkpoint errors are unrelated." + "reason": "CPU-offload incompatibility in Qwen3_5Moe rotary embedding is unrelated to PEFT/DeepSpeed ZeRO-3 checkpoint errors." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall summary is mostly grounded, but the one accepted soft-edge pair is a bit too assertive given only title-level evidence. `issue:43329` is a specific helper-variable bug in `_get_num_multimodal_tokens`, while `issue:44479` is a broader v5.3.0 video-input regression across several Qwen/VL models; they may be related, but the packet does not firmly establish they are the same bug or mergeable into one fix. I would keep that pair conservative as 'possibly related' rather than accepted. No PRs are present, which is correctly noted." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7119,8 +7098,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -7203,20 +7182,20 @@ "issue:44291|issue:44821", "issue:43577|issue:46512" ], - "prepared_review_unit_hash": "f5ff2bb9be44cc59a3cb82e161df523b94145a3bc48043e6aed84edeebf9a277", + "prepared_review_unit_hash": "63f1eb4886cda7836ee288e54307ab4345d471168c3a46b43c4a91805951ec9b", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36125, + "serialized_chars": 36127, "estimated_input_tokens": 9032, "estimated_eval_tokens": 18320 }, @@ -7225,180 +7204,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change; the closest ones share a subsystem name, but their concrete failure modes, models, and code paths differ.", - "confidence": 0.66, - "canonical_issue_reason": "If a representative issue must be chosen, issue 45701 is the broadest tokenizer-regression report and has the most cross-references, but the cluster is too heterogeneous to have a truly strong canonical issue.", + "summary": "All soft edges are false positives. The cluster is over-broad and mixes unrelated tokenizer, multimodal, training, loading, and distributed-runtime bugs, so there is no duplicate core to merge around.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span unrelated subsystems and failure modes, so none can safely subsume the rest as a duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best single anchor because it is broad, regression-oriented, and sits closest to the tokenizer-related complaints that recur in the set, even though it is not a true umbrella for the whole cluster.", + "best_issue_reason": "No global best issue either; the cluster is too heterogeneous for one issue to serve as a representative canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: one is missing BOS/EOS with add_special_tokens, the other is a Kimi-K2.5 codec/regression warning issue." + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms: missing BOS/EOS insertion vs codec handling / fix_mistral_regex warning." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Unrelated bugs: a MacOS CLIP bus error versus a TrainerState token-count tracking issue." + "reason": "MacOS bus error while loading a CLIP model is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend omission is unrelated to a specific model import failure." + "reason": "Missing TensorFlow backend from a torch-only install is a dependency packaging issue, not the same as a missing Qwen2.5-VL import." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "Different correctness bugs in different attention/mask paths and different model families." + "reason": "mllama mask handling and an MPS attention value/head-dim correctness bug are different models and different code paths." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "One is lm_head tying in Mistral3; the other is dtype propagation in Blip2 loading." + "reason": "AyaVision/Mistral3 lm_head tying and BLIP2 dtype propagation are distinct bugs, even though both touch model initialization." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and PEFT version pinning are unrelated." + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to a dependency version bump for PEFT." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output drift and Qwen3.5 save_pretrained key mapping are distinct problems." + "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained key mapping are unrelated model-specific regressions." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-related, but they hit different classes and different internal failures." + "reason": "Both involve tokenizers, but one is a Mistral regex patch crash and the other is an XLMRoberta Unigram constructor mismatch." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both concern embedding/lm_head tying, but one is a missing tie in Mistral3 and the other is LoRA merge collapse with extended vocab." + "reason": "Both mention tied embeddings, but one is a missing lm_head tie in Mistral3 while the other is LoRA merge collapse with extended vocab." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "An environment import error is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "PyTorch-not-found import failure and LayoutLMv3 box validation messaging are completely different issues." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different RT-DETR bugs: AMP loss crash versus feature-level mismatch in forward." + "reason": "LwDetrImageLoss AMP crash and RTDetrModel num_feature_levels/backbone mismatch are different detection-model bugs." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate-after-train behavior is unrelated to a TimesFM window_size attribute error." + "reason": "trainer.evaluate() after train() and a TimesFM window_size AttributeError do not share a concrete underlying defect." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "A MobileLLM loading key error and an init_empty_weights argument mismatch are different load-time failures." + "reason": "MobileLLM key loading failure and init_empty_weights passing an unexpected argument are distinct loading-path problems." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression and FA2 long-context performance regression are not the same issue." + "reason": "Video-input regression and a FlashAttention2 long-context performance regression are different symptoms and code paths." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer max-length behavior." + "reason": "Qwen3Moe FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and PEFT/DeepSpeed checkpointing error are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and PEFT+DeepSpeed checkpointing error are unrelated platform/training bugs." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "They both involve tokenizers, but the titles point to different bugs and no concrete shared code-path is evident." + "reason": "AddedToken special-kwarg duplication is a tokenizer API bug, while EMBEDDIA/est-roberta loading is a different tokenizer-load regression." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max_length and YOLO multi-GPU device-map failure are unrelated." + "reason": "A CLIP tokenizer max-length constant issue is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-shape error and slow/fast tokenizer inconsistency are unrelated." + "reason": "DeepSpeed weight shape runtime error and tokenizer slow/fast inconsistency are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 with XLMRoberta is unrelated to missing PyTorch import handling." + "reason": "XLMRoberta with Flash Attention 2 is unrelated to an environment missing PyTorch." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 configuration and FSDP CPU RAM efficient loading are different training/loading paths." + "reason": "Qwen3Moe FP8 config failure and FSDP_CPU_RAM_EFFICIENT_LOADING broken are both training-related, but they are different features and failure modes." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading failures and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "gguf_file loading breakage and an Apple Silicon allocator TypeError are different subsystems." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both are Qwen3-family issues, but one is device-map CUDA assert and the other is video-input validation." + "reason": "Qwen3 auto device-map cuda assert and Qwen3OmniMoe video ValueError are both Qwen-family issues but not the same underlying bug." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "A Qwen3.5 hidden-states bug is unrelated to a general tokenization regression." + "reason": "Qwen3.5 output_hidden_states behavior and generic tokenization changes across versions are different regressions." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Missing TensorFlow backend in installation is unrelated to loading a specific tokenizer/model." + "reason": "Missing TensorFlow backend from a torch install is unrelated to a specific sleng-bert load failure." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen3 video issues, but they affect different model variants with different failures." + "reason": "Both are video-related in Qwen models, but one is processing-input ValueError and the other is a StopIteration during embedding/video handling; not the same fix." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are different code paths." + "reason": "Unexpected _is_hf_initialized during init_empty_weights and AutoImageProcessor-from-URL failure are unrelated load paths." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both touch dtype handling, but one is actual model weights staying float32 while the other is stale config metadata." + "reason": "Both mention dtype, but one is model weights staying float32 in BLIP2 and the other is config.dtype not being updated from from_config()." } ] }, @@ -7417,8 +7396,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -7500,20 +7479,20 @@ "issue:28282|issue:32090", "issue:43906|issue:46468" ], - "prepared_review_unit_hash": "4745c2ed203858e9aec23d3d314625db809e39d852c8c8cd5c7f850295aad14b", + "prepared_review_unit_hash": "2b090d5639ed4cc9b6c39f69e5a63e0e7edd4aa35c10966c02d20eb816273cc5", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35826, + "serialized_chars": 35827, "estimated_input_tokens": 8957, "estimated_eval_tokens": 18170 }, @@ -7522,189 +7501,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with many unrelated issues across different models and subsystems. The strongest thematic pocket is the Qwen VL video-input regression family, but the packet does not justify treating the nearby reports as confirmed duplicates; 44479 is only the best anchor, not a proven duplicate hub.", - "confidence": 0.52, - "canonical_issue_reason": "issue:44479 is the clearest representative of the only plausible subfamily in the cluster: a Qwen VL video-input regression around v5.3.0. It is broad enough to serve as the cluster anchor, but the evidence is not strong enough to merge adjacent reports as the same bug.", + "summary": "This cluster is a low-cohesion lexical bucket of mostly unrelated Transformers issues across tokenizers, vision/multimodal models, trainer behavior, config loading, and inference regressions. None of the proposed soft edges look like true duplicates of the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best triage anchor because it captures the most coherent and broadly named regression in the packet. It is suitable as the representative issue for the Qwen VL pocket, while the rest of the cluster is largely unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Different bugs: one is a model-loading failure for physical-intelligence/fast, the other is list_repo_files missing revision forwarding." + "reason": "Different problems: Qwen3.5 model loading failure vs CI breakage from list_repo_files not forwarding revision." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both involve video inputs, but they target different model families and code paths, so the packet does not support a duplicate conclusion." + "reason": "Both involve video inputs, but they target different models and different failure modes; not the same concrete bug." }, { "left": "issue:44479", "right": "issue:45381", "accept": false, - "reason": "The titles are clearly related to Qwen2.5-VL video-position-id regressions, but the packet only supports soft similarity, not a confirmed same-bug duplicate." + "reason": "Related only by the video-input theme; 44479 is a broad regression report, while 45381 is a specific Qwen2.5-VL vision_position_ids bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Both are Trainer-related, but one is token counting and the other is a custom compute_loss signature issue; not the same bug." + "reason": "Trainer-related, but one is num_input_tokens_seen not updating and the other is a compute_loss signature mismatch." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal failures on different models with no shared concrete failing code path." + "reason": "Different models and failures: Janus image-generation test vs Phi-4 multimodal model loading error." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading problems, but the concrete failures are different: AddedToken argument duplication versus Mistral regex/backend_tokenizer crash." + "reason": "Unrelated tokenizer bugs: AddedToken special-kwarg duplication versus a Mistral regex patch/backend_tokenizer AttributeError." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs: unexpected zero probabilities versus interpolate_pos_encoding failure." + "reason": "Both are model inference issues, but on different architectures and symptoms; not the same underlying defect." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both concern tokenizer behavior, but they affect different tokenizers and different regression modes." + "reason": "Both concern tokenizer behavior, but they affect different tokenizers and different regressions." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image-processor torchvision requirements and Mistral tokenizer regex crashes are unrelated concrete bugs." + "reason": "Different subsystems entirely: PIL image processors requiring torchvision vs Mistral tokenizer regex patch crash." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different model families and different failure modes: DeepSpeed/accelerate weight conversion versus RoPE layer dropping." + "reason": "Different model-specific bugs: Qwen3 MoE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer dropping." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Distinct loading/storage failures with no clear shared code path." + "reason": "Different loading/runtime issues: MobileLLM key error vs missing Float8 storage object." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Unrelated: Qwen3-MoE sliding_window bug versus AutoImageProcessor URL loading failure." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both mention rotary-related internals, but the bugs are different model families and different failure mechanisms." + "reason": "Both mention rotary/RoPE concepts, but the concrete bugs and affected models differ." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Related rotary concepts, but one is an Smollm3 architecture issue and the other is a Qwen2.5-VL position-id scaling regression." + "reason": "Different Qwen-family issues with different code paths: Smollm3 RoPE layers versus Qwen2.5-VL still-image position scaling." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency/version bump issue and a stale auto-mapping reference issue are different maintenance problems." + "reason": "Both are maintenance/config issues, but they are unrelated: PEFT version pin vs auto_mappings referencing removed configs." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU allocation and T5 decoder-input validation are unrelated bugs." + "reason": "Different bugs: XLNet CPU placement issue versus T5 decoder-input validation error message." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal/model-generation failures with no shared code path evidence." + "reason": "Different multimodal model failures with different symptoms and code paths." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device mismatch and T5 decoder-input validation are unrelated." + "reason": "No overlap beyond being bugs in model handling; Gemma4 device mismatch is unrelated to T5 validation messaging." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they are different concrete bugs affecting different models and round-trip behavior." + "reason": "Tokenizer regressions, but not the same one: mdeberta BOS/EOS handling versus CodeLlama leading-space round-trip loss." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the FA2 long-context performance regression." + "reason": "One is an isolated reproduction of another issue, the other is a performance regression; no evidence they are the same bug." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training RuntimeError and Bart generate() UnboundLocalError are unrelated." + "reason": "Different training/generation failures: DeepSpeed weight dimensionality error vs Bart decoder_attention_mask assignment bug." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 config propagation and granite_speech strict-config loading are different bugs." + "reason": "Different config issues: num_labels propagation in Qwen3.5 versus strict config blocking granite_speech loading." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit inference, but the failure mechanisms differ: Gemma4 uint8/torch.finfo versus BitsAndBytes skip-module exclusion handling." + "reason": "Both involve quantized inference, but one is a uint8 torch.finfo failure in Gemma4 audio modules and the other is a BitsAndBytesConfig skip-module regression." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different dtype mismatch bugs in different model families; not mergeable as one fix." + "reason": "Different dtype-mismatch bugs on different model families and inference paths." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both concern loading behavior, but the concrete breakages and affected paths differ." + "reason": "Both are loading problems, but one is gguf_file handling for AutoTokenizer/AutoModel and the other is a specific model load failure." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input processing is unrelated to FA2 long-context performance regression." + "reason": "Video-input crash versus FA2 long-context performance regression; unrelated code paths." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import error and NoneType broadcast error are unrelated failures." + "reason": "Completely different errors: missing PyTorch import versus unsupported NoneType broadcast in Trainer." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "A reproduction of another issue is not the same as the broken Nemotron example." + "reason": "The issues are unrelated: a reproduction of another bug versus a broken Nemotron example." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is reasonably conservative, but one verdict is overstated relative to the packet: `issue:44479` vs `issue:45381` is only a soft-similarity match, and the packet does not provide enough evidence to assert they are the same underlying bug. The title wording suggests related Qwen2.5-VL video-position-id regressions, but not a confirmed duplicate pair. Likewise, the summary\u2019s claim of an \u2018only strong near-duplicate\u2019 is too strong for the available evidence. A safer conclusion would be that the cluster is mostly heterogeneous, with a plausible but unconfirmed Qwen VL subfamily centered on 44479." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7717,8 +7693,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -7798,20 +7774,20 @@ "issue:45372|issue:46170", "issue:43761|issue:46829" ], - "prepared_review_unit_hash": "a0168fbc26e60067598663e6c1ecb745879de15ce6b12d1f479414236a44d922", + "prepared_review_unit_hash": "506818c3c03407db2bfc409670c5e9a048ad7d0ce578cd5be0f8f6b1da44e856", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35504, + "serialized_chars": 35501, "estimated_input_tokens": 8876, "estimated_eval_tokens": 18008 }, @@ -7820,174 +7796,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet is mostly heterogeneous. The only soft pair that looks like the same underlying bug is the tied-weights / save_pretrained v5 pair (44466 \u2194 45005); the rest are title-level different models, APIs, or failure modes.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45005 is the broader, clearer representative of the tied-weights v5 serialization regression, while issue:44466 reads as a narrower lm_head.weight/device-dependent symptom.", + "summary": "Mostly heterogeneous cluster: most issues are model- or loader-specific regressions with different failure paths. The only soft-edge pair that looks like a true duplicate is the tied-weights / save_pretrained regression pair; the Gemma 4 processor ImportError and Windows ROCm/torch.distributed failure are not the same bug and should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45920 is the best representative issue because it captures a broad, concrete v5 regression with wrong tokenizer output across multiple models, making it more central than the narrower single-model reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the strongest global issue candidate because its title captures the shared tied-weights regression at the right abstraction level.", + "best_issue_reason": "issue:45920 is the strongest standalone triage candidate: it has the widest blast radius and a clear, user-visible correctness failure affecting several model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both are config-related, but the titles point to different parameters and behaviors: rotary_pct reload vs ignore_keys_at_rope_validation list handling." + "reason": "Both touch config/RoPE-related code, but one is rotary_pct resetting on reload and the other is a TypeError from JSON-loaded ignore_keys_at_rope_validation; different bugs." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different model families and different failures in the titles: RTDetrV2 output mismatch vs VideoPrism hidden_states field mix-up." + "reason": "Different model families and failures: RTDetrV2 output drift vs VideoPrism hidden_states being misassigned in the output object." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP KeyError and Qwen3.5 TP-plan OOM/shape error are separate model-specific issues." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 TP-plan linear_attn omissions causing OOM/shape errors are unrelated concrete bugs." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder input validation error messaging is unrelated to Gemma4 multimodal 4-bit quantization dtype casting." + "reason": "T5 decoder-input validation messaging is unrelated to Gemma4 multimodal 4-bit dtype-cast failures." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT fast image processor reduce_labels behavior and sequence-classification zero-loss behavior are different components and symptoms." + "reason": "BeitImageProcessorFast reduce_labels returning one label and sequence-classification zero-loss with num_labels=1 are different failure modes." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 forward-output regression and Qwen3.5 save_pretrained checkpoint regression do not describe the same bug." + "reason": "RTDetrV2 inference divergence and Qwen3.5 save_pretrained key corruption are separate regressions." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange placement and flash_attention s_aux=None crash are different code paths and different titles." + "reason": "XLNet CPU device placement in relative_positional_encoding and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Both titles describe the same tied-weights / save_pretrained v5 regression, with 44466 as a narrower serialization symptom and 45005 as the broader bug report." + "reason": "Both describe the same tied-weights / save_pretrained regression in v5, affecting lm_head serialization and translation-model weight tying in the same code path." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate() after trainer.train() are unrelated issues from the titles alone." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train() are different failure paths." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding are distinct model/load paths." + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated model-loading issues." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but the titles indicate different APIs and different model/config objects." + "reason": "Generic trust_remote_code AutoConfig field loss and Qwen3.5 vision field dropped by strict parsing are distinct config bugs." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 visual encoder key serialization and broad AutoTokenizer wrong-token-id regression are different problems." + "reason": "Qwen3.5 visual-encoder save_pretrained key issues and AutoTokenizer wrong token IDs are different regressions." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation messaging are different issues." + "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder-input validation error text are not the same underlying bug." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer classes and different failures: MLukeTokenizer AttributeError vs FastSpeech2ConformerTokenizer loading failure." + "reason": "MLuke task AttributeError and FastSpeech2ConformerTokenizer load failure are different tokenizer bugs." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token decode issue and MLukeTokenizer task AttributeError are separate tokenizer bugs." + "reason": "BigBird special-token registration/empty decode and MLuke task AttributeError are separate tokenizer issues." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are unrelated training/runtime titles." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id key warnings and sinq quantized save/load breakage are different serialization problems." + "reason": "Unexpected position-id keys and sinq quantized save/load breakage are different serialization problems." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "The titles describe different surfaces: SigLIP2 zero probabilities versus a processor/tokenizer regression in custom model code." + "reason": "SigLIP2 zero probabilities and processor.tokenizer/images regression are different multimodal failures." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading breakage and unconditional model_info() in offline mode are distinct AutoTokenizer issues." + "reason": "gguf_file support and unconditional model_info() in offline mode are distinct AutoTokenizer code paths." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M key error are different loading/runtime failures." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M key error are unrelated." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Siglip2 nonsensical AutoModel/pipeline results and Perceiver non-default-resolution failure are different bugs." + "reason": "SigLIP2 nonsensical outputs and Perceiver interpolation failure are different model-specific issues." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated in the titles." + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens are unrelated." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error on CLIP are different failure modes." + "reason": "Tokenizer slow/fast inconsistency and CLIP Mac bus error are not the same underlying bug." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both are detection-loss crashes, but the titles name different models and different errors." + "reason": "Different detection-loss crashes with different error conditions and model families." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import breakage and Windows ROCm torch.distributed dependency issues are different platform/library problems." + "reason": "Gemma 4 processor loading fails on a mistral_common ImportError, while the other is a Windows AMD ROCm / torch.distributed dependency failure; these are not the same bug." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both mention hidden_states, but the titles describe different models and different symptoms, so they are not the same bug." + "reason": "Both mention hidden_states, but one omits them when requested and the other mislabels last_hidden_state as hidden_states; different output bugs." } ] }, "evaluator_result": { "accept": false, - "feedback": "Mostly conservative, but I can\u2019t accept it as fully grounded. The summary is fine, and the 44466\u219445005 duplicate call looks reasonable. However, at least one soft-edge rationale overreaches the packet: e.g. 38175\u219443295 talks about hidden_states behavior that is not supported by the titles/metadata shown here. Several other rejections also lean on unseen code-path details. Please keep the verdicts tied more tightly to what is explicit in the packet." + "feedback": "The summary is not fully grounded because it overstates one soft-edge match: issue:45372 and issue:46170 do not look like the same bug from the packet titles/descriptions. One is a Gemma 4 processor loading ImportError from `mistral_common`, the other is a Windows AMD ROCm / `torch.distributed` dependency failure. That is too strong to accept. The tied-weights pair (issue:44466 / issue:45005) looks plausible, but the overall cluster summary and soft-edge verdicts need to stay more conservative." }, "evaluator_used": true, "retried": true, @@ -8003,8 +7979,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -8087,172 +8063,172 @@ "issue:44734|issue:46612", "issue:43278|issue:43688" ], - "prepared_review_unit_hash": "8efcde528ae6dae04dabef8e2e41a608f007c9c0e780b316469f427ee949e1a8", + "prepared_review_unit_hash": "a884fb5ab2d34919a246e51b21cd9520d2ecdd43f41c68308a4a51e5899375c6", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36310, - "estimated_input_tokens": 9078, - "estimated_eval_tokens": 18412 + "serialized_chars": 36305, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated bug reports and regressions across different models, tokenizers, loading paths, and generation code. None of the soft pairs look like the same underlying issue, so all soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43749 has the strongest triage signal in this set (highest discussion/inbound references) and is a well-scoped concrete bug report, but the cluster is too mixed to treat it as a true duplicate family.", + "summary": "This set is not a duplicate cluster: it spans many unrelated bugs, regressions, and model-specific issues across tokenization, generation, loading, dtype, and backend behavior. None of the soft pairs look like the same underlying problem, so all are rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best standalone issue anchor here because it is high-signal and clearly specified; however, it should not be used to merge the other issues as duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Different model families and failures: missing pad_token_id on Llama4Config vs image-text-to-text pipeline crash in DiffusionGemmaGenerationOutput." + "reason": "Llama4 config missing `pad_token_id` is unrelated to DiffusionGemma image-text pipeline failure." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to T5 using apex.FusedRMSNorm and its memory leak." + "reason": "Different bugs: MoE auxiliary-loss normalization vs T5 using `apex.FusedRMSNorm` memory leak." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both mention TF-related backend packaging, but one is tensorboard without TensorFlow and the other is an invalid tensorflow_text backend mapping; distinct bugs." + "reason": "TensorBoard/TensorFlow backend wiring is unrelated to the `tensorflow_text` backend mapping error." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image passing behavior and the other is Kimi-K2.5 codec handling plus a mistral-regex warning; different codepaths." + "reason": "One is a processor/tokenizer API regression for multimodal custom code; the other is a tokenizer codec/warning regression for Kimi-K2.5." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization in MoE models is not the same as version-dependent tokenization changes." + "reason": "Aux-loss normalization bug does not match a broad tokenization-version change report." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "BigBirdTokenizer mask special-token decode bug is unrelated to mdeberta-v3 BOS/EOS not being added on add_special_tokens=True." + "reason": "BigBird mask-token special-token registration is unrelated to mDeBERTa BOS/EOS insertion regression." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level TypeError and Gemma4 quantized embedder dtype casting are different subsystems and failures." + "reason": "RT-DETR backbone/feature-level mismatch is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE layer loss is unrelated to Sam3 text encoder weights not loading." + "reason": "Smollm3 RoPE-layer loading issue is unrelated to Sam3 text encoder weights not loading." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Transformers 5.0 custom model initialization break and FSDP CPU RAM efficient loading are different upgrade regressions in different code paths." + "reason": "Custom model initialization breakage is broader API regression, not the same as FSDP CPU RAM efficient loading." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird mask-token decode output issue is not the same as DiaConfig losing custom token IDs after save/load and crashing generation." + "reason": "BigBird special-token decode failure is unrelated to Dia config losing custom token IDs on save/load." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info() call in _patch_mistral_regex and tokenizer loading failure for EMBEDDIA/est-roberta are separate tokenizer-loading regressions." + "reason": "Offline `model_info()` call in Mistral regex patch is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 recurrent-state reset with cache/seq_len>1 are different generation bugs." + "reason": "Chunked generation with compiled forward is not the same as recurrent states resetting in modular_qwen3_5 cache handling." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "AutoImageProcessor URL loading failure is unrelated to TimesFM `window_size` attribute access." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "clean_up_tokenization_spaces behavior changes and CodeLlama leading-space round-trip regression are different tokenizer behavior issues." + "reason": "`clean_up_tokenization_spaces` behavior change is unrelated to CodeLlama leading-space round-trip regression." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." + "reason": "Video input regression in Qwen VL models is unrelated to Qwen3.5 `num_labels` not propagating to text config." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + "reason": "Qwen2-VL multi-GPU training and `GenerationMixin` import error are different subsystems and failure modes." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and xLSTM train-mode unpacking crash are different model bugs." + "reason": "CLIPVision hidden-states regression is unrelated to xLSTM train-mode state unpacking." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file tokenizer/model loading breakage and Blip2 dtype remaining float32 are unrelated." + "reason": "GGUF loading breakage is not the same as Blip2 dtype staying float32 after half/bfloat16 load." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both touch distributed training, but Trainer _gpu_broadcast_one NoneType and Qwen2-VL multi-GPU training are not the same bug or fix." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training support." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "lm_head.weight serialization inconsistency by device and sinq quantized save/load breakage are different serialization problems." + "reason": "lm_head serialization inconsistency is unrelated to sinq quantized save/load breakage." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A question about max_shard_size is unrelated to AutoProcessor not forwarding kwargs to cached_file." + "reason": "`max_shard_size` default question is unrelated to `AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "MoE aux-loss normalization and DeepseekV3MoE divergence from the remote implementation are not the same code issue." + "reason": "Aux-loss normalization bug is unrelated to native DeepseekV3MoE diverging from remote implementation." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto-device-map cudaErrorAssert on A800 and compiled-forward chunked generation inconsistency are distinct failures." + "reason": "CUDA assert with auto device mapping on Qwen3 is unrelated to compiled-forward chunked generation inconsistency." }, { "left": "issue:44464", @@ -8260,23 +8236,29 @@ "accept": false, "reason": "Compiled-forward chunked generation mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention generation failure is a correctness bug, not the same as a performance regression in long-context FA2 generation." + }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit legacy-field load failure and Bamba-9B-v2 torch.compile SDPA bug are different model-loading vs compilation issues." + "reason": "Beit legacy-field loading failure and Bamba torch.compile/SDPA failure are unrelated model bugs." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both are generation/cache related, but serve KV-cache continuation indexing and beam-search cache reorder skipping are different mechanisms and code paths." + "reason": "KV-cache continuation crash in serve is unrelated to beam-search cache reorder being skipped for other model families." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype mismatch during evaluate is unrelated to MoE auxiliary-loss normalization." + "reason": "Embedding dtype drift in eval vs training is unrelated to auxiliary-loss normalization." } ] }, @@ -8295,8 +8277,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -8380,208 +8362,208 @@ "issue:43646|issue:44466", "issue:44568|issue:46489" ], - "prepared_review_unit_hash": "bd878a9c4e0c848a4fb060e50a0c3628e1ac73d4a167cabad766111eca87005a", + "prepared_review_unit_hash": "554ecbbe52e7ee20f731a1f45d1942ff2638b3ff9b4dcd2359fd764a273a6d34", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36544, - "estimated_input_tokens": 9136, - "estimated_eval_tokens": 18528 + "serialized_chars": 36538, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Heterogeneous issue cluster with no real duplicate core; the proposed soft links mostly connect superficially similar v5/regression reports but with different root causes and code paths.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue; the cluster spans unrelated bugs across tokenization, loading, configs, attention, and training.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, configuration, training, and performance regressions. None of the soft pairs look like the same concrete bug/change, so no soft edge should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 28218 is the cleanest single representative in the set: it describes a specific, self-contained tokenizer behavior regression with a clear symptom. The cluster overall is not a true duplicate family, though, so this is only a weak canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is suitable as a duplicate anchor because the reports describe different subsystems and failure modes.", + "best_issue_reason": "Issue 28218 is the most self-contained and broadly understandable bug report among the issues shown. It is still not a strong cluster-wide canonical because the rest of the items are mostly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Different bugs: Qwen2-VL multi-GPU training vs a CustomTrainer signature regression with num_items_in_batch." + "reason": "Different problems: multi-GPU training support vs a CustomTrainer API signature regression." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different model-loading failures: legacy BEiT field handling vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Both are loading failures, but they hit different models and different code paths: BEiT legacy fields vs BitNet packed-weight unpacking." }, { "left": "issue:45405", "right": "issue:47254", "accept": false, - "reason": "Unrelated issues: a PEFT version pin problem vs a ZeRO-3 checkpointing error with gradient checkpointing." + "reason": "A dependency-version pin problem is unrelated to a PEFT + DeepSpeed checkpointing/runtime error." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Different code paths: BitNet weight unpacking vs DiaConfig losing custom token IDs after save/load." + "reason": "BitNet accelerate-loading failure and DiaConfig token-id persistence loss are unrelated bugs." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Different problems: Qwen3VL from_pretrained weight_only failure vs FA2 long-context performance regression." + "reason": "Qwen3VL weight-only loading error is unrelated to a FlashAttention long-context performance regression." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Different bugs: CPU offload device mismatch in bark-small vs DiaConfig token ID persistence." + "reason": "CPU offload device mismatch for Bark is unrelated to DiaConfig save/load token ID corruption." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Different model-loading regressions: base_model_prefix handling vs missing linear_attn entries in a TP plan." + "reason": "Generic base_model_prefix loading breakage is not the same bug as missing Qwen3.5 TP-plan entries." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Different failures: dtype propagation in Blip2 vs an MPS attention correctness bug." + "reason": "A dtype propagation issue in BLIP2 is unrelated to an MPS attention correctness bug." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different issues: BEiT legacy config field loading vs OmDet-Turbo processor/model resolution mismatch." + "reason": "Model preset loading failure and OmDet processor image-size mismatch are different issues." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar theme but not the same concrete bug: missing pad_token_id vs missing pad_token_idx in different configs." + "reason": "Similar theme, but different config classes and missing fields; not the same concrete bug." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different areas: BitNet accelerate loading vs MLukeTokenizer task AttributeError." + "reason": "BitNet accelerate-loading failure and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but the causes differ: sliding-window/all-padding attention vs classification head initialization/checkout." + "reason": "Both mention NaNs, but one is Gemma3 sliding-window padding behavior and the other is classification-head init/checkpoint NaNs." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Different bugs: Phi-4 multimodal loading failure vs an unreleased PEFT minimum-version bump." + "reason": "A Phi-4 multimodal model-loading failure is unrelated to a PEFT minimum-version bump." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available." + "reason": "Both involve trust_remote_code regressions, but one is missing fields from AutoConfig and the other is an is_torch_fx_available removal breakage." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Different failures: Qwen3.5 num_labels propagation vs Whisper empty transcription after align_special_tokens." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same method family, but different concrete crashes: batched padding=False vs assistant tool-call messages with no content." + "reason": "Same API family, but different edge cases: batched padding=False crash vs assistant tool-call/no-content crash." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "Unrelated: SigLIP2 implementation discrepancy vs a pipeline error-message regression." + "reason": "SigLIP2 implementation mismatch and pipeline translation error-message regression are unrelated." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "No relation beyond being issues: tokenizer extra-space behavior vs a MacOS bus error on a CLIP model." + "reason": "Tokenizer spacing behavior and a MacOS bus error in CLIP are unrelated." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Different bugs: Qwen3.5 flash-attention generation issue vs FP8 inference failing on B200." + "reason": "Qwen3.5 flash-attention generation failure and FP8 inference failure on B200 are different hardware/backend issues." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "Completely different subsystems: MPS attention correctness vs importing Trainer while datasets is installed." + "reason": "An attention correctness bug on MPS is unrelated to importing Trainer being blocked by datasets." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Different device/quantization problems: Gemma4 PLE device mismatch vs sinq save/load breakage." + "reason": "Gemma4 PLE device mismatch and sinq save/load quantization breakage are different failure modes." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Different issues: SigLIP2 output quality problem vs return_tensors being ignored with explicit text_kwargs." + "reason": "SigLIP2 bad outputs and return_tensors being ignored are unrelated processor/API issues." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Different failures: SigLIP2 documentation errors vs custom model code broken by processor.tokenizer/image passing regression." + "reason": "A documentation example problem is not the same as a processor.tokenizer regression in custom model code." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Different problems: tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Different bugs: BF16-to-FP32 dtype drift in evaluation vs a gradient blow-up with ZeRO-3." + "reason": "BF16-to-FP32 dtype drift in evaluation is not the same bug as gradient inflation under ZeRO-3." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Unrelated: SigLIP2 implementation mismatch vs ZeRO-3 gradient instability." + "reason": "SigLIP2 implementation discrepancy and a ZeRO-3 gradient regression do not share the same underlying cause." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different issues: dtype mismatch in evaluation vs a resume_from_checkpoint key mismatch." + "reason": "Embedding dtype mismatch during evaluation is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Different regressions: custom model initialization breakage vs inconsistent lm_head.weight serialization across devices." + "reason": "Custom model initialization breakage in v5 is unrelated to device-dependent lm_head serialization inconsistency." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer regressions affecting different models and symptoms; not the same concrete bug." + "reason": "Both are tokenizer-output regressions, but they affect different tokenizers and different code paths; not the same underlying bug." } ] }, @@ -8600,8 +8582,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -8684,208 +8666,208 @@ "issue:43937|issue:46701", "issue:44869|issue:46752" ], - "prepared_review_unit_hash": "993a112776c7590e769ede807425bd16fd52e75d02d34385a06d0c59bd4c13d7", + "prepared_review_unit_hash": "5ba7a7c916ce5e4812ebef6c82dcc7143bbb35b4d5e5552d157670b2dfb372c4", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36055, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the similarity edges mostly connect unrelated issues across tokenizers, model loading, quantization/offload, training, and CI regressions. I do not see any true duplicate pair among the soft candidates.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the items span multiple unrelated bugs. If an anchor is needed, issue 45812 is the closest because it is a broad, user-visible tokenizer regression.", + "summary": "This cluster is heterogeneous: most items are distinct Transformers bugs across unrelated model families, tokenizer edge cases, offload/quantization, and CI regressions. None of the soft pairs look like the same concrete underlying issue, so I reject all proposed duplicate links.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45812 is the strongest canonical candidate because it describes a broad, concrete regression with a clear symptom and scope: AutoTokenizer returning wrong token IDs for all Granite models after a version change. It is well-formed, user-facing, and more central than the narrowly scoped one-off failures in the rest of the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best representative because it describes a broad AutoTokenizer regression affecting many Granite models and is more central than the other, more model-specific failures.", + "best_issue_reason": "Issue 45812 is the best issue to represent the cluster if one must be chosen, because it is the clearest high-impact regression with a shared failure mode and broad model impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Different problems: FP8 inference failure on B200 vs an accuracy regression after upgrading Transformers." + "reason": "Different problems: FP8 inference on B200 vs accuracy regression after upgrading Transformers. Different failure mode, hardware context, and likely code paths." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different model/config failures: DiaConfig losing custom token IDs vs MLukeTokenizer task-time AttributeError." + "reason": "Both are generation/loading errors, but the models and root causes differ: DiaConfig loses custom token IDs after save/load, while MLukeTokenizer raises an AttributeError on tasks." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "One is a tensor-parallel OOM on Qwen2-57B; the other is a release-management bug about an unreleased PEFT version." + "reason": "Qwen2-57B-A14B-Instruct TP OOM is a runtime memory issue; MIN_PEFT_VERSION bumped too high is a packaging/versioning issue. Not the same bug." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they are model-specific and have different symptoms/code paths." + "reason": "Both involve tokenization regressions, but one is mdeberta-specific BOS/EOS handling while the other is Granite token IDs globally wrong. Different concrete code paths." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Different domains: MacOS bus error on a CLIP model vs Qwen2-VL multi-GPU training behavior." + "reason": "Unrelated: MacOS bus error with a pretrained CLIP model versus Qwen2-VL multi-GPU training behavior. No shared underlying bug." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Unrelated failures: Qwen3.5 hidden-states bug vs FP8 inference on B200." + "reason": "Qwen3.5 output_hidden_states bug is a model-specific forward/output issue, while FP8 on B200 is an inference compatibility problem. Not mergeable as one fix." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both involve AutoTokenizer loading, but one is a missing model load and the other is an offline-mode regression in a Mistral regex patch." + "reason": "Loading cjvt/sleng-bert and HF_HUB_OFFLINE breakage in AutoTokenizer are both loading-related, but they concern different mechanisms and model-specific behavior." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Different bugs: missing pad_token_idx in StableLmConfig vs unexpected _is_hf_initialized argument with init_empty_weights." + "reason": "StableLmConfig missing pad_token_idx after 5.0 and init_empty_weights passing unexpected _is_hf_initialized are both version-related, but they are distinct config/API compatibility bugs." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal/config issues, but one is a missing pad_token_id attribute and the other is wrong unwrapping of text_config in from_config." + "reason": "Qwen3-VL pad_token_id AttributeError and AutoModelForCausalLM not unwrapping text_config are different composite-config loading issues with different failure points." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Different subsystems: BEiT legacy-field model loading vs bark-small CPU offload device mismatch." + "reason": "Beit legacy field loading failure and bark-small CPU offload device mismatch are unrelated model-loading/runtime problems." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing a Qwen2.5 VL class and missing Float8 storage are unrelated failures." + "reason": "Qwen2_5_VL import error and Float8 storage lookup failure are unrelated: missing symbol export vs backend storage/type issue." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "Different model code paths: TimesFM window_size AttributeError vs RT-DETR feature-level mismatch." + "reason": "TimesFM window_size AttributeError and RTDetr feature-level mismatch are different model architectures and different code paths." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "One is an output_hidden_states regression; the other is incorrect save_pretrained visual encoder keys." + "reason": "Qwen3.5 hidden-states bug and Qwen3.5 save_pretrained visual-key regression are separate symptoms in different lifecycle stages (forward pass vs serialization)." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different root causes: Float8 storage lookup failure vs flash_attn import_utils KeyError on Python 3.13." + "reason": "Float8 storage lookup failure and flash_attn KeyError on Python 3.13 are both import/runtime compatibility issues, but they affect different modules and causes." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "A categorical-cardinality RuntimeError is unrelated to the DeepSeek accuracy regression." + "reason": "Category-count limit error in categorical features is unrelated to the DeepSeek accuracy regression." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad-token-related config fields, but they affect different model families and different fields." + "reason": "Different models and different missing fields: Qwen3-VL pad_token_id vs StableLm pad_token_idx." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id key handling is not the same bug as the CLIP text-model structural inconsistency." + "reason": "Unexpected position_id key and CLIP text-model structure change are not the same bug; one is a state-dict/key mismatch, the other an API/attribute shape change." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are different bugs." + "reason": "Beit legacy field loading and BigBirdTokenizer special-token registration are separate model/tokenizer issues." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "One is a real CPU-offload device mismatch; the other is a stale CI test failure." + "reason": "Both mention CI/device behavior, but bark-small CPU offload mismatch and GraniteSpeech stale device override test are distinct failures." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Different failures: dtype mismatches in bfloat16 inference vs RT-DETR feature-level shape/type mismatch." + "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same as RTDetr feature-level count errors." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-states regression and FP8 weight_scale corruption are unrelated." + "reason": "Qwen3.5 hidden_states regression and FP8 compressed-tensors weight_scale omission are unrelated model/output vs quantization-loading bugs." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Gradient explosion with ZeRO-3 is unrelated to loading Phi-4-multimodal-instruct." + "reason": "Gradient explosion with HfDeepSpeedConfig+ZeRO-3 and inability to load Phi-4 multimodal are completely different issues." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription decoding are different bugs." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure are both generation-related but not the same code path or bug." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both involve Qwen3.5, but one is a kernel-registration problem and the other is a tensor-parallel plan mismatch." + "reason": "Missing decorator for apply_rotary_pos_emb registration is a kernel-registration bug; missing linear_attn entries in TP plan is a tensor-parallel planning bug." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Siglip2 wrong outputs via AutoModel/pipeline and unexpected position-id keys are not the same code-path failure." + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and unexpected position_id keys are unrelated model inference vs state-dict issues." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading not working and sinq save/load breakage are related only at a high level, not the same bug." + "reason": "Quantization offloading not working and sinq save/load breakage are both quantization-related, but one is runtime offload behavior and the other is serialization persistence." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "Tokenizer slow/fast inconsistency and Trainer _gpu_broadcast_one NoneType error are entirely different subsystems." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are different issues." + "reason": "GenerationConfig invalid for GLM-5 and DiffusionGemmaGenerationOutput pipeline failure are different model/config issues." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding with a trailing replacement character is unrelated to apply_chat_template on an empty list." + "reason": "Whisper trailing replacement-character crash and apply_chat_template empty-list IndexError are both empty/edge-case crashes, but in different helpers and different input formats." } ] }, @@ -8904,8 +8886,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -8987,190 +8969,196 @@ "issue:44186|issue:46192", "issue:43550|issue:43844" ], - "prepared_review_unit_hash": "e3484440cf4d2a4f13ac9b3de38ac7af6c3cf568f8531e49b5cfae52db55ec13", + "prepared_review_unit_hash": "224e10c59cacff9e808336cda3b76ec7ad7e18d6be267b64c704269eddb72012", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35766, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "serialized_chars": 35764, + "estimated_input_tokens": 8941, + "estimated_eval_tokens": 18138 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, serving, quantization, model-loading, training, and model-specific bugs. No soft pair looks like the same underlying defect, so none should be merged as duplicates.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, training, multimodal, import, and performance bugs. I found no true duplicate pair among the soft edges, so there is no clear canonical issue or PR for the cluster.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated subsystems and failure modes, so treating any one as the cluster representative would be misleading.", + "canonical_issue_reason": "No single canonical issue fits: the items describe many unrelated failures across different models, APIs, and subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative must be chosen, issue 45406 is the clearest self-contained regression in a specific code path ('transformers serve' / Gemma4Processor missing _tokenizer), but it is not a duplicate of the others.", + "best_issue_reason": "No best issue among these for deduping; none appears to subsume the others or represent a shared underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token accounting." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "LoRA/gradient-checkpointing ineffectiveness is a different bug from checkpointing being disallowed in eval mode." + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA inefficacy and the other is eval-mode incompatibility; different bugs." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 multi-GPU OOM and Gemma4 device mismatch are related by model family only, not the same code-path bug." + "reason": "Gemma4 OOM in multi-GPU inference is a different failure mode from device-mismatch errors in forward with device_map='auto'." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing mm_token_type_ids for text-only fine-tuning is unrelated to the multi-GPU OOM report." + "reason": "Missing mm_token_type_ids defaulting is unrelated to CUDA OOM during multi-GPU inference." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation failure and flash_attn import KeyError are different subsystems and failure causes." + "reason": "Template-node compilation error and flash_attn import KeyError are different code paths and symptoms." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Path-with-slash import warning is unrelated to GPT-oss CUDA OOM." + "reason": "Trailing-slash import warning is unrelated to GPT-oss CUDA out-of-memory." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention sink-less AttributeError and sinq save/load breakage are distinct code paths." + "reason": "Flash-attention s_aux=None crash and sinq save/load breakage are different quantization-related bugs." }, { "left": "issue:47013", "right": "issue:47254", "accept": false, - "reason": "xLSTM return_last_states unpacking crash is not the same as PEFT + ZeRO-3 checkpointing errors." + "reason": "xLSTM return_last_states unpacking error is unrelated to PEFT + ZeRO-3 checkpoint errors." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probabilities are unrelated bugs." + "reason": "torch.jit.script GeneratorExp support has no relation to SigLIP2 zero-probability output." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and flex_attention import version-check issues do not share the same underlying defect." + "reason": "MPS attention correctness and a flex_attention import-version check are distinct issues." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow failed-job reporting are different concerns." + "reason": "Failing Flash Attention 2 tests and MLflow job-status reporting are unrelated." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and DeepSeek accuracy regression are distinct issues." + "reason": "Qwen3 auto device-map CUDA assert and DeepSeek accuracy regression after upgrade are different problems." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same bug as Sam3 litetext memory overflow." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3-LiteText memory overflow." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." + "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma image-text-to-text pipeline failure are unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are separate serve paths." + "reason": "Serve multimodal AttributeError on '.to' and KV-cache continuation tensor indexing are different serving bugs." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "flash_supports_window_size import error is unrelated to meta-device model-loading breakage." + "reason": "Missing _flash_supports_window_size import and meta-device loading failures are separate regressions." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "processor.tokenizer regression and batched video shape handling are different bugs." + "reason": "Processor.tokenizer regression and batched video-shape errors do not share the same root cause." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the DeepSeek accuracy regression." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch CI failures and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are unrelated code paths." + "reason": "Gemma4Processor missing _tokenizer and rope-validation list handling are unrelated." }, { - "left": "issue:45520", + "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attn import KeyError and AutoModelForCausalLM text_config unwrapping are separate issues." + "reason": "Flash-attention s_aux=None crashes are different from missing text_config unwrapping in composite multimodal configs." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "processor/tokenizer regression is unrelated to offloading with quantization." + "reason": "processor.tokenizer regression is not the same as offloading failing under quantization." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaults are different problems." + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to TimesFM window_size AttributeError." + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are different model/config bugs." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/batch crash is not the same as return_tensors being ignored with explicit text_kwargs." + "reason": "LayoutLMv2Tokenizer crashes on padding/NER inputs are unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and gradient explosion with ZeRO-3 are not the same defect." + "reason": "Bamba SDPA torch.compile failure and ZeRO-3 gradient explosion are distinct training/runtime issues." } ] }, @@ -9189,8 +9177,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -9274,208 +9262,208 @@ "issue:44792|issue:45563", "issue:45200|issue:46932" ], - "prepared_review_unit_hash": "9250e0101deefa057b3d5c0ea98309ce68d85a118a2fdc0eeff2fd7ce33016e6", + "prepared_review_unit_hash": "d822fdbb3abcdd14893e95474e79b02422d1f5614dd8aa0d0bbef8bdc99f9155", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36795, - "estimated_input_tokens": 9199, - "estimated_eval_tokens": 18654 + "serialized_chars": 36788, + "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 largely heterogeneous: the items cover unrelated tokenizer, multimodal processor, model loading, dtype, and CI issues. The soft pairs are mostly high-similarity false positives rather than the same underlying bug/change.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out; the cluster does not share one coherent root cause or subsystem.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "If a representative issue is required, issue:44521 is the most discussion-heavy and broadly framed, but it is still not a good canonical for the cluster because the rest of the items are unrelated.", - "best_pr_reason": "No PR exists to evaluate as a canonical or representative change.", + "summary": "This cluster is mostly a noisy set of text-similar but semantically different issues across tokenization, processors, model loading, quantization, and serialization. None of the soft edges look like the same underlying bug, so no pair should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous, and the apparent overlaps are mostly broad API/theme similarity rather than one shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be picked as the closest representative, issue 44521 is the broadest processor/chat-template bug in the set, but it still does not represent the rest of the cluster well.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both are processor-related regressions, but one is a processor.tokenizer/image API regression and the other is an OmDet-Turbo input-size mismatch; different code paths and fixes." + "reason": "Different failures: v4.57.5 regression in processor/tokenizer access vs an OmDet-Turbo image-size mismatch." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "One is a batched video-processor shape bug; the other is a tensor-parallel OOM loading issue. No shared underlying bug." + "reason": "Batched video shape bug and Qwen2-57B TP OOM are unrelated subsystems and failure modes." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device-mismatch during forward and return_tensors handling are separate multimodal input bugs." + "reason": "Gemma4 PLE device-map mismatch is not the same bug as return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in a config and a model-loading failure for a specific repo are unrelated." + "reason": "StableLm pad_token_idx regression and loading physical-intelligence/fast are different model-loading issues." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "A generate-time decoder_attention_mask bug and failing Flash Attention 2 tests do not look like the same fix." + "reason": "Bart decoder_attention_mask initialization and Flash Attention 2 test failures are unrelated." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both mention backend/import plumbing, but they are different backends and different failure modes." + "reason": "Python 3.13 flash_attn import KeyError is distinct from the tensorflow_text backend mapping error." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different missing import symbols in different modules; not the same code-path problem." + "reason": "Missing _flash_supports_window_size import and missing Qwen2_5_VLForConditionalGeneration symbol are different import breakages." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros and a device_map forward mismatch are distinct issues." + "reason": "mm_token_type_ids defaulting and Gemma4 PLE device mismatch are different multimodal bugs." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A trailing-slash local path import warning and a SigLIP2 implementation discrepancy are unrelated." + "reason": "Trailing-slash local model import warning is unrelated to the SigLIP2 implementation discrepancy." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor.tokenizer regression versus SigLIP2 HF/JAX mismatch; no common bug." + "reason": "Custom model processor/tokenizer regression and SigLIP2 JAX-vs-HF mismatch are different code paths." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation/example errors and return_tensors being ignored are different classes of bugs." + "reason": "SigLIP2 doc example errors and return_tensors/text_kwargs behavior are not the same underlying issue." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call messages; not the same underlying defect." + "reason": "Both involve chat templates, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call messages with no content." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FP8 inference/training failure for Qwen3Moe is unrelated to an import error for Qwen2_5_VL." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to a missing Qwen2_5_VL export/import symbol." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are separate tokenizer/model-init bugs." + "reason": "Tokenizer extra-space detokenization and embedding reinit after resize are different bugs in different layers." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Vision position IDs for Qwen2.5-VL video input and FP8 inference on B200 are unrelated." + "reason": "Qwen2.5-VL video vision_position_ids error is not the same as FP8 inference failing on B200." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "A dtype mismatch between train/eval and inefficient Qwen3 MoE memory use are not the same code path." + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory inefficiency are unrelated training/runtime issues." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Inconsistent lm_head serialization and LoRA-merge collapse with extended vocab are different model-state bugs." + "reason": "Serialization of tied lm_head weights depends on device, while the LoRA-vocabulary collapse is a different post-merge behavior." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "CPU-relative-position bug in XLNet and a CohereASR training-loss shift bug are unrelated." + "reason": "CPU-side XLNet relative_positional_encoding is a different bug from CohereASR training-loss double-shift." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBird tokenizer special-token registration and a GraniteSpeech CI device override failure are unrelated." + "reason": "BigBirdTokenizer mask-token registration and GraniteSpeech stale device override are distinct CI/test issues." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video-shape handling are different processor bugs." + "reason": "Audio chat-template default sampling rate and batched video output shape are different processor bugs." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Missing import for a VL model class and incorrect detokenization in DeepSeek coder are unrelated." + "reason": "Import failure for Qwen2_5_VLForConditionalGeneration is unrelated to DeepSeek-Coder detokenization regression." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading failures and stale config.dtype after from_config are separate loader/config consistency issues." + "reason": "gguf_file loading failures and from_config(dtype=...) leaving config.dtype stale are different from_pretrained/from_config issues." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are missing pad_token_id on different configs, but the titles do not establish the same underlying bug or shared fix." + "reason": "Qwen3-VL pad_token_id attribute error and Llama4Config pad_token_id error are similar in shape but not the same model or fix." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different speech-model tokenizer failures with different symptoms and likely different fixes." + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save_pretrained/tokenization failures are different tokenizer bugs." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are unrelated regressions." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP class structural changes." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessorFast label reduction and return_tensors handling are not the same bug." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Defaulting multimodal token-type IDs and unsafe dtype casts in quantized embedders are different issues." + "reason": "mm_token_type_ids defaulting and Gemma4 quantized embedder dtype-cast failures are different multimodal issues." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A janus image-generation test failure and a stale paged-generate warning are not the same underlying change." + "reason": "Janus image-generation test failure is not the same as a stale paged-generate warning for num_return_sequences." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "The first is about missing zero defaults for mm_token_type_ids; the second is about dtype casting in quantized embedders." + "reason": "The Gemma4 mm_token_type_ids bug is distinct from the quantized vision/audio embedder dtype-casting issue." } ] }, @@ -9494,8 +9482,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -9581,20 +9569,20 @@ "issue:43335|issue:45593", "issue:44448|issue:44743" ], - "prepared_review_unit_hash": "e676dafa8cb6fe7b7b9cd3e0614eef853e0c53e6aa6b10e6113b5c2bcfe171c6", + "prepared_review_unit_hash": "fd52c573f2fb10369bf6dd5e9ae199cdd9e7f824d3243bd232287dfcfd53719d", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37116, + "serialized_chars": 37113, "estimated_input_tokens": 9279, "estimated_eval_tokens": 18814 }, @@ -9603,204 +9591,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated bug reports across different models, backends, and regressions. The soft pairs do not look like duplicates of the same underlying defect, so I reject them all.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43611 is the broadest and most reusable representative here: a v5 loading regression affecting model loading semantics across many models, rather than a niche model-specific symptom.", + "summary": "This cluster is not a true duplicate group: the items span unrelated issues across model configs, cache behavior, docs, CI, import errors, and device/runtime failures. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best canonical issue candidate because it captures a general compatibility break with a clear code-path and likely wider impact.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Different failures: Perceiver resolution/interpolation bug vs RT-DETR memory reclamation issue." + "reason": "Different bugs: Perceiver non-default-resolution inference failure vs RT-DETR memory release on deletion." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different code paths and symptoms; DAC forward/latents mismatch is unrelated to GraniteSpeech CI device override." + "reason": "Different code paths: DAC latent reconstruction mismatch vs GraniteSpeech CI device override test." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "One is a SwitchTransformers config bug, the other a Bamba torch.compile/SDPA runtime failure." + "reason": "Unrelated models and failures: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA crash." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal-model issues, but one is missing default mm_token_type_ids and the other is a rope-index scaling bug." + "reason": "Different multimodal issues: Gemma 4 text-only mm_token_type_ids defaulting vs Qwen2.5-VL rope index scaling." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different hardware/runtime failures with no shared concrete code-path." + "reason": "Both GPU-related, but different model/runtime failures on different hardware and code paths (Qwen3 auto-mapping assert vs FP8 on B200)." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both touch import_utils availability helpers, but they are different symbols and different breakages." + "reason": "Both import-utils related, but distinct missing symbols and breakages; not the same underlying bug." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Unrelated model bugs: DAC latent reconstruction vs qwen3_omni_moe feature-length helper behavior." + "reason": "Different logic: DAC forward/latent mismatch vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different vision-model issues: processor size mismatch vs mixed-precision loss crash." + "reason": "Different model subsystems: OmDet-Turbo preprocessing size mismatch vs LwDetrImageLoss AMP crash." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they reference different pipeline removals and different API behavior." + "reason": "Both docs-related, but one is obsolete pipeline docs and the other is return_all_scores wording/behavior; not the same issue." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length arithmetic." + "reason": "Different problems: CPU-offload device mismatch in bark-small vs qwen3_omni_moe feature-length helper." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Detection training crash under AMP is not the same as missing auxiliary losses in D-FINE." + "reason": "Different model failures: float16 CUDA crash vs D-FINE auxiliary-loss behavior when denoising is off." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different subsystems: SwitchTransformers config vs BigBird tokenizer special-token registration." + "reason": "Different components: SwitchTransformers config bug vs BigBirdTokenizer special-token decode bug." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Feature extractor argument validation bug is unrelated to Whisper empty-transcription generation." + "reason": "Different audio bugs: unsupported center arg in LasrFeatureExtractor vs Whisper empty transcription after token alignment." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "One is a missing flash-attention symbol import, the other is broad Torch 2.10 incompatibility." + "reason": "One is a flash-attention import failure, the other Torch 2.10 compatibility; related theme, not the same concrete bug." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different label-handling layers: distributed metric gathering vs BEiT image processor reduction." + "reason": "Both label-handling issues, but different functions and symptoms: metric gathering vs BeitFast label reduction." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size attribute errors." + "reason": "Different failures: stale config dtype after from_config vs TimesFM window_size attribute error." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both involve model structure/config, but they are different composite-model compatibility problems." + "reason": "Different architecture issues: composite Qwen 3.5/3.6 from_config unwrapping vs CLIP text model structural inconsistency." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as Trainer _gpu_broadcast_one NoneType errors." + "reason": "Different failures: Flash Attention 2 tests vs Trainer GPU broadcast NoneType error." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch-missing import error and MacOS bus error on CLIP are unrelated failures." + "reason": "ImportError for missing PyTorch vs MacOS bus error in community CLIP model; unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP zero-probability outputs and RT-DETR memory cleanup are different bugs." + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory leak." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one is cache length policy and the other is device-tensor seq-length arithmetic in prefill." + "reason": "Both cache-related, but one is max_cache_length semantics and the other is device-tensor seq length breaking slice arithmetic." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache, but one is a stale model indexer cache and the other is static-cache slice arithmetic." + "reason": "Different cache bugs: stale indexer cache in GlmMoeDsa vs device-tensor seq length in _prefill." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different model families and different bugs: sparse-layer creation vs legacy-field loading failure." + "reason": "Different model paths: SwitchTransformers sparse-layer config bug vs BeitSemanticSegmentation legacy field load failure." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both are v5 model-loading/serialization regressions, but they affect different mechanisms and code paths." + "reason": "Different regressions: base_model_prefix loading break vs inconsistent lm_head.weight serialization." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 torch.jit parsing error is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Different issues: Python 3.13 IndentationError in DebertaV2Model vs qwen3_omni_moe feature-length helper." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to GraniteSpeech CI stale device override test." + "reason": "Different code paths: Bamba torch.compile/SDPA failure vs GraniteSpeech stale device override CI test." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different platform/import problems: flash_attn lookup on Python 3.13 vs Windows ROCm torch.distributed dependency." + "reason": "Different import/dependency failures: flash_attn KeyError vs Windows ROCm torch.distributed issue." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe output-length helper behavior." + "reason": "Unrelated model bugs: SwitchTransformers sparse-layer creation vs qwen3_omni_moe feature length helper." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different model/runtime issues with no shared underlying defect." + "reason": "Different subsystems: SwitchTransformers config bug vs GraniteSpeech CI test flake." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Missing flash-support symbol import is unrelated to HybridCache import failure." + "reason": "Both are import errors, but different missing symbols and different causes; not mergeable as one fix." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config creation bug is unrelated to D-FINE auxiliary-loss handling." + "reason": "Different models and semantics: sparse-layer config bug vs D-FINE auxiliary-loss omission." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different regressions: Pegasus output drift vs qwen3_5 recurrent state reset with cache." + "reason": "Different model behavior bugs: Pegasus v4/v5 output drift vs qwen3 modular recurrent-state reset." } ] }, @@ -9819,8 +9807,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -9903,208 +9891,208 @@ "issue:44857|issue:45072", "issue:27957|issue:34689" ], - "prepared_review_unit_hash": "d1873001a26e65f8fab67f0314a5fad4d3e093d3ab6d2a441b53248dad13df9c", + "prepared_review_unit_hash": "63788162326ec022a8d617817543401539e3f716ae3f3f894469cb0da48170fd", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36088, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "serialized_chars": 36095, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports; there is one clear duplicate pair around the Qwen3.5 MoE `from_pretrained` regression. All other soft pairs look like distinct bugs or different layers of the stack, not mergeable duplicates.", + "summary": "This cluster is mostly heterogeneous and does not form a single duplicate set. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (45310/45478); the rest are different bugs or documentation/runtime issues in unrelated code paths.", "confidence": 0.93, - "canonical_issue_reason": "Issue 45310 is the better canonical issue because it is the earlier report of the only clear duplicate pair and has the broader, cleaner title for the shared Qwen3.5 MoE `from_pretrained` failure.", + "canonical_issue_reason": "Issue 45310 is the earliest report of the only exact duplicate pair, and it describes the same Qwen3.5 MoE `from_pretrained` failure as 45478.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the best issue to anchor the cluster since it is the clearest duplicate target among the items and represents the only exact same-bug pairing.", + "best_issue_reason": "45310 is the best issue candidate because it is the clearest representative of the only true duplicate pair; however, the broader cluster is too mixed for one issue to represent it well.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different problems: embedding dtype drift during eval vs a pipeline error message regression about translation support." + "reason": "Both mention evaluation/chat-related errors, but they are different bugs in different APIs and code paths." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch chat templating, but one is a crash with tool-call messages and the other is a mistral_common final-message continuation bug." + "reason": "Both involve chat/template handling, but one is a crash on assistant tool-call messages and the other is a `continue_final_message` tokenizer behavior issue." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Unrelated bugs: Llama 3.2 Vision model loading failure vs output embedding reinitialization after resizing embeddings." + "reason": "Unrelated problems: model loading for Llama 3.2 Vision vs embedding reinitialization after resizing token embeddings." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Different load paths and symptoms: trailing-slash local path warning vs a specific GLM model unit-test loading failure." + "reason": "Different issues: local-path import warning vs failing to load a specific model in tests." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same general API area, but distinct failures: batching with padding=False vs assistant mask generation for multimodal inputs." + "reason": "Same subsystem, but different concrete failures: batched padding crash vs incorrect assistant masks for multimodal inputs." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different code paths: flash_attention sink handling crash vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Different attention/model-offload bugs in separate code paths." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Completely different issues: LayoutLMv3 error messaging vs a Trainer `_gpu_broadcast_one` NoneType type error." + "reason": "Clarity of a LayoutLMv3 error message is unrelated to a Trainer broadcast TypeError." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Different models and behaviors: SigLIP2 docs example errors vs BeitImageProcessorFast label reduction returning the wrong shape/value." + "reason": "Documentation example errors are unrelated to a BeitImageProcessorFast `reduce_labels` bug." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different failures: CPU offload device mismatch in bark-small vs AMP/CUDA crash in LwDetrImageLoss." + "reason": "Different runtime failures: CPU offload device mismatch vs float16 AMP crash." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC forward/latents mismatch is unrelated to the unexpected position-id key warnings." + "reason": "Different bugs: DAC latent consistency vs unexpected position-id keys in model loading." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Different subsystems: missing chat template error vs DiffusionGemma weights staying on meta with device_map='auto'." + "reason": "Missing chat template error is unrelated to DiffusionGemma staying on meta with `device_map=auto`." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug is unrelated to the Trainer broadcast NoneType error." + "reason": "Tokenizer spacing bug is unrelated to Trainer GPU broadcast failure." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "These are the same bug report: identical title, same Qwen3.5 MoE `from_pretrained` regression, and both describe the same loading failure." + "reason": "Same model-loading regression with identical title and symptom (`transformers>=5.4.0`, Qwen3.5 MoE `from_pretrained` error)." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Docs-example model/processor issues are unrelated to position-id key warnings across many models." + "reason": "SigLIP2 docs issues are unrelated to position-id key warnings." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different bugs: accelerate loading of packed BitNet weights vs a stale CI test override in GraniteSpeech." + "reason": "Packed-weight loading bug is unrelated to a stale CI device-override test." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Both are subtle runtime bugs, but they affect different functions and models; not the same underlying defect." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both mention v5 regressions, but they affect different models and different failure modes (pegasus output vs Deepseek tokenizer)." + "reason": "Both are v4/v5 regressions, but they concern different models and different tokenizer/model behavior." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different model components and symptoms: feature extractor arg error vs device mismatch in Gemma4 PLE." + "reason": "Unsupported feature-extractor arg and device-mismatch during forward are unrelated." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "The checkpoint resume crash and FineWeb training start failure are not the same underlying bug." + "reason": "Checkpoint resume iterator failure is not the same bug as FineWeb training not starting." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to the categories > 2^24 runtime error." + "reason": "LoRA collapse after vocab extension is unrelated to the category-count runtime error." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "OOM in Sam3Video and over-padding in Swin2SR are unrelated issues." + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error masking from missing protobuf is unrelated to the missing import_utils availability helper." + "reason": "Tokenizer error masking from protobuf handling is unrelated to a missing import_utils availability helper." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different symptoms and platforms: Trainer broadcast NoneType error vs MacOS CLIP bus error." + "reason": "Trainer broadcast TypeError and MacOS bus error in CLIP loading are different failures." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM during Qwen2 load are distinct bugs." + "reason": "Local-path slash warning is unrelated to an OOM during tensor-parallel loading." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe output-length helper behavior." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the Qwen3 Omni MoE helper behavior." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Different detection-model training failures: missing auxiliary losses vs infeasible RTDetr cost matrix." + "reason": "Both are detection-loss issues, but they describe different failure modes and likely different fixes." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Distinct dtype-related bugs affecting different models and execution modes." + "reason": "Float16 AMP crash and bfloat16 inference dtype mismatch are different code paths and symptoms." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support is unrelated to the Llama 3.2 Vision model-loading regression." + "reason": "XLMRoberta Flash Attention support and Llama 3.2 Vision model loading are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical duplicate pair 45310/45478 is well supported by identical titles and matching Qwen3.5 MoE from_pretrained failure, with 45310 correctly chosen as the earlier canonical issue. The remaining soft-edge rejections stay conservative and are generally justified by distinct titles/symptoms rather than overstated duplication claims." + "feedback": "The summary is grounded in the packet: 45310/45478 is the only exact title duplicate, and the rest of the pairwise verdicts are conservative given the available evidence. No overstatement stands out, and the cluster-wide conclusion that the set is heterogeneous is supported." }, "evaluator_used": true, "retried": false, @@ -10120,8 +10108,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -10206,214 +10194,214 @@ "issue:29127|issue:34567", "issue:33357|issue:39692" ], - "prepared_review_unit_hash": "c8f33637aabafc3f41a49c9810428864d245fc315b0d105aa1a495938a807e6f", + "prepared_review_unit_hash": "31910fbe495141130a0c3c4aaf4cef41966ef4b938095e9bf52a295536ff5f25", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36999, - "estimated_input_tokens": 9250, - "estimated_eval_tokens": 18756 + "serialized_chars": 37005, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated model bugs, tokenizer regressions, cache/compile issues, trainer errors, and documentation/examples. None of the proposed soft edges look like the same underlying bug or change, so all are rejected.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45920 is the broadest and most representative issue in the set: it describes a concrete v5 regression affecting multiple models and has the strongest cross-model impact, making it the best single issue to anchor the cluster.", + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad theme words (generation, cache, loading, training, vision) but not the same concrete failure mode. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the strongest representative because it has the most discussion/inbound references and a concrete, reproducible bug report, though the overall cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best issue candidate because it is clearly described, affects several model families, and has broader user impact than the more narrowly scoped reports.", + "best_issue_reason": "issue:43873 is the best single issue representative due to its activity level, references, and clearly scoped technical problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Different failures and likely different code paths: SigLIP2 zero probabilities vs unexpected position-id key handling." + "reason": "Both involve model output anomalies, but one is a SigLIP2 zero-probability issue and the other is a position-id/key mismatch; different bugs and code paths." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both mention cache/generation, but one is about compiled forward output inconsistency while the other is about a cache config option only applying to quantized cache." + "reason": "One is about chunked generation inconsistencies with compiled forward, the other about cache length handling for quantized cache; related area, different defect." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "FlashAttention 2 test failures are unrelated to token embedding reinitialization after resizing." + "reason": "Flash Attention 2 test failures and embedding reinitialization after resize are unrelated failures in different subsystems." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate-time UnboundLocalError and Trainer `_gpu_broadcast_one` NoneType errors are unrelated bugs." + "reason": "A BART generate() UnboundLocalError is not the same as a Trainer broadcast TypeError; different stack traces and causes." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel failure and torch.jit GeneratorExp export failure are different model/runtime issues." + "reason": "German DistilBertModel runtime issue and torch.jit GeneratorExp export failure are unrelated." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 dtype drift in eval is unrelated to an undefined-variable bug in multimodal token counting." + "reason": "BF16-to-FP32 dtype drift in evaluation is a different problem from undefined variables in multimodal token counting." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template crashes on tool-call messages are not the same bug as Qwen2.5-VL video vision_position_ids issues." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different multimodal/template failures." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "A generation-time UnboundLocalError is unrelated to Adafactor + DeepSpeed OOM." + "reason": "Generation-time decoder mask error does not match an Adafactor/deepspeed OOM." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE, but one is about accelerated loading/conversion and the other about a version-specific load regression; not the same concrete bug." + "reason": "Both mention Qwen3 MoE, but one is loading/conversion with accelerate+deepspeed and the other is a version regression for Qwen3VL MoE loading; not the same bug." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Flash-attention import failure and missing TensorFlow in a torch install are unrelated packaging/runtime problems." + "reason": "Missing flash-attention import and missing TensorFlow backend packaging are completely unrelated." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are different model-specific regressions." + "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure do not share the same code-path." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype changes during evaluate are unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Dtype change in evaluation and gradient checkpointing in eval mode are distinct behaviors." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both involve decorator-related errors, but one is a Python 3.13 import/parser problem in DebertaV2Model and the other is a missing decorator registration issue for Qwen3.5 kernels." + "reason": "Python 3.13 import parsing failure from a decorator/comment issue is not the same as a missing decorator registration error in Qwen3.5 kernels." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A DSA indexer lacking ReLU is unrelated to removal of `is_torch_fx_available` breaking trust_remote_code models." + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType handling and Adafactor/DeepSpeed OOM are unrelated." + "reason": "NoneType GPU broadcast during Trainer and deepspeed Adafactor OOM are different failures." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Tool-call chat template crashes are unrelated to SmolVLM video padding miscalculation." + "reason": "Chat template tool-call handling and SmolVLM video padding calculation are separate multimodal bugs." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Saving/loading custom token IDs and loading the wrong custom module are both serialization issues, but they affect different parts of the load path and are not the same bug." + "reason": "Both concern save/load behavior, but one loses custom token IDs in config and the other loads the wrong custom module; different underlying issues." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong tokenizer IDs across several models is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Tokenizer ID regression across models and return_tensors being ignored are unrelated API bugs." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image Qwen2.5-VL finetuning failure and BEiT label reduction bug are unrelated processor/data-path issues." + "reason": "Qwen2.5-VL multi-image dataset finetuning and BEiT label reduction are different processor/training issues." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation problems in Qwen3.5 are unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are not the same concrete problem." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning and quantization offloading behavior are different loading/runtime issues." + "reason": "Local-path import warning and quantization offloading behavior are unrelated." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume-from-checkpoint key mismatch." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer issues." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading and Gemma4 multi-GPU OOM are different memory-management problems." + "reason": "Quantization offloading misbehavior and Gemma4 multi-GPU OOM are both memory-related but clearly distinct bugs." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/compile behavior, but one is about spurious recompilation from lazy cache init while the other is a device-tensor seq-length arithmetic bug in static cache." + "reason": "Lazy cache initialization causing recompilation and get_seq_length returning a device tensor are different cache/compile bugs." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast errors." + "reason": "Pipeline top_k output shape change is unrelated to a Trainer broadcast TypeError." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus output divergence and lm_head weight serialization inconsistency are distinct regression types." + "reason": "Different-output regression and lm_head.weight serialization inconsistency are separate model-state issues." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Gemma-3 eos_token_id mismatch and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility in Transformers and DeepseekV3MoE divergence are unrelated problems." + "reason": "Python version compatibility and DeepseekV3MoE divergence are different classes of problem." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updates are unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error in a pretrained CLIP model and SigLIP2 docs-example errors are not the same underlying issue." + "reason": "MacOS bus error for a community CLIP model and SigLIP2 doc-example errors are not the same defect." } ] }, @@ -10432,8 +10420,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -10518,214 +10506,214 @@ "issue:45440|issue:45593", "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "cf97990c92cfca2e30c02f4d7e19e6ffd1178d6dbb05603005e656b58cc10c0c", + "prepared_review_unit_hash": "f0554e86805b0c8518827d60d1fb72b644ef3465660cab838a724a3584868d8a", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36783, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "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 heterogeneous: the soft pairs are mostly unrelated bugs that merely share broad themes like tokenizers, generation, or model loading. I did not find any convincing duplicate pair to merge.", - "confidence": 0.91, - "canonical_issue_reason": "No clear canonical issue: the cluster spans many distinct bugs across unrelated components, and none of the soft pairs look like the same underlying defect.", + "summary": "No true duplicate cluster here: the soft matches are mostly superficial title similarity across unrelated bugs, regressions, and model-specific issues. I would not merge any of these pairs.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45198 is a concrete, reproducible bug report with specific failure modes and is among the more actionable items, but it is not a true duplicate hub for the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Different problems: embedding dtype drift in eval vs tensor-parallel OOM while loading Qwen2-57B." + "reason": "Different problems: embedding dtype drift in eval vs tensor-parallel OOM when loading Qwen2-57B." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but they affect different code paths: trust_remote_code import breakage vs DeepSeek tokenizer correctness." + "reason": "Unrelated: missing `is_torch_fx_available` import for trust_remote_code models vs DeepSeek tokenizer output regression." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizers/models and different failure modes: MLuke task AttributeError vs Wav2Vec2 save/tokenization failure." + "reason": "Different tokenizer failures on different models/codepaths; no shared underlying bug." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 NER padding crash and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token regression vs Gemma3 NaN embeddings; not the same bug." + "reason": "Tokenizer special-token behavior vs Gemma3 NaNs from sliding-window attention; separate bugs." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are model-loading/runtime issues, but one is cudaErrorAssert with Qwen3 auto-device-map and the other is multi-GPU OOM for Gemma4." + "reason": "Both are GPU-related, but one is a cuda assert under auto device mapping and the other is a multi-GPU OOM." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation regression and a stale warning in paged generate() are different defects." + "reason": "Flash-attention generation regression vs a stale warning in paged generate(); not the same bug." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention integration AttributeError and Gemma4 PLE device mismatch are distinct code paths." + "reason": "Different codepaths: flash_attention `s_aux=None` crash vs Gemma4 PLE device mismatch." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failures are not the same as Fuyu's bare-except error swallowing." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare `except` swallowing errors." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression and rope-parameter JSON list TypeError are unrelated." + "reason": "Model loading via `base_model_prefix` is unrelated to rope-config JSON list handling." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are different issues." + "reason": "Bart generate-time unbound variable vs Llama 3.2 Vision model loading break; different failures." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + "reason": "Failing FA2 tests and void-segmentation-map processing are separate issues." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token bug vs Qwen3.5 recurrent-state reset bug; no shared underlying defect." + "reason": "BigBirdTokenizer special-token registration vs Qwen recurrent-state reset; unrelated." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center argument in LaSrFeatureExtractor and video-input regression in Qwen VL models are different bugs." + "reason": "Unsupported `center` arg in LasrFeatureExtractor vs video-input regression in Qwen vision models." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are separate model implementation problems." + "reason": "Different model-implementation mismatches in different architectures; not the same concrete bug." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer decode issue and FastSpeech2ConformerTokenizer load failure do not match." + "reason": "Tokenizer special-token bug vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Different quantization-related bugs: FP8 config failure vs quantized model saving failure." + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are distinct quantization issues." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are unrelated." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export export failure with torch_compilable_check is not the same as Wav2Vec2 tokenization/save failure." + "reason": "torch.export failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization bugs." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue and MacOS bus error on CLIP are unrelated." + "reason": "LayoutLMv3 error-message clarity and CLIP bus error on macOS are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing-in-eval mode bug are different issues." + "reason": "Trailing-slash local path warning is unrelated to gradient checkpointing being invalid in eval mode." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to SigLIP2 nonsensical AutoModel/pipeline output." + "reason": "Sam3 dummy Conv2d cleanup and Siglip2 wrong outputs are different bugs in different models." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Gemma3 NaN embeddings with mixed-length batching is not the same as FA2 long-context performance regression." + "reason": "NaN embeddings bug vs FA2 long-context performance regression; not the same issue." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory leak are different bugs." + "reason": "Dummy layer in Sam3PixelDecoder and RT-DETR memory not released are unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 box-info error handling and embedding reinitialization after resize are unrelated." + "reason": "LayoutLMv3 error messaging and embedding reinitialization in `post_init` are separate problems." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count limit error and stale num_return_sequences warning are not the same defect." + "reason": "Category-cardinality runtime error and stale warning emission are unrelated." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n export failure and flash_attention s_aux=None crash are unrelated." + "reason": "Executorch export issues for Gemma3n are unrelated to flash_attention crashes on sink-less models." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "ReasoningEffort import breakage in Gemma 4 processor loading is distinct from the flash_attention AttributeError." + "reason": "Gemma4 processor import error from mistral_common is unrelated to flash_attention `s_aux=None` handling." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are different model-specific bugs." + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer protobuf error handling and dummy class cleanup are unrelated repository issues." + "reason": "Tokenizer error masking from protobuf handling is unrelated to leftover dummy classes in `dummy_pt_objects.py`." } ] }, @@ -10744,8 +10732,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -10828,208 +10816,208 @@ "issue:44977|issue:45245", "issue:44743|issue:44811" ], - "prepared_review_unit_hash": "cecf699d36b8999604d24fcc21c188d69059a2d0d78bdc383e572958c03f1e62", + "prepared_review_unit_hash": "e17b3d055dc6c35888131137c09329182b177dcee3e57d5e348c8348ac1526dc", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35622, - "estimated_input_tokens": 8906, - "estimated_eval_tokens": 18068 + "serialized_chars": 35619, + "estimated_input_tokens": 8905, + "estimated_eval_tokens": 18066 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated bugs and feature reports. The soft links are mostly superficial keyword overlap (for example, Flash Attention, OOM, tokenizer, or Qwen/VL mentions) rather than the same concrete defect, so I would not merge any of them as duplicates.", + "summary": "No soft edge looks like a true duplicate: most pairs share only a broad subsystem label (Qwen, tokenizer, Flash Attention, memory/OOM) but describe different failure modes, code paths, or model families.", "confidence": 0.96, - "canonical_issue_reason": "No canonical issue stands out: the set is not a single duplicate cluster, and the soft-linked issues describe different code paths and failures.", + "canonical_issue_reason": "If a single issue must anchor the set, issue 46693 is the clearest, most specific report with strong discussion activity; however, the items are too heterogeneous to treat it as a real duplicate canonical for the group.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue exists because the cluster is heterogeneous; any one issue would be a poor representative for the rest.", + "best_issue_reason": "Issue 46693 has the strongest standalone signal: a concrete Flash Attention regression, an explicit version boundary, and substantial engagement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "Different products and failures: BeitImageProcessorFast label reduction vs VL image-placeholder handling." + "reason": "Different bugs: one is a BeitImageProcessorFast label-reduction bug, the other is a VL image-placeholder parsing failure." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory growth; not the same bug." + "reason": "Both mention OOM, but the causes differ: tensor-parallel load OOM vs int4 quantization memory regression." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4 processor attribute error is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + "reason": "Gemma4 processor init failure is unrelated to a DiffusionGemma generation/pipeline output bug." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder-type mismatch in v5 is a different issue from ignoring tokenizer.json during AutoTokenizer load." + "reason": "Both are tokenizer-related, but one is about decoder type selection in v5 and the other about AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Model misbehavior with AutoModel/pipeline is unrelated to RT-DETR memory being retained after deletion." + "reason": "Unrelated failures: bad/nonsensical SigLIP2 outputs versus RT-DETR memory not being released." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 sliding-window NaN embeddings." + "reason": "TokenizersBackend post-processor updates and Gemma3 NaN embeddings are different code paths and symptoms." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4 loading, but one is an external import error and the other is a missing processor attribute; different fixes." + "reason": "ImportError from mistral_common and missing _tokenizer on Gemma4Processor are different loading issues." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR garbage-collection memory leak and sam3-litetext memory overflow are different model-specific issues." + "reason": "Both involve memory, but one is a GC/memory-release leak and the other is a model load/runtime overflow." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in inference are unrelated." + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatch warnings are unrelated failures." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Importing ReasoningEffort from mistral_common is unrelated to tokenizer error masking when protobuf is absent." + "reason": "An import dependency break is not the same as protobuf-related tokenizer error masking." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an Adafactor/DeepSpeed OOM." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 box-validation messaging." + "reason": "Different subsystems: Flash Attention integration vs LayoutLMv3 error-message clarity." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Beit image label handling and Kosmos2.5 OCR index errors are different code paths." + "reason": "BeitImageProcessorFast label handling and Kosmos2.5 long-OCR index errors are not the same bug." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer OOM in DeepSpeed is unrelated to Llama 3.2 vision model-loading breakage." + "reason": "Optimizer OOM in DeepSpeed is unrelated to a model-loading regression for Llama 3.2 Vision Instruct." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "DeepSpeed/Adafactor OOM and token-embedding resize reinitialization are different bugs." + "reason": "OOM in optimizer state handling is not the same as embedding reinitialization after resize." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2.5-VL import is not the same as a generic dependency issue with transformers." + "reason": "Missing export/import of Qwen2.5-VL class is unrelated to a generic dependency issue with transformers." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Label-reduction logic in BeitImageProcessorFast is unrelated to FA2 long-context performance regression." + "reason": "Label reduction in an image processor is unrelated to a Flash Attention long-context performance regression." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash in LwDetrImageLoss is unrelated to sink-less flash-attention attribute handling." + "reason": "Float16 AMP crash in LwDetrImageLoss and sink-less Flash Attention AttributeError are different failures." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL loading is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Missing pad_token_id on Qwen3-VL loading and sliding_window behavior in Qwen3-MoE are separate issues." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are generic Flash Attention 2 reports, but the titles are too broad to establish the same concrete bug." + "reason": "Both are vague Flash Attention titles, but there is no evidence they refer to the same concrete bug or code path." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Siglip2 pipeline output problems and sam3-litetext memory overflow are different issues." + "reason": "SigLIP2 bad outputs and sam3-litetext memory overflow are unrelated model-specific problems." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL shape mismatch are separate loading problems." + "reason": "Qwen3Moe FP8 config failure is unrelated to Qwen3-VL weight-shape mismatch." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading behavior do not describe the same bug." + "reason": "Gradient checkpointing in eval mode and quantization offloading are different behaviors with different causes." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are unrelated." + "reason": "Flash Attention sink handling and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "RoPE validation TypeError from JSON-loaded lists is unrelated to the Qwen3.5 kernel registration error." + "reason": "RoPE validation on JSON-loaded lists and a missing decorator for apply_rotary_pos_emb are different bugs." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but batched chat-template padding crashes and video vision_position_ids are different failures." + "reason": "Both are Qwen2.5-VL, but one crashes on batched chat template padding=False while the other has wrong video vision_position_ids." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom-model initialization breakage and patchtsmixer post_init policy are not the same concrete problem." + "reason": "Custom model init breakage in Transformers 5.0 and PatchTSMixer post_init restrictions are not the same issue." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation issues and the 2^24 category limit error are unrelated." + "reason": "Flash-attention generation problems and a category-count runtime limit are unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3 recurrent-state reset behavior and Whisper batch_decode special-token handling are different code paths." + "reason": "Qwen3 modular recurrent-state reset and Whisper batch_decode token skipping are different code paths." } ] }, @@ -11048,8 +11036,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -11131,20 +11119,20 @@ "issue:43575|issue:43742", "issue:43232|issue:43388" ], - "prepared_review_unit_hash": "dcb0480b124b6c0c150c582b228c3d3a40510f8412b34902dc4f693a42cfcb12", + "prepared_review_unit_hash": "8ff7c2ac8d017792403e83349596950162e671edb353a6b99553d3ff7af1dcde", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35994, + "serialized_chars": 35993, "estimated_input_tokens": 8999, "estimated_eval_tokens": 18254 }, @@ -11153,174 +11141,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a coherent duplicate cluster: it mixes unrelated issues spanning loading, generation, training, backend imports, docs, and model-specific regressions. All soft links are superficial and should be rejected. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43873 is the closest anchor because it has the most discussion and inbound references, but the cluster is too heterogeneous to treat as one duplicate family.", + "summary": "The items are a heterogeneous mix of unrelated issues; none of the soft pairs look like true duplicates or the same concrete change. No PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43873 is the broadest and most active open bug in the set, so it is the best anchor among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the most active/open report and the strongest representative issue in this set, even though it does not actually unify the cluster.", + "best_issue_reason": "issue:43873 is the most suitable standalone issue here because it is open, well-discussed, and describes a concrete user-facing failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different models and code paths: CLIPVision hidden-state regression vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Different model bugs: CLIPVisionModel hidden_states regression vs Qwen3_5Moe CPU-offload rotary embedding incompatibility." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-classification padding bug are unrelated subsystems." + "reason": "Unrelated failures: FastSpeech2Conformer tokenizer loading vs Perceiver image classification with non-default resolution." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is an unsupported feature-extractor argument." + "reason": "Different code paths: audio chat-template sampling rate vs LasrFeatureExtractor passing an unsupported arg." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and Qwen recurrent-state reset are different problems with different code paths." + "reason": "One is a local-path import warning; the other is recurrent state reset with cache in Qwen3.5 modular code." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing on a tokenizer class." + "reason": "BitNet packed-weight loading during accelerate vs tokenizer loading failure are unrelated bugs." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLM-R Flash Attention 2 support and BART generate mask initialization are separate bugs." + "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask initialization are different issues." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Package extra/backend installation issue does not match a missing import_utils availability flag." + "reason": "Packaging/backend dependency issue vs missing import_utils helper symbol; not the same bug." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init contract and Qwen video-input regression are different model/features." + "reason": "PatchTSTMixer post_init deprecation and Qwen video-input regression affect different models and code paths." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "sys.modules access safety is unrelated to DeepSeekV3MoE behavioral divergence." + "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline APIs." + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing pipeline() after removals." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config API issues, but they affect different models and different missing fields." + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are different config bugs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading failure and Gemma eos_token_id inconsistency are unrelated." + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration mismatch." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken construction bug and Hub revision forwarding are different utility-layer problems." + "reason": "AddedToken special-arg collision and list_repo_files revision forwarding are distinct API bugs." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload regression are different mechanisms." + "reason": "trust_remote_code config field loss is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is not the same as Qwen composite config unwrapping in from_config." + "reason": "Gemma3TextConfig inconsistency and AutoModelForCausalLM.from_config text_config unwrapping are different composite-config problems." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are different preprocessing bugs." + "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different load failures." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are not the same failure." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model loading regression and missing BACKENDS_MAPPING entry for tensorflow_text are different issues." + "reason": "Model loading regression for a specific repo is unrelated to tensorflow_text backend registration." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to an unrecognized model config missing model_type." + "reason": "Local dataset loading in the image-classification script is unrelated to an unrecognized model config error." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "One is a load-time shape mismatch; the other is a save_pretrained checkpoint regression." + "reason": "Qwen3-VL weight mismatch and Qwen3.5 save_pretrained regression are separate issues." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "resume_from_checkpoint key mismatch and CPU/CUDA output divergence are not the same bug." + "reason": "resume_from_checkpoint key mismatch is unrelated to PPDocLayoutV3 CPU/CUDA result differences." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen2 tp OOM are different symptoms and code paths." + "reason": "3d_parallel.py runtime failure and Qwen2-57B tensor-parallel OOM are different problems." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba is unrelated to checkpoint key mismatch on resume." + "reason": "Bamba torch.compile SDPA failure and resume_from_checkpoint key mismatch do not share the same code path." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and bare-except error swallowing in FuyuBatchFeature are unrelated." + "reason": "Tokenizer loading failure and FuyuBatchFeature exception handling are unrelated bugs." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Large-model tensor-parallel OOM and MobileLLM key error are different loading bugs." + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to a key error loading MobileLLM-125M." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are different training/runtime paths." + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label dropping are different training/inference paths." } ] }, @@ -11339,8 +11327,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -11422,196 +11410,196 @@ "issue:43572|issue:46178", "issue:45381|issue:47217" ], - "prepared_review_unit_hash": "4fc74ac38160fd6364560dfb4a11e7c832d977ab67634799eee6ba8761b8453d", + "prepared_review_unit_hash": "d05461fced81f86c1cfb317a8460f8b6c400f8f04377042c2b711038b5bc16a7", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35717, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "serialized_chars": 35715, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issues grouped by broad topical similarity. I don\u2019t see any soft pair that is clearly the same underlying bug/change, though a few are loosely related around multimodal or save/load behavior.", - "confidence": 0.78, - "canonical_issue_reason": "Issue #44521 is the strongest representative to anchor the cluster because it has the broadest multimodal/chat-template framing and the most surrounding user interest (inbound refs/discussion) among the issues here.", + "summary": "This set is highly heterogeneous and does not form a real duplicate cluster. The soft-similarity pairs mostly share only broad subsystem language, not the same concrete bug or code path, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical duplicate stands out because the issues are unrelated. If one representative must be chosen, issue 44521 is the strongest candidate because it has the most activity and a concrete multimodal regression.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best issue to represent the cluster\u2019s closest recurring theme: multimodal template/processing regressions. It is also active and externally referenced.", + "best_issue_reason": "Issue 44521 is the best representative issue: it is specific, actively discussed, and has the clearest reproducible symptom among an otherwise unrelated set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Different failures: Flash Attention support for XLM-Roberta vs Trainer GPU broadcast NoneType error." + "reason": "Different failures: FlashAttention support for XLMRoberta vs a Trainer broadcast TypeError." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is a CLIPVisionModel output regression; the other is a generic ModelOutput key-assignment bug." + "reason": "One is a CLIPVision hidden_states regression; the other is a general ModelOutput None-key assignment bug." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated code paths." + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated problems." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states output regression vs attention-kernel divergence under torch.compile are different bugs." + "reason": "Hidden_states regression in CLIPVision is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to an AutoModel PyTorch import error." + "reason": "Pipeline top_k output-shape change is unrelated to missing PyTorch causing AutoModel import failure." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism hidden_states mix-up and Gemma4 quantized dtype casting are separate model-specific issues." + "reason": "Different model families and bugs: hidden_states wiring vs quantized embedder dtype casting." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is dequantized-model saving and the other is wrong custom-module loading." + "reason": "Saving dequantized models failing is not the same as loading the wrong custom module after save_pretrained." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id config mismatch." + "reason": "Processor/tokenizer regression and eos_token_id config inconsistency are different code paths." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + "reason": "A model_max_length question and a missing transformers.onnx import are unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as a pipeline translation error message issue." + "reason": "Both mention v5 behavior, but one is custom processor/tokenizer regression while the other is a pipeline error-message issue." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription failure are different model behaviors." + "reason": "Gemma eos_token_id config mismatch is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal, but assistant_mask generation and image-placeholder-in-user-text failures are not clearly the same bug." + "reason": "Both are multimodal, but one is assistant_masks being zeroed and the other is failure on an image placeholder in user text; not the same bug." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing availability helper and kernels package import failure are unrelated import issues." + "reason": "Missing import_utils helper and kernels version/revision import failure are different dependency issues." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image-preprocessor dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Config API mismatch and TimesFM window_size AttributeError are different issues." + "reason": "Config API inconsistency is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization regression and GPTNeoX rotary_pct reload bug do not share the same root cause." + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload persistence are different bugs." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init policy and non-persistent buffer junk are separate v5 regressions." + "reason": "Optional post_init validation and non-persistent buffer junk are not the same underlying change." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Compiled-forward generation inconsistency and chunked-prefill recompilation are different chunking/compilation problems." + "reason": "Chunked generation inconsistency and chunked-prefill recompilation are related at a high level but not the same concrete defect." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file handling bug is not the same as missing model_type in config.json." + "reason": "gguf_file/from_pretrained breakage and unrecognized model_type are different loading failures." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma-3 token config mismatch and sinq save/load breakage are unrelated." + "reason": "Gemma token-id mismatch and quantized sinq save/load breakage are separate serialization issues." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in tensor conversion and Trainer import failing with datasets installed are not the same bug." + "reason": "A bare except in Fuyu conversion is unrelated to Trainer import failing because of datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus generate_images test failure are unrelated model-specific issues." + "reason": "ESM2 breakage and a janus test failure are not the same bug." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head tying bug and Ministral FlashAttention failure affect different code paths." + "reason": "lm_head weight tying and FlashAttention failure for Ministral-3 are different code-path problems." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Missing load-balancing loss and CohereASR double-shift training loss are distinct Mixture-of-Experts/training bugs." + "reason": "Missing load-balancing loss and CohereASR double-shift bug are different training-loss issues." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-input error and Qwen2_5_VLProcessor batched chat-template crash are different multimodal paths." + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to batched apply_chat_template padding=False crash." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig has nothing to do with a BACKENDS_MAPPING tensorflow_text import error." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Video vision_position_ids bug and image-placeholder-in-user-text failure are both VL-related but not the same concrete defect." + "reason": "Qwen2.5-VL video vision_position_ids bug and image-placeholder-in-user-text failure are different multimodal issues." } ] }, @@ -11630,8 +11618,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -11712,20 +11700,20 @@ "issue:44869|issue:46832", "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "6e30254ff2da6cf5465c8ac2032fc721eb34447eac014e9b7745c1686acef7bb", + "prepared_review_unit_hash": "7196ca2902333c161db0840dd10483957f8be7d1ff3b8cf27dd64bf67bd9cd24", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35610, + "serialized_chars": 35612, "estimated_input_tokens": 8903, "estimated_eval_tokens": 18062 }, @@ -11734,168 +11722,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a collection of unrelated issues across model loading, generation, vision pipelines, Flash Attention, caching, docs, and serving. The soft pairs only share broad subsystem keywords; none look like the same underlying defect, so no duplicate merges are warranted.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items do not form a single duplicate set, and the soft pairs are only loosely related by subsystem rather than by the same concrete bug.", + "summary": "This cluster is not a duplicate set: the issues span many unrelated transformers subsystems (generation, model loading, processors, cache, docs, serving, vision/video). None of the soft edges look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items are heterogeneous and do not share one concrete failure mode or code path.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue candidate: there is no shared underlying problem to anchor the cluster, so any single issue would be an arbitrary representative rather than a true canonical.", + "best_issue_reason": "issue:46693 is the strongest stand-alone issue: it has clear regression context, substantial discussion, and multiple inbound references for the FA2/long-context performance problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is a local-model path collision in trust_remote_code and the other is max_cache_length handling for quantized cache; different bugs." + "reason": "Different cache-related bugs: local-model trust_remote_code path collision vs max_cache_length handling for quantized cache." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Sam3PixelDecoder dummy conv and Sam3Video OOM are unrelated failure modes; same model family is not enough." + "reason": "Both touch SAM3 video, but one is about a dummy Conv2d layer and the other is a CUDA OOM report; not the same concrete bug." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and Sam3-LiteText memory overflow are different models and different code paths." + "reason": "Unrelated models and failures: OmDet-Turbo processor size mismatch vs sam3-litetext memory overflow." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TF backend import behavior and a missing transformers import_utils symbol are unrelated." + "reason": "Completely different areas: tensorboard/tensorflow backend setup vs a missing import_utils helper." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both involve loading/saving, but one is a legacy preset field for BEiT and the other is wrong custom-module resolution after save_pretrained." + "reason": "Both are loading/serialization issues, but they affect different mechanisms and models; not one underlying defect." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different models and symptoms." + "reason": "Different models and symptoms: janus image-generation test failure vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A Janus test regression and Sam3LiteText auto_mappings CI break are separate model-specific issues." + "reason": "Janus test failure and auto_mappings CI breakage are unrelated bugs." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "One is a specific model not supporting FA2 yet; the other is a generic Flash Attention 2 issue with no evidence it is the same defect." + "reason": "One is a specific model not supporting FA2 yet; the other is a broader FA2 issue. Not the same concrete code-path problem." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Windows/ROCm import failures from torch.distributed dependencies." + "reason": "Different failure classes: exception masking in Fuyu tensor conversion vs Windows/ROCm import dependency errors." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "A vague request to add data and a Gemma pipeline roundtrip bug are not the same underlying issue." + "reason": "No overlap: placeholder-style issue vs Gemma pipeline roundtrip failure." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "Video-input regression in several VL models and image-placeholder failures in user text are different modalities and likely different bugs." + "reason": "Both involve VL models, but one is a video-input regression and the other is image-placeholder handling in user text." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "Unrelated model-specific config errors: missing pad_token_id vs sliding_window behavior." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload regression do not describe the same bug." + "reason": "Generic v5 buffer initialization bug is unrelated to GPTNeoX rotary_pct persistence on reload." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/extended-vocabulary collapse with tied embeddings and Gemma4 mm_token_type_ids defaults are different training/config issues." + "reason": "Different training/serialization bugs: LoRA merge with extended vocab vs Gemma 4 multimodal token IDs defaulting." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize and local-path trailing-slash import warnings are unrelated." + "reason": "Embedding reinitialization and trailing-slash local path warnings are unrelated." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput are different problems." + "reason": "Both are video/vision related, but they concern different models and different missing-component errors." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but one is a missing GenerationMixin cache in v5 chunked_prefill and the other is recurrent state reset in modular_qwen3_5.py; not the same defect." + "reason": "Both mention cache/state, but one is a generic GenerationMixin cache regression and the other is Qwen3.5 recurrent state reset." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in an example script and loading a multimodal pretrained model are unrelated." + "reason": "Dataset loading script failure and Phi-4 multimodal model loading failure are unrelated." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Label truncation in gather_for_metrics and auxiliary-loss normalization are distinct training/evaluation bugs." + "reason": "Different bugs: evaluation metric label dropping vs auxiliary loss normalization." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "FA2 long-context performance regression and image-placeholder handling in VL models are different issues." + "reason": "FA2 long-context performance regression is unrelated to VL image-placeholder failures." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2Model and a flash_attention AttributeError on sink-less models are unrelated." + "reason": "Python 3.13 import parsing issue is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A Janus model test failure and an unreleased peft version bump are not the same bug." + "reason": "Janus test failure and PEFT version pin mismatch are unrelated." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART generate() UnboundLocalError and output-embedding reinitialization after resizing embeddings are separate code paths." + "reason": "Bart generate() UnboundLocalError and embedding reinitialization on resize are different bugs." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() and a SIGLIP2 inference issue with AutoModel/pipeline are different artifacts." + "reason": "Docs referencing removed pipeline() is not the same as a model producing bad outputs with AutoModel/pipeline." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated model bugs." + "reason": "Whisper timestamp decoding crash and RT-DETR forward TypeError are unrelated." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache continuation indexing and Gemma4Processor missing _tokenizer are different server-side failures." + "reason": "Both affect transformers serve, but one is KV-cache continuation indexing and the other is Gemma4Processor missing _tokenizer." } ] }, @@ -11914,8 +11902,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -11980,8 +11968,8 @@ "issue:44077|issue:44877", "issue:44242|issue:46897", "issue:45563|issue:45584", - "issue:43550|issue:44190", "issue:45381|issue:46369", + "issue:43550|issue:44190", "issue:41720|issue:45245", "issue:44933|issue:45362", "issue:43673|issue:46421", @@ -11997,202 +11985,202 @@ "issue:45127|issue:45357", "issue:44464|issue:45563" ], - "prepared_review_unit_hash": "796aed2cd5b7ea1f75e7a40f7fce909ff520f847c3624f838f55d1d9c3c9784c", + "prepared_review_unit_hash": "b3447b630f43831b96dd66877556a194b6d3fb30b3a119aaf56373eb90729f4e", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35589, - "estimated_input_tokens": 8898, - "estimated_eval_tokens": 18052 + "serialized_chars": 35585, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose lexical grouping of unrelated issues; the soft pairs share broad subsystem words but not the same concrete bug or fix path, so none should be merged as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue stands out: the items cover many unrelated regressions and feature bugs, so a representative duplicate target is not justified.", + "summary": "This cluster is heterogeneous: the soft links connect unrelated issues across generation, model loading, vision preprocessing, config, cache, and CI. I don\u2019t see any true duplicate pair here.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue stands out; the items are not duplicates and span unrelated bug reports, so there is no single issue that can safely represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for the cluster; the titles are too heterogeneous for one canonical duplicate to make sense.", + "best_issue_reason": "No global best issue for deduping: none of these issues is a clear anchor for the others because the linked items do not share the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both mention trust_remote_code/cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading; different failure modes and fixes." + "reason": "Both involve trust_remote_code/cache handling, but one is a local leaf-directory cache collision and the other is a FileNotFoundError when loading from cache; different failure modes and code paths." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "These are unrelated: category-cardinality limits in preprocessing vs cache.get_seq_length returning a device tensor and breaking slice arithmetic." + "reason": "Category-count overflow and device-tensor seq_length arithmetic are unrelated bugs." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk initialization is a runtime state bug; rotary_pct reverting on reload is a config serialization issue." + "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both involve dtype casting, but they affect different models and code paths: bfloat16 inference mismatches vs quantized Gemma4 vision/audio embedders." + "reason": "Both mention dtype casting/mismatches, but they affect different models and different quantized vision paths; not the same bug." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 IndentationError in DebertaV2 are unrelated bugs." + "reason": "Sparse-layer construction with num_sparse_encoder_layers=0 is unrelated to a Python 3.13 torch.jit script parsing error." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are separate configuration/model issues." + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are different subsystems and failure types." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are not the same bug or change." + "reason": "Pipeline top_k nesting behavior is unrelated to XLMRoberta with Flash Attention 2." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "One is a Qwen3-VL weight-shape load failure; the other is an incorrect tied-weights warning in Qwen3-Next. Different model families and code paths." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weight warnings are different model-loading/config issues." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription generation failure are unrelated symptoms with different fixes." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init handling in patchtsmixer and strict config loading for granite_speech are distinct validation/configuration problems." + "reason": "Optional post_init in patchtsmixer and strict config rejection for granite_speech are not the same bug." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Load-balancing loss omission when output_router_logits=False is different from Florence2 double-shift training loss logic." + "reason": "Both concern training loss, but one is a missing load-balancing loss term and the other is a double-shift bug in Florence2; different code paths." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Paged generate warning cleanup and Whisper empty-transcription failure are unrelated generation issues." + "reason": "Paged generate stale warning and Whisper empty transcription are unrelated generation issues." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the image-classification script." + "reason": "Wrong video vision_position_ids in Qwen2.5-VL is unrelated to Sam3-litetext memory overflow." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different model bugs." + "reason": "torch.compile SDPA failure in Bamba and local dataset loading in an example script are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and category-count overflow are not the same underlying issue." + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow are different problems." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils and Qwen3.5-35B chat crash do not share a concrete failure path." + "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B chat crashes." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both concern chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is a recompilation regression from lazy cache initialization; not the same fix." + "reason": "Both touch chunked prefill/cache, but one is missing cache in GenerationMixin and the other is spurious recompilation from lazy init; not the same concrete bug." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and dataset loading in a training script are unrelated." + "reason": "Sparse-layer config bug and local dataset loading issue are unrelated." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading problems and janus generate-images test failure are different model/test issues." + "reason": "GLM-4.7-Flash loading in unit tests and janus image-generation test failure are distinct issues." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same bug as OmDet-Turbo's processor producing 640px inputs instead of 224px." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different model/preprocessing bugs." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Qwen video-input regression and serve KV-cache continuation tensor indexing are separate code paths and fixes." + "reason": "Video-input regression across Qwen models is unrelated to KV-cache continuation tensor indexing in transformers serve." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both involve video processing, but the bug is different: incorrect vision_position_ids vs incorrect padding calculation." + "reason": "Both involve video/image preprocessing, but they affect different models and different bugs: wrong position ids vs incorrect padding calculation." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "flash_attention.py crashing on s_aux=None and xLSTM unpacking a bare tensor are unrelated shape/contract bugs." + "reason": "Flash attention s_aux=None AttributeError and xLSTM bare-tensor unpacking are unrelated runtime bugs." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "CUDA OOM in Sam3Video and memory overflow in sam3-litetext are different models and failure causes." + "reason": "CUDA OOM in Sam3Video and memory overflow in sam3-litetext are both memory-related but not the same underlying issue." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "A regression in processor.tokenizer/image handling is unrelated to gemma4 token embedding resize propagation." + "reason": "processor.tokenizer/images regression and gemma4 resize_token_embeddings not updating embed/output embeddings are different API bugs." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 documentation example errors and local dataset loading script failure are not the same issue." + "reason": "SigLIP2 documentation example errors are unrelated to loading a local dataset in the image-classification script." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different persistence/training bugs." + "reason": "LoRA merge collapse with extended vocabulary and incorrect visual encoder keys on save_pretrained are different persistence/model-state bugs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Inconsistent compiled generation outputs and a stale num_return_sequences warning are different generation problems." + "reason": "Compiled-forward chunked generation inconsistency and a stale paged-generate warning are different generation issues." } ] }, @@ -12211,8 +12199,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -12294,209 +12282,212 @@ "issue:43531|issue:45600", "issue:44295|issue:46506" ], - "prepared_review_unit_hash": "73825ce72ac5d1cd939b3733760a39597273782d91331bdf188d2e47763e5ef1", + "prepared_review_unit_hash": "5082622571621173a94ce1ee87ba71f87f2b6eac3bd9b1ac923b327cbd612adf", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35797, - "estimated_input_tokens": 8950, - "estimated_eval_tokens": 18156 + "serialized_chars": 35802, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic bundle of unrelated Transformers issues, not a true duplicate set. The only close match is the DeepSeek tokenizer pair, but even that looks more like a related follow-up than the same defect.", - "confidence": 0.9, - "canonical_issue_reason": "No single issue cleanly represents the cluster: the items span unrelated regressions across tokenizers, model loading, chat templates, generation, CI, and backends.", + "summary": "Most items are unrelated issues spanning different models, loaders, processors, and CI failures. The only clear duplicate-like pair is the DeepSeek tokenizer regression; the rest are too different to merge as the same bug/change.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a strong global canonical; choose by subtopic rather than treating this as one duplicate thread.", + "best_issue_reason": "issue:44521 is the most reference-heavy and active item, so it is the best representative issue in this set, though the overall cluster is too heterogeneous for a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44779", "right": "issue:46489", - "accept": false, - "reason": "Both are DeepSeek tokenizer regressions in v5, but one is generic and the other is DeepSeek-Coder v1 with a specific PR-gap note; not clearly the same underlying bug." + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5; 46489 is a model-specific instance of incorrect tokenization/output and references the same fix gap." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different code paths: token embedding resize/reinit vs Whisper empty-transcription generation failure." + "reason": "Different failures: Gemma4 resize_token_embeddings behavior vs Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Separate multimodal video-processing bug vs KV-cache tensor-indexing crash in serve." + "reason": "Both are multimodal/serving issues, but one is Qwen3OmniMoe video processing and the other is KV-cache continuation tensor indexing in serve." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both involve apply_chat_template edge cases, but one is tool-call assistant content and the other is an empty input list; not the same defect." + "reason": "Both hit apply_chat_template, but one is tool-call/no-content handling and the other is empty-list IndexError; different edge cases and code paths." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Unrelated failures: pipeline top_k nesting change vs BART generate decoder_attention_mask assignment error." + "reason": "Unrelated bugs: pipeline top_k nesting vs BART generate() decoder_attention_mask assignment error." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI breakages, but caused by different regressions in unrelated areas." + "reason": "Both involve CI, but the roots differ: stale GraniteSpeech device override test vs removed Sam3LiteText configs in auto_mappings." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Different APIs and bugs: tokenizer.json selection vs list_repo_files not forwarding revision." + "reason": "Both touch repository/file listing behavior, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files revision forwarding." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are loading/config issues, but one is trust_remote_code missing fields and the other is an unrecognized model without model_type." + "reason": "Both concern config/model loading, but one is missing fields with trust_remote_code and the other is an unrecognized model due to missing model_type." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Different multimodal bugs: assistant masks in chat templates vs qwen2.5-vl video vision_position_ids." + "reason": "Both are multimodal template/model issues, but one is assistant_masks from apply_chat_template and the other is Qwen2.5-VL video vision_position_ids." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Two distinct model-load failures for different models; no shared underlying bug is evident." + "reason": "Different model-load failures for different models; no shared concrete bug." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend installation are separate issues." + "reason": "Both are import-related, but one is Python 3.14 loading and the other is TensorFlow backend detection with tensorboard-only installs." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are related only broadly; not the same bug." + "reason": "Import slowdown vs unsafe sys.modules access are related only loosely; not the same bug." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to post_init reinitializing output embeddings after resize." + "reason": "XLMRoberta Flash Attention 2 support and token-embedding reinitialization after resize are unrelated." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image-processor bugs affecting different models and preprocessing steps." + "reason": "Both image-processor bugs, but one is label reduction and the other is over-padding in Swin2SR." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/prefill, but one is a missing cache in chunked_prefill and the other is a device-tensor arithmetic issue under static cache + compile." + "reason": "Both involve generation cache, but one is missing cache in v5.0 chunked_prefill and the other is a device-tensor seq_length issue in static cache/torch.compile." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "A model-loading failure and a broken auto_mappings reference are different regressions." + "reason": "Model-loading failure vs stale auto_mappings references; different subsystems and fixes." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU device placement and a bare-except swallowing errors are unrelated." + "reason": "XLNet device placement bug and Fuyu bare-except error handling are unrelated." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI device-override failure is not the same as a specific model load error." + "reason": "Different CI/load failures with no shared underlying code path." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "A packaging/backend install issue and a generic dependency issue are too broad to treat as the same bug." + "reason": "Specific backend-packaging bug vs vague dependency issue; not the same concrete problem." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Unrecognized model/config loading and VL placeholder handling are different failure modes." + "reason": "Unrecognized model/config loading issue vs VL image-placeholder handling in user text." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast of NoneType and token embedding reinitialization are unrelated." + "reason": "Trainer broadcast NoneType error and embedding resize reinitialization are unrelated." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "trust_remote_code cache collisions and a missing import_utils helper are separate issues." + "reason": "trust_remote_code cache path collision and missing import_utils helper are different bugs." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal chat-template assistant masks are unrelated." + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are distinct issues." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different underlying export problems." + "reason": "Missing specific Qwen2.5-VL image processor export vs missing top-level AutoImageProcessor import; different symbols and causes." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; no shared root cause is shown." + "reason": "Both are ImportErrors, but for unrelated missing symbols in different modules." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Untied lm_head weights and an incorrect saved checkpoint regression are distinct model lifecycle bugs." + "reason": "Weight tying in Mistral3ForConditionalGeneration vs Qwen3.5 save_pretrained regression are different model-specific bugs." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings references are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Buffer registration/position_ids error and CPU-vs-CUDA output divergence are different problems." + "reason": "Position_ids buffer reading error and CPU/CUDA result differences in PPDocLayoutV3 are different code paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft edge, 44779/46489, is well supported by the titles\u2019 shared DeepSeek tokenizer regression. The rejected pairs are mostly justified by clearly different titles/subsystems, and the representative-issue choice is reasonable given the reference/activity counts." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12508,8 +12499,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -12595,220 +12586,220 @@ "issue:43295|issue:44779", "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "0dc0515ebac4a4ef08fafd4b385e13747c97e5261eabf89ea675e7fca5d72b2c", + "prepared_review_unit_hash": "db8f8ef1f70f8b00c324305bce755c908c3ab1878138a4e189f959b8811435bf", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36835, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "serialized_chars": 36832, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edges look like true duplicates; the pairs mostly share only a subsystem, model family, or versioning theme while describing different concrete failures. If a representative issue is needed, issue:43295 is the strongest standalone regression report.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43295 is the clearest standalone bug report: explicit regression, concrete API break, reproducible behavior, and broad impact.", + "summary": "The set is mostly heterogeneous transformer bugs and docs/runtime regressions. I found no pair that clearly meets the bar for duplicate acceptance; the closest matches are only same-subsystem, not same underlying bug.", + "confidence": 0.83, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the best overall representative because it is specific, reproducible, and well-scoped compared with the more niche or documentation-oriented reports.", + "best_issue_reason": "issue:43295 is the clearest, most concrete regression in the set and a strong representative of high-impact multimodal API breakage, even though the overall cluster is not a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Both concern model/processor behavior, but one is a processor.tokenizer regression and the other is an embedding resize bug; different code paths." + "reason": "Different regressions: processor/tokenizer multimodal access vs embedding resize behavior." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification processor lookup and a notebook syntax error are unrelated failures." + "reason": "Unrelated topics: video-classification processor lookup vs notebook syntax error." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other is max_cache_length semantics for quantized cache." + "reason": "Both involve cache wording, but one is GenerationMixin chunked prefill and the other is quantized-cache max length handling." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-validation list handling are distinct config bugs." + "reason": "Different config validations: Llama head_dim vs rope validation list typing." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different models and different problems: helper output-length behavior vs CPU/CUDA result divergence." + "reason": "Unrelated: qwen3_omni_moe helper length calculation vs CPU/CUDA output divergence." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "One is unrecognized model loading; the other is an image-processor torchvision dependency regression." + "reason": "Different problems: unrecognized model loading vs PIL image processor torchvision dependency." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache-missing behavior and ANSI-color output in loading_report are unrelated." + "reason": "Cache bug vs ANSI formatting in loading_report; no shared code-path." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Both are version/load-time complaints, but they involve different root causes and model paths." + "reason": "Both are environment/dependency related, but one is Python version support and the other is loading a specific model." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "reduce_labels returning one label is unrelated to a docs mismatch about return_all_scores." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to TextClassificationPipeline docs mismatch." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A documentation/behavior mismatch does not match an unrecognized-model configuration error." + "reason": "Docs wording issue vs model-loading error; not the same bug." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon TypeError in warmup and Gemma4 quantized-dtype casting are unrelated bugs." + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedder casting are unrelated." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a runtime failure on torch>=2.9 and the other is a version-check bug for AuxRequest import." + "reason": "Same subsystem (flex_attention) but different failures: compiled flex attention on torch>=2.9 vs incorrect version check for AuxRequest import." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate training logic issues." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error and _torch_extract_fbank_features behavior are unrelated." + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but saving dequantized checkpoints and FlashAttention load failures are different code paths." + "reason": "Different Ministral failures: save_pretrained/quantization vs FlashAttention runtime." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder text issue and audio feature extraction are unrelated." + "reason": "Non-informative data request vs audio feature extraction bug; unrelated." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken special-argument TypeError are different failures." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python-version compatibility and a generic dependency issue are too broad and not the same bug." + "reason": "Different dependency issues: Python support vs generic transformers dependency problem." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A janus generation test failure and cache-length configuration semantics are unrelated." + "reason": "Janus image-generation test failure is unrelated to cache max-length handling." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both are in flash_attention, but model-specific FlashAttention failure and s_aux=None crash are not the same concrete bug." + "reason": "Both mention flash attention, but one is a model-specific Ministral-3 failure and the other is a generic s_aux=None AttributeError; not enough evidence of the same bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2_5_VL import and nonexistent image_utils import are different API surface issues." + "reason": "Different import/export problems affecting different symbols." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config classes and different field/default handling bugs." + "reason": "Separate multimodal config bugs in different models and fields." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same underlying problem." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not the same underlying defect." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." + "reason": "Embedding resize bug and Whisper empty-transcription bug are unrelated." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "Docs mismatch for text classification is unrelated to VL image-placeholder handling." + "reason": "Docs mismatch vs VL image-placeholder parsing failure; unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained checkpoint corruption are separate model lifecycle bugs." + "reason": "Qwen model loading regression and checkpoint save regression are different code paths." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend state and tokenizer thread-safety regression are unrelated." + "reason": "Tokenizer backend language-state bug vs thread-safety regression; different issues." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "MaskGenerationPipeline batch-finalization bug and SAM3 memory overflow are different issues." + "reason": "Partial-batch is_last logic vs memory overflow in sam3-litetext are unrelated." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA decode_spans kth-out-of-bounds and apply_chat_template on empty list are different edge cases." + "reason": "QA decode_spans top-k bounds error is unrelated to empty chat-template input IndexError." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are regressions, but one breaks processor.tokenizer/image passing and the other changes Deepseek tokenizer output; different failures and fixes." + "reason": "Both are tokenizer regressions, but one is processor/tokenizer image handling and the other is Deepseek tokenization correctness." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue and a specific unreleased PEFT minimum-version bump are not duplicates." + "reason": "Generic dependency issue vs PEFT minimum-version bump; unrelated." } ] }, @@ -12827,8 +12818,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -12909,196 +12900,196 @@ "issue:45081|issue:45907", "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "be8d697c0f150a21c21954d255502a30a6946ffd36966f4ebe56eb76c293d2e6", + "prepared_review_unit_hash": "de53889a9ac4c53f3e1485658fbedbbea6baf1a1d138993f4b655293e19e554f", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35409, - "estimated_input_tokens": 8853, - "estimated_eval_tokens": 17962 + "serialized_chars": 35414, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs share only broad subsystem themes (tokenizers, loading, multimodal configs, serialization) but not the same concrete bug. I would not merge any of the proposed soft edges; the only plausible umbrella issue in the set is the broad import-regression report.", - "confidence": 0.28, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update\u201d), so it is the best cluster anchor if one must be chosen.", + "summary": "The cluster is heterogeneous and the soft pairs are mostly superficial similarities across unrelated bugs. I found no safe duplicate merges among the candidates; the strongest issues are concrete regressions, but they live in different code paths/models.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45812 is the strongest anchor: clear regression, explicit symptom, broad impact across Granite models, and a crisp, reproducible tokenizer failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general regression report and could subsume related import-failure symptoms better than the narrower model-specific bugs.", + "best_issue_reason": "issue:45812 is the best global representative for triage because it is specific, high-signal, and easier to route than the more doc-oriented or vague reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are documentation-related, but they describe different examples and different failures; not the same underlying bug." + "reason": "Both mention docs, but one is a SigLIP2 example with model/processor and quantization failures; the other is a TextClassificationPipeline API docs mismatch. Different artifacts and failure modes." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Unrelated tokenization bug versus a nonsensical placeholder issue; no shared underlying problem." + "reason": "Tokenizer bug vs a nonspecific 'ADD THE DATA' issue; no shared code path or concrete overlap." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different regressions in different models and code paths: Blip2 dtype loading versus Qwen3.5 save_pretrained key serialization." + "reason": "Both are model-config/runtime regressions, but one is dtype propagation on load and the other is incorrect save_pretrained serialization for Qwen3.5. Different bugs." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer arguments not applied is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." + "reason": "Optimizer argument handling is unrelated to a tie_word_embeddings warning during Qwen LoRA fine-tuning." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "A pipeline processor-selection bug and a remote_code regression are unrelated." + "reason": "Video-classification processor lookup bug vs remote_code breakage across recent versions; too broad and unrelated." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Possible overlap at a very broad level, but one is a specific missing import and the other is a generic report of many import errors; not enough evidence of the same root cause." + "reason": "Importing HybridCache is a specific symbol export issue; the other is a broad post-upgrade import regression. Not the same bug." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version compatibility and an unreleased PEFT minimum version are unrelated issues." + "reason": "Python version support problem vs an unreleased PEFT minimum-version bump. Different dependency issues." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families with different symptoms; too broad to be the same bug." + "reason": "Both are tokenizer regressions, but they affect different model families and symptoms; not enough evidence of one underlying defect." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode and an RTDetr loss infeasibility are unrelated." + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible-cost-matrix failures." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both concern weights/embeddings, but the concrete failures differ: serialization mismatch versus resize_token_embeddings not updating tied components." + "reason": "One is save_pretrained tied-weights serialization behavior, the other is resize_token_embeddings not updating Gemma4 embeddings. Distinct code paths." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "A tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss handling." + "reason": "Tokenizer special-token decode bug vs D-FINE auxiliary-loss logic. No plausible common root cause." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Different models and different failures: LlamaConfig head_dim validation versus a Qwen3.5 kernel registration error." + "reason": "Config validation for head_dim is unrelated to a missing decorator registration crash in apply_rotary_pos_emb." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is a loading failure and the other is incorrect save_pretrained key output." + "reason": "Both are Qwen multimodal regressions, but one is model loading and the other is checkpoint serialization of visual encoder keys. Different concrete failures." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Explicit head_dim validation and stale config.dtype after from_config are distinct config bugs." + "reason": "Both touch config objects, but one is constructor validation and the other is stale dtype metadata after from_config. Not duplicates." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor lookup and Gemma4 device placement are unrelated." + "reason": "Processor lookup in video-classification is unrelated to Gemma4 PLE device placement during forward." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "General non-persistent buffer junk and missing FP8 weight_scale application are different loading/serialization issues." + "reason": "Non-persistent buffer junk fill and missing FP8 weight_scale application are both v5-ish state issues, but they are separate mechanisms and not the same bug." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No meaningful relation; the first is not a real bug report and the second is an FP8 inference issue." + "reason": "The left issue has no meaningful technical content; the right is an FP8 inference failure on B200. No overlap." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing MoE load-balancing loss and missing default mm_token_type_ids are separate model-loss issues." + "reason": "Load-balancing loss gating is unrelated to Gemma4 mm_token_type_ids defaulting." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Generic AutoTokenizer repo-file handling versus a Mistral regex patch crash are different tokenizer-loading paths." + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading paths and symptoms." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Weight-shape mismatch in Qwen3-VL loading is not the same as FP8 weight_scale omission." + "reason": "Docs about return_all_scores do not match an FP8 compressed-tensors weight_scale loading corruption bug." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Two different model-loading problems affecting different models; no shared underlying bug is shown." + "reason": "Both are model-loading issues, but they concern different models and different underlying failures; too broad to merge." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on new torch versions is unrelated to a TensorFlow backend import problem." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to TensorBoard/TensorFlow backend installation errors." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + "reason": "Notebook syntax error vs init_empty_weights argument mismatch. Different layers of the stack." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention crash on sink-less models is unrelated to RTDetrLoss infeasibility." + "reason": "Flash-attention s_aux=None crash and RTDetrLoss infeasible cost matrix are separate runtime failures with no shared code path." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI-code output in loading_report and variable-length position_ids handling are unrelated." + "reason": "ANSI formatting in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "A tokenizer regex patch crash and a list_repo_files revision-forwarding CI break are different bugs." + "reason": "Tokenizer regex patching crash vs forwarding a revision argument in list_repo_files. Different APIs and bugs." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config initialization problems in different model classes; not the same bug." + "reason": "Phi4MultimodalConfig defaulting None values and Llama4Config missing pad_token_id are distinct config-class issues." } ] }, @@ -13117,8 +13108,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -13199,20 +13190,20 @@ "issue:43723|issue:44162", "issue:42796|issue:43441" ], - "prepared_review_unit_hash": "6763cc8d1a04a7b6d7104258f51dee92266de4c8867df05d8490bf5b0ba4ccec", + "prepared_review_unit_hash": "3c718f96956cbbdb5fd3f12565a2977bb5358d658ad04d74fbe17896bbf2f69f", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 34954, + "serialized_chars": 34956, "estimated_input_tokens": 8739, "estimated_eval_tokens": 17734 }, @@ -13221,174 +13212,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated transformer bug reports. A few pairs share broad subsystems like quantization/offloading, tokenizer loading, or deepspeed, but none look like the same underlying bug/change.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a clear duplicate anchor; the cluster is heterogeneous and the apparent overlaps are only superficial.", + "summary": "This cluster is heterogeneous: it spans unrelated bugs in loading, tokenization, quantization/offload, deepspeed, docs, and security. None of the soft pairs look like the same underlying defect, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a good canonical target because the set does not form one coherent duplicate cluster; the items cover many unrelated subsystems and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "If one representative must be chosen, issue:43873 is the broadest and most discussed item, and it sits closest to the recurring quantization/offloading theme seen in a few candidates.", + "best_issue_reason": "No issue is globally suitable as the cluster representative for deduplication, since there is no dominant shared bug theme across the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor save files vs. slow filtering after upgrade; different symptoms and code paths." + "reason": "Different problems: missing processor save artifacts vs a preprocessing slowdown regression." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Saving a quantized model and loading a dequantized model with offload are related areas but distinct bugs." + "reason": "Both involve quantization/offload, but one is a save failure and the other is a load/offload mismatch; not the same code-path bug." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure on Ministral vs. long-OCR index error in Kosmos2.5; unrelated model-specific issues." + "reason": "Different models and failures: FlashAttention regression vs OCR long-input index error." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is duplicate optimizer stepping." + "reason": "Both mention DeepSpeed/optimizer, but one is OOM from Adafactor and the other is double optimizer stepping." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Layer norm epsilon precision issue vs. torch.split return-value handling; different bugs." + "reason": "Unrelated components and symptoms: MLA layernorm config precision issue vs torch.split return-value handling." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Both touch quantization/offloading, but one is offload behavior and the other is frozen FP8 checkpoint scaling; not the same defect." + "reason": "Related broad area, but not the same bug: general quantized offload behavior vs missing weight_scale application for FP8 frozen checkpoints." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU offload incompatibility vs. variable-length position_ids handling; distinct model behavior problems." + "reason": "Same model family, but different failures: CPU offload incompatibility vs variable-length position_ids behavior." }, { "left": "issue:44246", "right": "issue:47217", "accept": false, - "reason": "Import latency vs. VL placeholder parsing failure; no shared underlying bug." + "reason": "No overlap in failure mode: import-time slowness vs vision-language placeholder handling." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring crash with future annotations vs. mistral_common import failure in Gemma 4 loading; unrelated." + "reason": "Different root causes: auto-docstring crash with future annotations vs Gemma processor import error." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save missing files vs. Gemma-4 zero3 from_pretrained loading; different failure modes." + "reason": "Processor save artifacts missing is distinct from Gemma-4 Zero3 from_pretrained loading failure." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backend dependency mismatch vs. Python version compatibility regression; not the same issue." + "reason": "Packaging/backends issue and Python version support issue are unrelated." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Different security bugs: shell command substitution bypass vs. tar/zip slip file-write RCE." + "reason": "Both are security-related, but they are different vulnerabilities with different attack surfaces and fixes." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM regression vs. Deepseek tokenizer regression; separate model/tokenizer bugs." + "reason": "Both are v5 regressions, but they affect different models/code paths: CamemBERT MLM vs DeepSeek tokenizer." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "CI break from stale auto_mappings references vs. leftover dummy classes leaking into namespace; distinct cleanup issues." + "reason": "Repository hygiene/CI problems, but not the same defect: stale auto-mapping references vs leftover dummy classes." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores vs. slow import; unrelated." + "reason": "Docs mismatch in a pipeline vs intermittent import slowness; no shared underlying bug." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs. glm-4v-9b loading failure; different config/loading bugs." + "reason": "Both are model-loading issues, but they involve different models and different missing-field symptoms." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Missing GenerationMixin cache in chunked prefill vs. CLIPVision hidden_states regression; separate code paths." + "reason": "Different regressions in different code paths: generation cache during chunked prefill vs CLIP hidden_states output." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence vs. ANSI codes in loading_report; unrelated." + "reason": "Completely unrelated: torch.compile attention-kernel branching vs ANSI codes in loading report." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer padding/truncation crash vs. RTDetrLoss cost-matrix infeasibility; different subsystems." + "reason": "Tokenizer/padding crash and RTDetr loss infeasible matrix are distinct bugs in different subsystems." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal color output bug vs. wrong position_ids docstring; not duplicates." + "reason": "Minor cleanup issues, but unrelated: terminal color codes vs wrong docstring." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "Tensor-parallel OOM while loading a model vs. FP8 checkpoint scale handling; not the same bug." + "reason": "Both mention loading/quantization, but one is tensor-parallel OOM and the other is FP8 scale application." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs. Gemma4 device-mismatch forward bug; unrelated." + "reason": "Notebook syntax error and Gemma4 device-mismatch forward failure are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id attribute vs. trust_remote_code returning incomplete config fields; different attribute/config issues." + "reason": "Both concern missing config fields, but the generic remote-code config issue is not clearly the same as the Llama4 pad_token_id attribute bug." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for a VL class vs. Python version incompatibility; unrelated." + "reason": "ImportError for a specific class is unrelated to Python version support." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading regression vs. backend dependency installation problem; different layers of the stack." + "reason": "Different loading failures: model-specific failure in transformers>=5.1.0 vs missing TensorFlow backend installation." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading issue in v5 vs. ESM2 model breakage; different objects and failures." + "reason": "Tokenizer loading issue and ESM2 breakage are different model-specific bugs." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Tokenizer BPE-marker handling vs. FlashAttention failure; no shared underlying bug." + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different problems." } ] }, @@ -13407,8 +13398,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -13491,20 +13482,20 @@ "issue:42886|issue:46132", "issue:36246|issue:42757" ], - "prepared_review_unit_hash": "2f4a5ce89dfafa4773d8f0d437465c67af8e2589ba056759348301f828eed83f", + "prepared_review_unit_hash": "942114c3c6d9ec488d331972e4084789d92c119c0b07fc628a56f97da0da7448", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35968, + "serialized_chars": 35967, "estimated_input_tokens": 8992, "estimated_eval_tokens": 18240 }, @@ -13513,186 +13504,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated bug reports. The proposed soft pairs usually share keywords or a subsystem, but not the same concrete failure, so none should be merged. The only coherent local theme is Qwen positional/variable-length handling, for which issue 46851 is the best anchor.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 46851 is the clearest, most concrete representative of the recurring Qwen position_ids/variable-length-input problem class in this set.", + "summary": "These issues span many unrelated transformers bugs; none of the soft pairs look like true duplicates or safely mergeable PR-equivalents. The closest recurring theme is Qwen3/Qwen3.5 regression reports, but the actual failure modes differ.", + "confidence": 0.83, + "canonical_issue_reason": "issue:46851 is the most concrete and broadly representative of the repeated Qwen3.5 regression theme, with multiple nearby soft-similarity links around position_ids/variable-length behavior.", "canonical_pr_reason": null, - "best_issue_reason": "46851 is the most actionable issue here: specific failure mode, clear model family, and closest to the small positional-bug subcluster that actually overlaps.", + "best_issue_reason": "issue:46851 is the strongest single issue to anchor the cluster if one must be chosen: it is user-facing, specific, and sits in the densest Qwen3.5-related subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different failures: FP8 storage/load error vs Qwen3.5 chat crash; only the model family differs." + "reason": "Different failures: FP8 storage lookup corruption vs Qwen3.5 chat loading crash." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both mention positional handling, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length position_ids; not the same bug." + "reason": "Both are Qwen vision/language regressions, but one is Qwen2.5-VL RoPE scaling and the other is Qwen3.5 variable-length position_ids." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config mismatch on save_pretrained is unrelated to Gemma-4 zero3 from_pretrained loading." + "reason": "Tokenizer metadata mismatch is unrelated to Gemma-4 zero3 from_pretrained behavior." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness is a performance issue; unrecognized model/config is a loading/architecture issue." + "reason": "Import slowness and unrecognized model config are not the same bug." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen positional bugs, but they hit different code paths: feature-length helper vs variable-length position_ids." + "reason": "Both involve Qwen3-family internals, but feat-length calculation in Qwen3OmniMoe is distinct from Qwen3.5 position_ids handling." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma eos_token_id inconsistency and FP8 weight_scale omission are unrelated model-loading problems." + "reason": "Gemma eos_token_id inconsistency and FP8 frozen-checkpoint weight_scale omission are separate model-loading problems." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel package import/version requirement is unrelated to the Qwen3.5 apply_rotary_pos_emb registration crash." + "reason": "Kernel import dependency requirements vs a Qwen3.5 decorator/registration crash are different code paths." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "ImportError for AutoImageProcessor and Python-version incompatibility are different root causes." + "reason": "ImportError for AutoImageProcessor and Python version incompatibility are not the same underlying issue." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Missing nn during sentence-transformers import is unrelated to the undefined tf backend caused by tensorboard-only installation." + "reason": "Sentence-transformers nn import failure is unrelated to the TensorFlow backend/tensorboard issue." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Incorrect video padding in SmolVLM is not the same as AutoProcessor failing when a vision backend is missing." + "reason": "Incorrect video padding math is distinct from missing-vision-backend processor resolution." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "One is kernel registration/decorator failure; the other is variable-length position_ids behavior in Qwen3.5." + "reason": "Both are Qwen3.5 regressions, but one is use_kernels registration/decorator failure and the other is variable-length position_ids; not mergeable as one fix." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is a different bug from VL image-placeholder failures in chat/user text." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL image-placeholder parsing failure." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels is unrelated to sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access safety." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty-list apply_chat_template IndexError are distinct code paths." + "reason": "Qwen3OmniMoe video input ValueError and empty apply_chat_template input are different failure modes." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring future-annotations handling is unrelated to Qwen3.5 kernel registration errors." + "reason": "auto_docstring annotations crash and Qwen3.5 apply_rotary_pos_emb registration are unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading a registered position_ids buffer is not the same failure as Gemma-4 zero3 loading." + "reason": "Reading a registered buffer error does not match Gemma-4 zero3 loading." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bfloat16 dtype mismatch in classifiers is unrelated to VideoPrism returning the wrong hidden_states tensor." + "reason": "bfloat16 dtype mismatch in inference is unrelated to returning the wrong hidden_states tensor." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "xdist file race and stale num_return_sequences warning are different testing/runtime issues." + "reason": "pytest-xdist file race and a stale generate() warning are separate testing/generation issues." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI escape handling in loading_report is unrelated to the GLM-5 RoPE implementation discussion." + "reason": "ANSI code emission in loading_report is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import latency and eos_token_id configuration inconsistency do not describe the same defect." + "reason": "Import takes long sometimes and Gemma eos_token_id mismatch are not the same bug." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE and Qwen3.5 chat crashes are separate model/runtime problems." + "reason": "Sliding_window behavior in Qwen3-MoE is not the same as Qwen3.5 chat crashes." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention s_aux=None crash is a different failure than variable-length position_ids handling." + "reason": "FlashAttention s_aux=None crash and variable-length position_ids are different Qwen3.5 issues." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen MoE models, but one is a cross-version LoRA compatibility issue and the other is a model-loading breakage in main/dev0." + "reason": "Version-compatibility for a LoRA checkpoint and Qwen3VL MoE loading are not the same concrete failure." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state and from_pretrained inconsistency are unrelated bugs." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Importing Qwen2_5_VLImageProcessor and missing huggingface_hub.is_offline_mode are different import errors." + "reason": "Stale phonemizer language state is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size raising AttributeError." + "reason": "sys.modules access safety and TimesFM window_size AttributeError do not share a concrete code path." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss omission and D-FINE auxiliary-loss omission are different model-specific training bugs." + "reason": "MoE load-balancing loss omission and D-FINE auxiliary-loss behavior are distinct model-training bugs." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Bamba torch.compile SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are not the same code-path problem." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to CPU/CUDA output differences in PPDocLayoutV3." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register changing function behavior are unrelated." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are not the same issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import failure is unrelated to huggingface_hub.is_offline_mode import failure." } ] }, @@ -13711,8 +13702,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -13795,20 +13786,20 @@ "issue:29870|issue:30333", "issue:43352|issue:45250" ], - "prepared_review_unit_hash": "e974e89f1c42fa2ab3e2454d785b01342ac9ea6c1690070923749c878f20d8c5", + "prepared_review_unit_hash": "858274ae4eae553b9134d5f7b089e5584c25e85c2c304d8902f4f91214d6dde3", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36102, + "serialized_chars": 36104, "estimated_input_tokens": 9026, "estimated_eval_tokens": 18308 }, @@ -13817,180 +13808,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose similarity bucket, not a true duplicate set: it mixes unrelated regressions across Qwen/VL, embedding resize, DeepSpeed, configs, and docs. No PRs are present. I\u2019d anchor the issue side on the broadest, most representative regression report, but I would not merge any of the soft pairs.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44479 is the best anchor: it describes a broad, multi-model v5.3.0 video-input regression with clear reproduction scope and higher discussion activity, making it the most representative concrete bug report in this mixed cluster.", + "summary": "This cluster is highly heterogeneous: the items cover unrelated bugs across models, configs, tokenizers, video pipelines, DeepSpeed, and tests. None of the soft pairs look like the same underlying issue, so they should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this set; the items are unrelated enough that collapsing them would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest global representative because it covers a concrete regression affecting several related models rather than a narrow one-off symptom.", + "best_issue_reason": "No global best issue exists for this cluster because it is not a coherent duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output corruption and embedding-resize behavior are different code paths and different bugs." + "reason": "Tokenizer correctness regression and resize_token_embeddings behavior are different code paths and different bugs." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing-symbol import failures: Qwen2.5-VL image processor vs HybridCache." + "reason": "Both are import errors, but for different symbols in different modules with unrelated causes." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + "reason": "Docs/behavior mismatch for a pipeline option is unrelated to unsafe sys.modules access." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "Missing vision backend / unrecognized image processor is distinct from empty image-placeholder handling in VL text." + "reason": "Missing vision backend handling is not the same as VL failures when the image placeholder is in user text." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor bug and fbank feature extraction bug are unrelated." + "reason": "Video-classification processor lookup and _torch_extract_fbank_features are unrelated processing failures." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is a ZeRO3 deque crash." + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque/indexing failure." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both mention video, but the failing model paths and bugs differ: Qwen3OmniMoe ValueError vs SmolVLM padding." + "reason": "These are different video-processing bugs in different models with different symptoms." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure and empty-chat-template IndexError are unrelated." + "reason": "Model loading failure for ScandiBERT is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is a missing strict field and the other is from_config unwrapping logic." + "reason": "One is strict-dropping a missing config field; the other is failing to unwrap text_config in composite multimodal configs." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Registering position_ids as a buffer and Chinese report about slower filtering are unrelated." + "reason": "A position_ids buffer access error is unrelated to a performance regression during filtering." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Different models and different video-processing failures; not the same concrete regression." + "reason": "Both involve video, but they affect different models and likely different defects." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU offload incompatibility in rotary embedding is distinct from a missing decorator on apply_rotary_pos_emb registration." + "reason": "CPU-offload incompatibility in rotary embedding is not the same as a missing-decorator kernel registration crash." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Embedding resize behavior has nothing to do with RTDetrLoss cost-matrix infeasibility." + "reason": "resize_token_embeddings behavior and RTDetrLoss infeasible cost-matrix failures are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific issues." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed deque crash and removed Sam3LiteText config references are different failure modes." + "reason": "A ZeRO3 deque/index error is unrelated to stale auto_mappings references breaking CI." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression and token-embedding resize bug are unrelated." + "reason": "Custom processor/tokenizer regression is not the same bug as output_embeddings not updating after resize." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe module lookup and pytest-xdist file-race are different issues." + "reason": "Unsafe sys.modules access and an xdist race in captured_info.txt are different problems." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Both are import/runtime failures, but for different models and different root causes." + "reason": "These are separate failures: an import error versus a Zero3 init/BertModel index error." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization of tied lm_head weights and decoder.embed_tokens not updating after resize are different bugs." + "reason": "Weight serialization inconsistency and decoder.embed_tokens not updating on resize are related only broadly, not the same defect." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 vision output missing a field and SAM3 LiteText memory overflow are unrelated." + "reason": "SAM3 video encoder attribute loss and sam3-litetext memory overflow are different failure modes." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA discrepancy are unrelated." + "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files in save_pretrained is unrelated to AutoProcessor backend resolution." + "reason": "Missing files in save_pretrained is a different issue from AutoProcessor failing to recognize an image processor." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config validation, but they concern different models and different specific config-field problems." + "reason": "Both mention strict config handling, but they concern different models and distinct config-loading failures." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Router-logit load-balancing loss and LwDetrImageLoss AMP crash are unrelated." + "reason": "Load-balancing loss gating and an AMP/CUDA loss crash are unrelated." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BEiT label reduction bug and Florence2 double-shift training-loss bug are different issues." + "reason": "A BeitImageProcessorFast label-reduction bug is not the same as Florence2's training-loss double-shift bug." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a model fails for a different reason than protobuf-related tokenizer error masking." + "reason": "A model-loading regression and protobuf-specific tokenizer error masking are different issues." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are unrelated." + "reason": "Bart generate() UnboundLocalError and MLFlow reporting after failed jobs do not share a code path." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model not supporting Flash Attention 2.0 yet is not the same as the generic Flash Attention 2.0 topic." + "reason": "A model-specific Flash Attention 2.0 unsupported error is not the same as a generic Flash Attention 2.0 topic." } ] }, @@ -14009,8 +14000,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -14093,20 +14084,20 @@ "issue:45685|issue:46431", "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "38c774300fe8347e08a1043bec8813d336888f2d64c9639b9c015088d86b3089", + "prepared_review_unit_hash": "3eb6cf549901fd7281f0477df8f72cba27bc824c286452d4471d1735fdd496bd", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36228, + "serialized_chars": 36225, "estimated_input_tokens": 9057, "estimated_eval_tokens": 18370 }, @@ -14115,180 +14106,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely a grab bag of unrelated closed issues. The soft pairs mostly share only broad subsystem keywords (tokenizers, Qwen, RT-DETR, deepspeed, saving/loading) but not the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 44479 is the strongest representative standalone report in this set: it describes a concrete, broad regression affecting multiple Qwen video variants, with a clear failure mode and actionable scope.", + "summary": "This cluster is a grab-bag of mostly unrelated closed issues spanning tokenizers, vision models, Qwen/Gemma, RT-DETR, and runtime/config regressions. None of the soft pairs appear to describe the same underlying bug or change, so they should all stay separate.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 44479 is the broadest, most user-facing regression in the set: it affects multiple model families and clearly describes a concrete v5.3.0 breakage, making it the best representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the most suitable issue to keep as the representative anchor because it is well-scoped, clearly reproduced, and broader than the other entries, which are mostly isolated bugs in different areas.", + "best_issue_reason": "Issue 44479 is the strongest canonical candidate because it is broad, specific, and regression-oriented; the other issues are more model-specific or narrower in scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen VL models vs Windows ROCm import/type error; different subsystems and root causes." + "reason": "Both are regressions, but one is a video-input model bug and the other is a Windows/ROCm import dependency problem; different code paths and symptoms." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs CohereASR double-shift training loss bug; unrelated code paths." + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a CohereASR training loss double-shift issue. Same general ML area, but not the same bug." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality/background-class issue vs Qwen3.5 variable-length position_ids issue; not the same bug." + "reason": "DETR cardinality/background-class error is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "gemma-4 zero3 from_pretrained loading problem vs deepspeed optimizer stepping twice; distinct failures." + "reason": "Gemma-4 zero3 from_pretrained loading and deepspeed optimizer stepping are different failures in different subsystems." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning bug vs patchtsmixer post_init policy issue; unrelated." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance are unrelated config/validation issues." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration issue vs ESM2 breakage; no shared concrete code path." + "reason": "BigBirdTokenizer special-token decode failure and ESM2 breakage are not the same tokenizer/model bug." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "tie_word_embeddings warning in fine-tuning vs flash-attention generation failure; different symptoms and causes." + "reason": "One is a tied-embeddings warning for Qwen3.5 fine-tuning; the other is a flash-attention generation failure. Different concrete problems." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "granite_speech strict-config loading issue vs Windows ROCm dependency/import error; unrelated." + "reason": "Strict config loading for granite_speech and Windows ROCm torch.distributed import errors are separate compatibility issues." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 vision encoder missing attribute vs Qwen3OmniMoe video ValueError; different model families and bugs." + "reason": "SAM3 vision encoder missing attribute and Qwen3OmniMoe video-processing ValueError are distinct model-specific bugs." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory leak on GC vs MaskGenerationPipeline final-partial-batch dropping results; not the same defect." + "reason": "RT-DETR memory not released on deletion is unrelated to MaskGenerationPipeline dropping final partial-batch results." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache load failure vs Gemma4 multi-GPU CUDA OOM; different layers and failure modes." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different failure modes with no shared code-path." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading issue in v5 vs DeepSeek accuracy regression; one is loader behavior, the other model quality." + "reason": "AutoTokenizer loading in v5 and an accuracy regression after upgrade are not the same defect." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Windows ROCm import problem vs RTDetr forward TypeError on feature levels; unrelated code paths." + "reason": "A Windows/ROCm distributed import issue is unrelated to RTDetrModel.forward failing when feature levels exceed backbone outputs." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure; no shared root cause." + "reason": "Torch.compile branching divergence in attention kernels and Gemma pipeline roundtrip failure are separate issues." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs sam3_video/sam3_tracker type warning; different issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker loading warning are different SAM3 concerns." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning; both loading-related but not the same bug." + "reason": "Qwen3-VL-30B weight-shape mismatch is a loading problem; the other is a tied-embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Repeated embedding-tie warning vs stale num_return_sequences warning; unrelated warnings." + "reason": "A tied-embeddings warning and a stale num_return_sequences warning in paged generate() are unrelated warnings." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale indexer cache crash vs Gemma4 mm_token_type_ids defaulting issue; different subsystems." + "reason": "Stale indexer cache on second forward in GlmMoeDsa is unrelated to Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface.register behavior change vs FP8 frozen checkpoint load missing weight_scale; unrelated problems." + "reason": "AttentionInterface.register behavior change and FP8 frozen checkpoint weight_scale omission are different bugs in different components." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request rejection vs Gemma pipeline token roundtrip issue; different API surfaces." + "reason": "Chat/completions request rejection in v5.3 and Gemma token roundtrip failure are not the same issue." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Reproduction of an earlier issue vs Gemma token roundtrip failure; not the same underlying bug." + "reason": "An isolated reproduction of a prior issue and a Gemma pipeline token roundtrip bug do not match." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Compile-time attention branching divergence vs cache lazy-init recompilation; different performance bugs." + "reason": "Attention-kernel divergence under torch.compile is unrelated to cache lazy initialization causing recompilation with chunked prefill." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss behavior vs deepspeed_sp_compute_loss host sync; unrelated." + "reason": "D-FINE auxiliary-loss handling and deepspeed_sp_compute_loss host synchronization are separate training-path bugs." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract issue vs LlamaConfig head_dim validation; not the same code path." + "reason": "StaticCache.get_seq_length returning a tensor and LlamaConfig head_dim validation are unrelated API/config issues." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache crash vs flash_attention s_aux=None AttributeError; unrelated." + "reason": "GlmMoeDsa stale indexer cache and flash_attention s_aux=None crash affect different code paths." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError vs Chinese report of slower filtering after upgrade; no shared bug." + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrading Transformers are not the same defect." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram int error vs missing chat template ValueError; distinct failures." + "reason": "MPS histogram Int support error in moe code and missing chat template in apply_chat_template are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "tokenizer.save_pretrained metadata mismatch vs processor.save_pretrained missing files; both save-related, but different artifact types and defects." + "reason": "Tokenizer_class mismatch on save_pretrained and processor.save_pretrained missing files are both save/load issues, but they are different artifacts and different failure modes." } ] }, @@ -14307,8 +14298,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -14390,209 +14381,224 @@ "issue:42994|issue:43525", "issue:44869|issue:45356" ], - "prepared_review_unit_hash": "e030c33da44ab41721c82a9543fe6f49aaa4c94bf33a787ca96cb1aff03929b9", + "prepared_review_unit_hash": "ef24d590c8f4af927c1847acfa0cbd9724aeea93dda49ff6e6c8ef6dfdf168ea", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35235, - "estimated_input_tokens": 8809, - "estimated_eval_tokens": 17874 + "serialized_chars": 35244, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers issues, mostly v5 regressions, model-specific bugs, and a few docs/import/test problems. None of the proposed soft pairs look like safe duplicate merges.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43646 is the broadest framework-level regression here: custom model initialization breaking in Transformers 5.0. It is more representative of the cluster\u2019s recurring v5 API breakage than the narrower model-specific or doc-only reports.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports across different models/features. The only strong duplicate-like pair is the Qwen3.5 MoE v5.4 `from_pretrained` regression tied to a missing config field; the rest should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45375 is the most useful anchor for the only likely duplicate pair: it states the concrete missing `deepstack_visual_indexes` field and points to the probable root cause, rather than only the symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best umbrella issue because it describes a concrete, upstream initialization break rather than a single model family or surface symptom.", + "best_issue_reason": "Issue 45375 is the best representative issue in this set because it is specific, actionable, and likely describes the underlying cause of the Qwen3.5 MoE v5.4 loading failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Different subsystems and failure modes: auto_docstring annotation handling vs cache length arithmetic in generation." + "reason": "Different subsystems and failures: auto-docstring annotation handling vs static-cache slice arithmetic under torch.compile." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the training slowdown/reporting issue in data filtering." + "reason": "Unrelated problems: checkpoint key mismatch vs a slowdown after upgrading Transformers." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Both involve training, but one is a performance regression and the other is double optimizer stepping under deepspeed; not the same bug." + "reason": "Different domains: data filtering slowdown vs DeepSpeed optimizer-step duplication." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder architecture detail vs MaskGenerationPipeline batching bug are unrelated." + "reason": "Different model/pipeline bugs with no shared code path evidence." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "One is incorrect model/pipeline output, the other is a missing-vision-backend import/error path; different root causes." + "reason": "Both mention vision/image processing, but one is incorrect outputs and the other is a missing-backend error path." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save-pretrained file omission does not share the same code path as deepspeed optimizer stepping." + "reason": "Processor save_pretrained file emission is unrelated to DeepSpeed optimizer stepping." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic custom-model initialization breakage is not the same as the ESM2-specific regression." + "reason": "Generic custom-model init breakage is too broad; ESM2 regression is a separate model-specific issue." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque errors are distinct failures." + "reason": "Different failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Tokenizer/model eos-token mismatch is unrelated to AttentionInterface.register behavior changes." + "reason": "EOS-token config mismatch is unrelated to AttentionInterface registration behavior changes." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and empty-list chat template crashing are unrelated." + "reason": "FlashAttention/Ministral failure is not the same bug as empty-list chat template indexing." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Both are in the Qwen3.5 MoE family, but one is a missing config field dropped by @strict and the other is a generic from_pretrained error; not enough evidence of the same code-path bug." + "accept": true, + "reason": "Same Qwen3.5 MoE Transformers v5.4 regression; one report exposes the concrete missing `deepstack_visual_indexes` root cause, the other reports the loading failure symptom." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Docstring wording for position_ids is not the same issue as variable-length position_id handling failing at runtime." + "reason": "Docstring mismatch for `position_ids` is unrelated to Qwen3.5 variable-length input handling." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A placeholder bug report is not the same concrete failure as gemma-4 zero3 from_pretrained." + "reason": "The generic bug report and the Gemma-4 ZeRO3 loading issue do not appear to share a concrete code path." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "SAM3 vision encoder output attribute mismatch and TimesFM window_size AttributeError are unrelated model bugs." + "reason": "SAM3 vision encoder attribute error and TimesFM `window_size` attribute error are different model bugs." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 output is unrelated to AutoConfig trust_remote_code field loss." + "reason": "Different bugs: missing `fpn_position_embeddings` vs `AutoConfig` returning incomplete fields with `trust_remote_code=True`." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "A pytest-xdist file race in testing utilities is unrelated to VL image placeholder handling in user text." + "reason": "pytest-xdist file race is unrelated to VL image-placeholder handling." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids are different code paths." + "reason": "Different attention/caching issues in different models; not the same underlying bug." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both concern generation state, but one is sync_gpus update logic and the other is chunked_prefill cache availability; not the same bug." + "reason": "Both are generation-related, but one is a sync_gpus kwargs update bug and the other is missing cache state during chunked prefill." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite directions of quantization I/O and do not share the same failure." + "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and distinct code paths." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading failure and processor.save_pretrained file loss are separate issues." + "reason": "Qwen3-VL-Moe loading is not the same as missing files from `processor.save_pretrained(...)`." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Likely same model family, but one report is a generic from_pretrained failure while the other is a specific config-field drop; too different to merge confidently." + "accept": true, + "reason": "Same Qwen3.5 MoE v5.4 loading regression; the missing config field in 45375 plausibly explains the from_pretrained failure in 45310." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are unrelated." + "reason": "PyTorch-not-found import error is unrelated to a Sentence Transformers loading stall." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import regressions, but they reference different missing symbols/modules and likely different API removals." + "reason": "Both are import-related, but they point to different missing symbols and likely different API breakages." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Broken documentation example with multiple mistakes is not the same as runtime missing-backend error handling." + "reason": "SigLIP2 doc example errors are not the same as AutoProcessor's missing-vision-backend error reporting." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder-input validation messaging and auto_docstring stdout diagnostics are unrelated." + "reason": "Incorrect T5 decoder-input error messaging is unrelated to doc-lint diagnostics being printed at import time." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time doc-lint stdout noise has nothing to do with RTDetrLoss infeasible cost matrix." + "reason": "Import-time doc-lint output and RTDetrLoss infeasible-cost-matrix crash are unrelated." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different configuration/serialization problems." + "reason": "Quantized model saving failure is not the same as `Llama4Config` missing `pad_token_id`." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are both tokenizer-adjacent but not the same concrete bug." + "reason": "Whisper decode crash at trailing replacement character is a different tokenizer bug from Kimi-K2.5 codec handling." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "The two import errors do not share enough evidence to be the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example breakage and runtime missing-backend behavior are separate issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted Qwen3.5 MoE pairs are well supported by the issue titles/descriptions, and the rejections are appropriately cautious rather than overstated. No PR mergeability concerns apply here because the packet contains issues only." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14604,8 +14610,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -14689,214 +14695,214 @@ "issue:30990|issue:35141", "issue:42898|issue:44568" ], - "prepared_review_unit_hash": "5b63b2e901f240bf5051e708caec3c4583f2f9ac1bc7ecee179c05bf2d11766e", + "prepared_review_unit_hash": "8f309e428cd0e9f34985489db0fe1e6a83946ea10a9485cc9c157b57d69674ea", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36229, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "serialized_chars": 36235, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers bug reports. The only clear duplicate soft edge is the repeated Qwen3ForCausalLM VRAM-leak report; the rest differ by model, API, or failure mode.", - "confidence": 0.66, - "canonical_issue_reason": "issue:42673 is the earliest and more-discussed report of the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; issue:43704 later repeats the same title and bug.", + "summary": "This cluster is mostly unrelated similarity matches. The only accepted soft edge is the exact duplicate VRAM-leak report pair: issue 42673 and issue 43704 share the same title and symptom. Both are closed, so the canonical choice should be based on earliest/report quality, not open-state assumptions.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 42673 is the better canonical issue because it is the earlier report and has the same title and symptom as 43704, making it the most likely original report for this bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best cluster representative because it is the earliest and more-discussed instance of the only clear duplicate pair in this set.", + "best_issue_reason": "Issue 42673 is the strongest global issue candidate: it is the earliest instance of the exact duplicate pair and has matching title/symptom coverage for the Qwen3ForCausalLM VRAM leak.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but they describe different failures and code paths: AutoTokenizer loading vs. continue_final_message handling." + "reason": "Both are tokenizer-related, but they describe different failures: AutoTokenizer loading vs continue_final_message/mistral_common behavior." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 backend settings and InternVL2 meta-initialization incompatibility are unrelated bugs." + "reason": "Different problems: missing TensorFlow in a torch install versus remote-code model incompatibility with v5 meta initialization." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior is not the same as incorrect output under pipeline parallelism." + "reason": "Quantization/offloading behavior is a different code path from pipeline-parallel output corruption." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible-cost-matrix crash are unrelated runtime errors." + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasible cost matrix are unrelated crashes." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing-import symbols from different modules; not the same underlying import issue." + "reason": "Both are import errors, but they involve different missing symbols and different fixes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they affect different APIs and have different causes." + "reason": "GenerationMixin and AutoImageProcessor import failures are distinct API/export regressions." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." + "reason": "Sentence-transformers import NameError and Qwen3.5 rotary registration error are unrelated failures." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3 MoE models, but the concrete failures and affected paths differ." + "reason": "Same model family, but different model variants and versions; not clearly the same concrete bug." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving and Qwen2_5_VL import failure are different bugs." + "reason": "Quantized model saving and missing Qwen2_5_VLForConditionalGeneration import are separate issues." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel wrong output and an image-specific infinite loop are distinct model-behavior issues." + "reason": "Pipeline-parallel output mismatch and Qwen3_5 image infinite loop are different symptoms and paths." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "A pytest-xdist file race is unrelated to the huggingface_hub CLI attribute error." + "reason": "pytest-xdist file race and Hugging Face CLI completion attribute error are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained on MoE and from_pretrained failure on Qwen3.5 MoE are different code paths." + "reason": "FP8 save_pretrained failure is not the same as Qwen3.5 from_pretrained loading failure." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crash and auto_docstring stdout diagnostics are unrelated." + "reason": "AMP/CUDA loss crash and auto_docstring stdout logging are unrelated." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Tokenizer-mapping registration bug and CLI completion regression are unrelated." + "reason": "Tokenizer mapping logic and CLI completion attribute issues do not share the same bug." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time diagnostics are unrelated." + "reason": "D-FINE auxiliary loss behavior is unrelated to auto_docstring diagnostics printing." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex patch crash and annotation-handling crash are different failures." + "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are different code paths." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor _tokenizer crash and Gemma pipeline roundtrip failure are different bugs." + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are distinct problems." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both mention Gemma pipelines, but the observed failures are different." + "reason": "Both involve Gemma, but one is token roundtripping and the other is an image-text-to-text pipeline failure." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation-kwargs update after sync_gpus and Janus image-generation test failure are unrelated." + "reason": "Generation kwargs syncing and janus image-generation test failure are not the same underlying bug." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "General FP8 accuracy concerns and FP8 MoE save_pretrained failure are not the same defect." + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained/moe serialization issue." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; clear duplicate." + "reason": "These are the same reported bug: identical title and same Qwen3ForCausalLM VRAM-leak symptom." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Missing TensorFlow backend in torch install is unrelated to the image_utils import issue." + "reason": "Missing TensorFlow backend and missing image_utils import are unrelated package/API issues." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3_5 recurrent-state reset and DeepSpeed host synchronization are different code-path problems." + "reason": "Qwen3.5 recurrent-state reset and DeepSpeed host synchronization are unrelated." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version pinning and auto_docstring stdout diagnostics are unrelated." + "reason": "PEFT version pinning and auto_docstring import-time diagnostics are unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and missing image_utils import are different issues." + "reason": "Python version compatibility and image_utils import failure are not the same bug." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config recognition failure and xdist file race are unrelated." + "reason": "Model config recognition and pytest-xdist file race are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training and DeepSpeed OOM with Adafactor are unrelated." + "reason": "MLflow reporting failure and DeepSpeed OOM are separate training-time issues." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang in sentence-transformers and embedding reinitialization in post_init are different bugs." + "reason": "Loading hang and post_init embedding reinitialization are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior changes in v5, but they describe different regressions and different APIs." + "reason": "Both are tokenizer v5 regressions, but they concern different APIs and symptoms." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is mostly grounded, and the duplicate verdict for issue:42673 / issue:43704 is supported by the packet. However, the best_issue_reason overstates the evidence by calling 42673 the \"most referenced\" instance: the packet does not show inbound references for either issue, only more discussion activity. That claim should be downgraded to something like \"earliest and more-discussed\". Because the output is not fully evidence-tight, I\u2019m rejecting it." + "feedback": "Reject: the anchor rationale overstates the packet. Issue 42673 is not open in the provided data; it is closed, as is 43704. The duplicate relationship itself is well supported because the titles are identical, but the justification should stay conservative and not add unsupported status/quality claims. The soft-edge verdicts are mostly conservative, but the incorrect state claim is enough to reject." }, "evaluator_used": true, "retried": true, @@ -14912,8 +14918,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -14997,214 +15003,214 @@ "issue:44222|issue:44297", "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "a18b65cfda94ab05919a20f55ac02fd475858bc62e0e0bac2491814793095afd", + "prepared_review_unit_hash": "d400953102972b9b06c24b9709883d55b4eb38986fb779344d24c8175502fc57", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36355, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "serialized_chars": 36364, + "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 heterogeneous issue reports with superficially similar keywords, but no pair looks like the same underlying bug or change. I would not merge any of the soft edges, and there are no PRs to choose from.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue is suitable: the items span unrelated regressions, docs bugs, tokenizer/model issues, and infrastructure problems. The soft edges are mostly keyword similarity rather than shared root cause.", + "summary": "This is a very heterogeneous cluster of unrelated issues (tokenizer regressions, multimodal model bugs, training/serving failures, docs, packaging/import errors). The soft pairs mostly share broad themes like \u201ctokenizer\u201d or \u201cimport error,\u201d but not the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items cover distinct models, APIs, and failure modes rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "No issue cleanly represents the cluster as a whole; the set is too diverse for a meaningful canonical issue choice.", + "best_issue_reason": "No global best issue is suitable as a representative duplicate target, because the cluster does not describe one underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Different problems: missing TensorFlow in an install extra vs leftover dummy PT classes leaking into checks/imports." + "reason": "Different packaging problems: missing TensorFlow in a torch extra vs leftover dummy PT classes leaking into repo checks." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Both are multimodal-related, but one is config initialization and the other is an output-field bug in VideoPrism." + "reason": "Different bugs and models: Phi4MultimodalConfig default initialization vs VideoPrism hidden_states being assigned incorrectly." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Tokenizer behavior regression vs thread-safety regression; different symptoms and code paths." + "reason": "One is a specific add_special_tokens regression for mdeberta-v3-base; the other is a broad tokenizer thread-safety regression." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Saving processor artifacts is unrelated to a Qwen3.5 MoE from_pretrained failure." + "reason": "Save-time missing files vs from_pretrained load failure in a different model family; not the same code path." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2 NER/padding crash is not the same bug as fast tokenizer thread safety." + "reason": "LayoutLMv2 NER/padding crash is a tokenizer behavior bug, not the same issue as tokenizer thread safety." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "Removed config references in auto_mappings is unrelated to a huggingface_hub CLI compatibility break." + "reason": "auto_mappings CI breakage from removed configs is unrelated to the CLI completion API break." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Different generation bugs: attention-mask construction vs final partial-batch handling in a pipeline." + "reason": "Gemma4 attention-mask logic and MaskGenerationPipeline partial-batch handling are separate bugs." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in multi-thread dataloader use is not the same as FA2 long-context performance regression." + "reason": "Both are performance-related, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 slowdown." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 regressions, but one is clean_up_tokenization_spaces semantics and the other is Granite token-id mapping." + "reason": "Both involve tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is wrong Granite token IDs." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both mention tokenizer loading, but one is AutoTokenizer.from_pretrained offline/model-info behavior and the other is add_special_tokens token insertion." + "reason": "AutoTokenizer.from_pretrained v5 loading issue is distinct from the mdeberta special-tokens regression." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Unrelated multimodal config defaulting vs Whisper word-timestamp decode crash." + "reason": "Phi4 config defaults and Whisper trailing-replacement-character decode crash are unrelated." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are different documentation issues." + "reason": "Notebook syntax error is not the same as a documentation parameter-name mismatch." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken examples, but they concern different models/docs and different failure modes." + "reason": "Broken SigLIP2 example and broken DIA example are different documentation issues." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import NameError and missing Qwen2.5-VL symbol are unrelated import failures." + "reason": "Both are import errors, but they involve different missing symbols and different root causes." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but the affected models and root behavior differ." + "reason": "Different tokenizer regressions: a global v5 cleanup-behavior change vs Deepseek-specific incorrect tokenization." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 with XLMRoberta is unrelated to MLflow status reporting after training failure." + "reason": "Flash Attention 2 on XLMRoberta and MLFlow reporting on failed training jobs are unrelated." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM multi-threaded loading is not the same as tokenizer thread safety." + "reason": "VRAM leak in multiple dataloader threads is not the same as tokenizer thread-safety degradation." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline model-info lookup in AutoTokenizer is a separate issue from Rust tokenizer thread safety." + "reason": "Offline mode model_info() call in AutoTokenizer is unrelated to tokenizer thread safety." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config defaulting for multimodal models is unrelated to ModelOutput key assignment when values are None." + "reason": "Multimodal config initialization and ModelOutput key assignment are different subsystems and bugs." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting on failed jobs and Llama 3.2 vision model loading regression are unrelated." + "reason": "MLFlow job-status reporting and Llama 3.2 Vision model loading regression are unrelated." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "A missing image-patches method in one processor is not the same as meta-initialization incompatibility in another model family." + "reason": "Missing processor method in GLM46V and meta-init incompatibility in InternVL2 are different multimodal model issues." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenizer cleanup behavior and processor.tokenizer/image passing regressions are different code paths." + "reason": "Tokenizer cleanup behavior change and processor.tokenizer/images regression are not the same defect." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access error is unrelated to deepspeed causing optimizer.step to run twice." + "reason": "Reading a registered buffer and deepspeed causing double optimizer steps are unrelated." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "These are both v4-v5 behavior changes, but one is tokenizer cleanup and the other is Pegasus output differences." + "reason": "Both are v4\u2192v5 output changes, but one is tokenizer cleanup semantics and the other is Pegasus generation output drift." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken VitPose models and Gemma 4 mm_token_type_ids defaults are different multimodal issues." + "reason": "VitPose breakage and Gemma 4 token-type defaults are different model-specific bugs." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow reporting after failure is unrelated to a trainer signature mismatch." + "reason": "MLFlow failure reporting is unrelated to the new compute_loss argument error in CustomTrainer." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache indexing in serve is unrelated to auto_docstring crashing on future annotations." + "reason": "Serve KV-cache tensor indexing crash and auto_docstring AttributeError are unrelated." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/setup problems." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/setup failures." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained for MoE and tokenizer_class mismatch in saved config are unrelated serialization bugs." + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config class metadata." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer SGD args being ignored is not the same as a documentation parameter-name typo." + "reason": "Optimizer SGD args not used is a runtime bug; the other is only a docs parameter-name mismatch." } ] }, @@ -15223,8 +15229,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -15312,14 +15318,14 @@ "issue:46305|issue:46655", "issue:42831|issue:45310" ], - "prepared_review_unit_hash": "6dc038de0804defea0d1697b890c2890792ca8efa8aaac6aeb84dbabdcd8d9a9", + "prepared_review_unit_hash": "cdbafb550934fe74fe7a7998ba71a1f7e0b1bb87e1a15d1b50cdfb3ea4e9dc83", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, @@ -15334,210 +15340,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it spans unrelated Transformers regressions around imports, tokenizers, model configs, FP8, generation, and example scripts. None of the soft pairs look like the same underlying bug/change, so no duplicate merge is justified.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is too broad and the reports are not duplicates of one another.", + "summary": "The cluster is heterogeneous: most soft pairs are false positives where titles share generic loading/tokenizer/config language but describe different bugs or changes. No pair looks like the same underlying issue with a mergeable common fix.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical representative because the set spans unrelated topics (tokenizers, configs, generation, FP8, CLI, docs, and model-specific regressions).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the broadest representative of the loading/import-style regressions, but it is still not a duplicate of the others.", + "best_issue_reason": "No issue is a strong global best candidate; the cluster is too mixed for one representative to cover the underlying problems without conflating distinct bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different failures: empty multi-label outputs in an example script vs local dataset loading in another script." + "reason": "Different bugs in different example scripts: multi-label classification vs local dataset loading." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unrelated: a PEFT version pin problem vs leftover dummy classes leaking into the repo API." + "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch and deepspeed double-step behavior are different bugs." + "reason": "Tokenizer config class mismatch and optimizer stepping twice are unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression is not the same as missing processor save files." + "reason": "FP8 accuracy issue and processor.save_pretrained missing files are unrelated code paths." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Import exposure from image_utils and dummy class cleanup are separate issues." + "reason": "Nonexistent image_utils import vs dummy class cleanup; different problems." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different code paths." + "reason": "FP8 MoE save_pretrained bug is distinct from processor serialization issues." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different outputs across versions and AttentionInterface.register behavior are not the same bug." + "reason": "Pegasus output regression and AttentionInterface.register behavior are unrelated." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is tokenizer loading/import behavior." + "reason": "Both involve tokenization/loading, but one is BPE marker handling and the other is AutoTokenizer import/load failure." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are distinct model issues." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different model bugs." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config default initialization and non-persistent buffer junk are unrelated." + "reason": "Default config initialization and junk non-persistent buffers are unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime error and attention registration behavior do not share the same root cause." + "reason": "Category-count runtime error and attention registration behavior are unrelated." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring issue is not the same as a RoPE implementation bug." + "reason": "A docstring error is not the same bug as a RoPE implementation discussion." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different problems." + "reason": "Tokenizer config mismatch and Qwen3.5 MoE from_pretrained failure are different failures." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols, modules, and failure modes." + "reason": "Missing AutoImageProcessor and missing is_offline_mode are distinct import regressions." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer missing ReLU and Minimax MSA numerical mismatch are unrelated." + "reason": "DSA indexer ReLU discussion vs Minimax attention numerical differences are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking regression in PretrainedConfig is not the same as LlamaConfig rejecting head_dim." + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are different config issues." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained and max_shard_size default behavior are different concerns." + "reason": "FP8 save_pretrained behavior and max_shard_size default are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are separate bugs." + "reason": "Tokenizer loading failure and flash-attention generation bug are different code paths." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization differences across versions and FP8 inference on B200 are unrelated." + "reason": "Tokenization-version differences and FP8 inference on B200 are unrelated." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Pretrained model loading with a legacy field and CLI test failures with huggingface_hub are different issues." + "reason": "Legacy-field model loading and CLI completion breakage are unrelated." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 dtype casting are unrelated." + "reason": "Stale phonemizer backend state and quantized-embedder dtype casting are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and remote-code meta-init incompatibility are different bugs." + "reason": "torch.split return values in a DSA indexer and remote-code meta init incompatibility are unrelated." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A tensor-splitting issue and a docstring fix do not share a root cause." + "reason": "Indexer return-value bug and docstring mismatch are not the same issue." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading a registered buffer and processor.save_pretrained missing files are separate code paths." + "reason": "Reading registered position_ids buffers and processor.save_pretrained missing files are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs sync behavior and cache-length honoring are different cache/generation bugs." + "reason": "Generation kwargs after sync_gpus and cache_length honoring are different generation behaviors." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference failure on B200 and missing chat template validation are unrelated." + "reason": "FP8 inference on B200 and missing chat template are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation after sync_gpus and long OCR input index errors are not the same defect." + "reason": "sync_gpus generation kwargs and long OCR index errors are unrelated." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading stall and zero probabilities in a SigLIP model are unrelated." + "reason": "Sentence Transformers loading hang and zero-probabilities in SigLIP2 are unrelated model issues." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script and a LlamaConfig validation error are different bugs." + "reason": "Local dataset loading and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "DSA indexer split handling and missing ReLU in the DSA indexer are separate implementation issues." + "reason": "Both mention the DSA indexer, but one is about split return values and the other about a missing ReLU; not the same bug." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 Video missing an attribute and MoonshineStreaming window off-by-one are not the same bug." + "reason": "SAM 3 video missing attribute and MoonshineStreaming off-by-one are unrelated." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both involve video processing, but one is a window mask off-by-one and the other is padding calculation." + "reason": "Both are video-processing bugs, but one is sliding-window masking and the other is padding calculation; different fixes." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained failure are unrelated." + "reason": "FP8 accuracy and Qwen3.5 MoE from_pretrained error are different problems." } ] }, @@ -15556,8 +15562,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -15642,224 +15648,227 @@ "issue:43232|issue:45593", "issue:45381|issue:46909" ], - "prepared_review_unit_hash": "2eac317870f53a424333a97e12ba6f2ab5d5bb35ece988fa9f77d57bae79d5e7", + "prepared_review_unit_hash": "0eeaa236dde7934e8080b4cb8206852aa39007e023b761ae257d1c97f9251a00", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36342, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "serialized_chars": 36338, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformer issues with one clear duplicate pair around AutoProcessor failing when the required vision backend is missing.", - "confidence": 0.88, - "canonical_issue_reason": "issue:46726 is the clearest generic formulation of the duplicate AutoProcessor/vision-backend bug and best captures the shared failure mode.", + "summary": "The set is highly heterogeneous and does not form a coherent duplicate cluster. All soft-edge pairs appear to be different bugs or changes, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46726 is the best representative issue here: it states the underlying bug succinctly and broadly, unlike the more specific duplicate report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Different bugs: a SAM3 memory overflow vs a DIA documentation example issue." + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Unrelated: missing transformers.onnx import vs Flash Attention 2 behavior in XLMRoberta." + "reason": "Import failure for transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve saving quantized models, but different quantization flows and failure modes." + "reason": "Both concern save/load of quantized models, but they involve different model families and failure modes." }, { "left": "issue:43986", "right": "issue:46726", - "accept": true, - "reason": "Same underlying AutoProcessor failure when the required vision backend is missing; the titles describe the same code-path bug." + "accept": false, + "reason": "These are both backend-missing AutoProcessor crashes, but for different model types and error paths." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Different issues: a dependency problem vs a padding performance regression." + "reason": "A dependency issue is not the same as a SequenceFeatureExtractor padding performance regression." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both touch multimodal model persistence/loading, but one is meta-init compatibility and the other is incorrect visual encoder keys." + "reason": "Remote-code meta-init incompatibility is different from incorrect visual encoder keys on save_pretrained." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different model-specific bugs: FineGrainedFP8 accuracy vs Qwen3-VL-Moe behavior." + "reason": "FineGrainedFP8 accuracy loss is unrelated to the Qwen3-VL-Moe bug." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Unrelated: MLA rms_norm_eps precision handling vs InternVL2 meta-initialization compatibility." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta-initialization compatibility." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different packages/models." + "reason": "Different missing symbols from transformers; these are not the same import bug." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Different failures: loading a multimodal model vs a huggingface_hub CLI test regression." + "reason": "A multimodal model load failure is unrelated to a huggingface_hub CLI completion breakage." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Different bugs: flash_attention_3 training degeneration vs NaNs after checkout/init in classification heads." + "reason": "Flash Attention 3 training degeneration is a different problem from NaNs after checkout/init." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both are vision/video timing bugs, but they affect different models and different sequence-masking logic." + "reason": "Qwen2.5-VL video position IDs and MoonshineStreaming mask off-by-one are different code paths." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Different issues: chat-completions request handling vs a Gemma4Processor attribute crash." + "reason": "Chat/completions request rejection is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Same model family, but different problems: wrong model-type warning vs missing text encoder weights." + "reason": "A sam3 tracker/video type warning is not the same as text encoder weights not loading." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Different bugs: FP8 accuracy regression vs an infinite loop on a specific image." + "reason": "FP8 accuracy issues are unrelated to a Qwen3_5 image-specific infinite loop." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Unrelated low-level bugs in different model code paths." + "reason": "Incorrect mllama mask handling is unrelated to a deepseek-v4 transpose/dtype issue." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Unrelated: an import error vs tokenizer spacing after added tokens." + "reason": "A missing module import is unrelated to tokenizer spacing after added tokens." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Different categories entirely: torch.compile attention-kernel divergence vs a docstring issue." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring." }, { "left": "issue:46305", "right": "issue:46664", "accept": false, - "reason": "Both are video-related, but one is an off-by-one masking bug and the other is inconsistent frame-count semantics." + "reason": "Sliding-window mask off-by-one is different from inconsistent num_frames semantics." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "Unrelated: QA span decoding crash vs CLI test failure from a dependency change." + "reason": "QA decode_spans kth-out-of-bounds is unrelated to a huggingface_hub CLI compatibility failure." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both concern vision models, but one is a missing-backend import path and the other is a placeholder-position bug." + "reason": "Missing torchvision crash on AutoProcessor is different from image-placeholder handling in user text." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer regressions with different symptoms and model families." + "reason": "Wrong offset_mapping for Qwen3 is unrelated to BOS/EOS token insertion regression in mdeberta-v3." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad import-regression report; the former is one specific missing symbol, not clearly the same underlying bug." + "reason": "A specific missing huggingface_hub import is not the same as broad import errors after upgrade." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Different issues: offline cache loading vs quantized model saving failure." + "reason": "Offline cache loading failure is unrelated to quantized model saving failure." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Different tokenizer problems: offline cache loading vs wrong decoder type in v5." + "reason": "Offline cache loading and wrong tokenizer decoder type are different bugs." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Different symptoms and subsystems: XLMRoberta Flash Attention 2 vs Sentence Transformers loading hang." + "reason": "Flash Attention 2 on XLMRoberta is unrelated to Sentence Transformers loading hangs." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different model-specific tokenization failures." + "reason": "Ministral BPE marker handling is not the same as cross-version tokenization drift." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Different bugs and models: sam3 model-type mismatch vs memory overflow on sam3-litetext." + "reason": "sam3 model-type warning is unrelated to memory overflow in sam3-litetext." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Unrelated generation-state bug vs D-FINE auxiliary-loss handling." + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Unrelated: video position IDs vs documentation example breakage." + "reason": "Qwen2.5-VL video position_ids bug is unrelated to a broken documentation example." + }, + { + "left": "issue:42831", + "right": "issue:46369", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to sam3-litetext memory overflow." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the one accepted soft pair is reasonably supported by the titles: both point to the same AutoProcessor/vision-backend missing-dependency failure mode. The other verdicts are generally conservative and do not overclaim." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15871,8 +15880,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -15956,196 +15965,196 @@ "issue:44038|issue:44222", "issue:45216|issue:45478" ], - "prepared_review_unit_hash": "c5e5269570c417f7a1269611612ecda7c6ec551799a266cb4d26a9bfc7cdd74d", + "prepared_review_unit_hash": "924ae0c7d42a16a83d67584606f488b33aad927ea575c118418116b07805a36b", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35737, - "estimated_input_tokens": 8935, - "estimated_eval_tokens": 18126 + "serialized_chars": 35735, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set. The only defensible soft merge is the import-regression umbrella; the Qwen3.5 save/load pairing is too speculative from the packet alone and should stay separate.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45278 is the broadest user-facing regression here: a post-upgrade import breakage affecting multiple symbols, which makes it the best umbrella issue for narrower missing-export reports.", + "summary": "The set is highly heterogeneous: tokenizer, multimodal, model-specific, CLI, and import/regression reports with no strong duplicate cluster. I found no soft edges that look like the same underlying bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45278 is the broadest, most cluster-like regression report (multiple import errors after a version upgrade), so it works best as a general anchor among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global issue because it captures the widest concrete regression surface and can absorb related import failures without overgeneralizing unrelated bugs.", + "best_issue_reason": "Issue 45278 is the most representative high-level regression in the group; the other issues are more specific to particular models, APIs, or failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Multimodal video-processing failure and a broken documentation example are different bug classes." + "reason": "Different model/input path vs documentation example; no shared bug or code change." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model init regression and NaNs in classification heads are different code paths and symptoms." + "reason": "One is custom model init breaking in v5, the other is NaNs after checkout/init; different failure modes." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Position_ids buffer access error and tokenizer_class mismatch on save_pretrained are unrelated." + "reason": "Buffer access error and tokenizer config mismatch are unrelated bugs." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Checkpoint saving for dequantized models and pipeline-parallel output corruption are distinct bugs." + "reason": "Saving dequantized models is unrelated to pipeline-parallel generation output corruption." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "CLI/env command breakage is separate from the sentence-transformers import NameError." + "reason": "CLI/env command breakage and a missing import in sentence-transformers are different code paths." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are load-time failures, but they involve different models, platforms, and failure modes." + "reason": "Stuck loading sentence-transformers and a MacOS bus error on CLIP are different issues." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure and Phi-4 multimodal load failure are different serialization/load bugs." + "reason": "Dequantized save failure does not match multimodal model load failure." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version support regression is unrelated to incorrect LLM output under pipeline parallelism." + "reason": "Python version support issue is unrelated to pipeline-parallel incorrect output." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a torch.split return-value bug are not the same underlying issue." + "reason": "TF32 settings warning has nothing to do with the DSA indexer split bug." }, { "left": "issue:41628", "right": "issue:45278", - "accept": true, - "reason": "Specific missing AutoImageProcessor export fits the broader post-upgrade import-regression umbrella." + "accept": false, + "reason": "Both are import-related, but one is a specific missing export while the other is a broad upgrade regression." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError and stale Sam3LiteText references in auto_mappings.py are different defects." + "reason": "Missing nn import in sentence-transformers and broken Sam3LiteText auto-mappings are separate import bugs." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE layer-count discrepancy and tied-weights warning are different model-implementation bugs." + "reason": "RoPE layer count issue and tied-weights warning are different GLM-5 problems." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Checkpoint save failure and invalid GenerationConfig for GLM-5 are unrelated." + "reason": "Save/pretrained dequantization failure is unrelated to invalid GenerationConfig." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping None handling and AutoProcessor kwargs propagation are different loader defects." + "reason": "Tokenizer mapping None handling and AutoProcessor kwargs forwarding are different API bugs." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "Multimodal token-counting bug and CLI completion attribute error are unrelated." + "reason": "Multimodal token counting bug is unrelated to the CLI completion attribute error." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug and loading sleng-bert are different issues." + "reason": "Wrong offset mapping for Qwen3 tokenizer and failure to load a specific model are unrelated." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset mapping bug and zero assistant masks for multimodal inputs are separate tokenizer behaviors." + "reason": "Tokenizer offset mapping bug and multimodal assistant mask bug are different code paths." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 degenerate training are different failure modes." + "reason": "num_labels propagation and flash-attention training degeneration are unrelated." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated algorithmic bugs." + "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are separate issues." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "cached_file kwargs forwarding and assistant-message tool-call crashes are different apply_chat_template/loader issues." + "reason": "Cached-file kwarg forwarding and chat-template tool-call crash are unrelated." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Both are numerical issues, but they concern different models and attention implementations." + "reason": "DeepSeek-v4 tensor op bug and Minimax attention numerical mismatch are different models/code paths." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe load failure and tokenizer_class mismatch on save are not the same bug." + "reason": "Qwen3-VL-Moe loading issue and tokenizer save metadata mismatch are unrelated." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Generic tokenization drift and continue_final_message on mistral_common are too different to merge." + "reason": "Version-dependent tokenization drift and continue_final_message handling are not the same bug." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization drift and multimodal assistant_masks are separate issues." + "reason": "Both are tokenizer-related, but one is tokenization drift and the other is multimodal assistant mask generation." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe load failure and position_ids buffer access are unrelated." + "reason": "Qwen3-VL-Moe load failure and position_ids buffer read error do not share a concrete code path." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "SAM3 video model-type warning and missing fpn_position_embeddings attribute are different bugs." + "reason": "Wrong model class warning and missing fpn_position_embeddings attribute are distinct SAM3 video issues." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "GGUF loading issues and dequantized save failures are unrelated serialization/load paths." + "reason": "Dequantized save failure and gguf_file handling in from_pretrained are unrelated." }, { "left": "issue:22355", @@ -16157,23 +16166,20 @@ "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe load failure and FP8 save_pretrained for moe are distinct issues." + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe are different failures." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "The packet only shows a save_pretrained checkpoint correctness report versus a from_pretrained load error; the causal link is speculative, so they should not be merged." + "reason": "Both mention Qwen3.5 and v5.4.0, but one is save_pretrained corruption and the other is from_pretrained failure; not the same concrete bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too speculative: issue:45216 vs issue:45478 is not clearly the same bug from the packet alone. They share Qwen3.5 and 5.4+ context, but one is a save_pretrained checkpoint correctness report and the other is a from_pretrained load error; the causal link is asserted rather than evidenced. The import-regression pairing (issue:41628 vs issue:45278) looks conservative, but the second accepted pair is not conservative enough for the available evidence." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16185,8 +16191,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -16270,14 +16276,14 @@ "issue:44610|issue:46909", "issue:42371|issue:43874" ], - "prepared_review_unit_hash": "e30563e69009fc42ae731e6a5b25b20879278551fdf48bb71379dbad4eb1a88c", + "prepared_review_unit_hash": "1d55ab959129dff404efc2ca10e0c314707996e009bef833460cddc71e5a878a", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, @@ -16292,126 +16298,126 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: it mixes unrelated import, tokenizer, multimodal, generation, packaging, and docs regressions. None of the soft-edge pairs looks like the same concrete bug/change, so all should stay separate. If an umbrella issue is needed, 45278 is the closest representative of the import-regression subset, but it is not a real canonical duplicate for the full set.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue fits the whole set; the items are too heterogeneous to represent one underlying bug.", + "summary": "The set is highly heterogeneous: most items are model-specific regressions, tokenizer bugs, import errors, or documentation issues. None of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: multiple import failures after upgrading from 4.57.0 to 5.5.0. It is the closest thing to a cluster representative, though the overall set is not a clean duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest representative of the recurring import-regression complaints, but it still only covers a subset of this mixed cluster.", + "best_issue_reason": "issue:45278 is the most general, user-facing regression report among the issues and best captures the shared import-regression theme seen in a few nearby items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols and likely different regressions." + "reason": "Both are import errors, but for different missing symbols and likely different fixes." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and different failure modes." + "reason": "Both mention tokenizer regressions in v5, but they affect different tokenizers and different failure modes." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "One is an example-script classification output bug; the other is a Gemma 4 multimodal config/input issue." + "reason": "Unrelated problems: one is an example script returning empty labels, the other is a multimodal config default issue." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Both touch tokenization, but one is an offset_mapping bug and the other is a stale phonemizer backend state bug." + "reason": "Different tokenizer families and different bugs: wrong offset mapping vs stale phonemizer backend state." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "These are separate import failures from different packages and missing names." + "reason": "Separate missing-import regressions involving different packages and symbols." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training and multi-label example classification are unrelated issues." + "reason": "Tensor parallel training behavior is unrelated to the classification example script bug." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "A missing module import and a LayoutLMv3 error-message clarity issue are not the same bug." + "reason": "One is a missing module import, the other is an unclear error message in LayoutLMv3 handling." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "BF16/FP32 dtype drift in evaluation is unrelated to incorrect output under pipeline parallelism." + "reason": "Different runtime issues: dtype drift in evaluation versus wrong output under pipeline parallelism." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Packaging/backend install behavior and Python 3.14 load failures are different environment problems." + "reason": "Unrelated environment/support issues: backend extras packaging vs Python 3.14 loading failure." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "These affect different generation/multimodal code paths and do not describe the same defect." + "reason": "Different generation/multimodal bugs in different code paths." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms: SigLIP2 implementation mismatch versus Qwen3_5 image-triggered infinite loop." + "reason": "Both are vision-related, but they concern different models and different failures." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." + "reason": "Attention-kernel divergence and pad performance regression are not the same bug." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "One is a docstring parameter mismatch; the other is import-time stdout logging from auto_docstring." + "reason": "Documentation parameter mismatch is unrelated to import-time docstring diagnostics on stdout." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM-5, but one is invalid GenerationConfig and the other is a RoPE implementation discussion." + "reason": "Same model family, but generation config validation and RoPE implementation are distinct problems." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Global tokenization-space behavior changes and phonemizer backend persistence are unrelated." + "reason": "Tokenization cleanup behavior in v5 is unrelated to phonemizer language cache state." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import and a broad post-upgrade import-error report are not the same concrete bug." + "reason": "The latter is a broad upgrade regression report, but the former is a specific missing import; not the same concrete issue." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "A chat-completions API acceptance problem and a VL image-placeholder failure are different endpoints/use cases." + "reason": "API request validation and VL image-placeholder handling are different failures." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Version-check logic in transformers and a PyTorch version check in flex_attention are different compatibility bugs." + "reason": "Different version-check bugs in different subsystems." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5/MoE-related, but they cover different versions and different from_pretrained failures." + "reason": "Same model family, but from_pretrained/load errors here are not the same concrete bug." }, { "left": "issue:43611", @@ -16423,55 +16429,55 @@ "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "A tokenizer decoder-type regression and a Deepseek tokenizer correctness regression are different issues." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different symptom sets." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "save_pretrained saving wrong visual keys and from_pretrained loading errors are related only by model family, not by the same bug." + "reason": "Both concern Qwen3.5 Moe, but save_pretrained key handling and from_pretrained loading are different code paths." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-Python-file errors and a docs typo are unrelated." + "reason": "Compiled-file execution errors are unrelated to a docstring parameter-name mismatch." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Config propagation for num_labels and NaNs in classification heads are different failure modes." + "reason": "A config propagation bug is not the same as NaNs in classification heads." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in dataloader threads and bfloat16 dtype mismatches are unrelated." + "reason": "VRAM leakage under dataloader threads and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script classification output and SigLIP2 implementation mismatch do not share the same underlying bug." + "reason": "Classification script behavior and SigLIP2 implementation mismatch are different bugs." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-length helper behavior in qwen3_omni_moe and an AuxRequest version check in flex_attention are unrelated." + "reason": "Feature-extractor length calculation is unrelated to the PyTorch version-check import bug." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "An image-size mismatch in OmDet-Turbo and a broken documentation example for DIA are not duplicates." + "reason": "Processor/model input-size mismatch is unrelated to a broken documentation example." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-processor method are completely different problems." + "reason": "TF32 configuration guidance and a missing image-processor method are different issues." } ] }, @@ -16490,8 +16496,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -16557,8 +16563,8 @@ "issue:45092|issue:46762", "issue:33453|issue:39401", "issue:42673|issue:42796", - "issue:44263|issue:46762", "issue:44995|issue:46697", + "issue:44263|issue:46762", "issue:43673|issue:46328", "issue:43824|issue:46981", "issue:43064|issue:43673", @@ -16574,202 +16580,208 @@ "issue:44466|issue:46002", "issue:39379|issue:46897" ], - "prepared_review_unit_hash": "f3b93788332a92498b5eda63ff2849b5a3821e49046044e1c861b7e80ae2cf89", + "prepared_review_unit_hash": "b7a9746c9ad36197f32081bc57f727091e860f565c59782fc9b108bab02eeb2e", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35910, - "estimated_input_tokens": 8978, - "estimated_eval_tokens": 18212 + "serialized_chars": 35906, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bug reports spanning tokenizers, generation, attention backends, training, and model-specific regressions. None of the soft-similarity pairs look like the same underlying defect, so no duplicate merges are justified. No PRs were present; issue:43064 is the strongest standalone report to use as a representative issue because it is specific, reproducible, and scoped to one concrete failure mode.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43064 is the clearest canonical-style issue here: it describes one precise, high-impact bug (rank-skewed optimizer state/params under v5 + FSDP2 + PEFT + cpu_ram_efficient_loading=True) with a concrete reproduction setup.", + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues. The soft edges reflect broad keyword overlap around v5/tokenizers/attention, but the underlying bugs and code paths are different, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43066 is the broadest, clearest v5 tokenizer regression in the set and best represents the tokenization/infrastructure side of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43064 is the best standalone issue to keep as a reference because the failure is narrowly defined, actionable, and tied to a specific training code path rather than a broad regression claim.", + "best_issue_reason": "issue:43066 is the most suitable single issue to anchor the cluster because it is general, concrete, and centrally about a v5 tokenizer regression rather than a model-specific one-off.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Different problems: unused SGD args vs. evaluate() failing after train(); same training area, but not the same bug or fix." + "reason": "Different training bugs: one is SGD arguments being ignored, the other is evaluate() failing after train(); no shared code-path or fix." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both concern output fields, but they affect different models and different output objects; not the same code-path defect." + "reason": "Both are output-field regressions, but for different models and different fields (CLIP attentions vs VideoPrism hidden_states); not the same bug." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "AutoProcessor bug in missing-backend handling vs. repeated 429 retries during model file fetching; unrelated failure modes." + "reason": "AutoProcessor-related, but one is missing-vision-backend handling and the other is repeated 429 retries in from_pretrained; unrelated failures." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Feature extractor padding inefficiency is unrelated to a streaming pipeline regression." + "reason": "A padding performance issue in SequenceFeatureExtractor versus a streaming pipeline regression; different subsystem and symptom." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "One is GPT2 FlashAttention 2 support, the other is a generic Flash Attention 2 issue; too broad and not clearly the same defect." + "reason": "Both mention Flash Attention 2, but one is GPT-2 support and the other is an unspecified flash-attention bug; not the same concrete change." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5 encoder weight-loading bug vs. AutoProcessor kwargs forwarding; different subsystems and bug mechanics." + "reason": "UMT5 weight-loading omission and AutoProcessor cached_file kwargs forwarding are separate loading paths with different root causes." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder type issue in v5 is unrelated to a DeepSeek accuracy regression after upgrade." + "reason": "Tokenizer decoder-type regression in v5 versus a DeepSeek accuracy regression after upgrade; different model behavior and likely different causes." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script multi-label classification bug vs. pipeline translation support/error-message issue; same general pipeline area only superficially." + "reason": "Example-script multi-label output bug versus pipeline() messaging about translation support; unrelated functionality." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing removed pipelines vs. a PyTorch version check bug in flex_attention; not the same change or bug." + "reason": "Documentation references to removed pipeline APIs versus a flex_attention import version check; docs and runtime guard are separate issues." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-init incompatibility for remote-code checkpoints vs. numerical differences in Minimax MSA attention; unrelated." + "reason": "Meta-init incompatibility for old remote-code checkpoints versus numerical differences in Minimax attention; not the same code-path." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both tokenizer-related, but one is a loading regression and the other is wrong offset_mapping for a specific tokenizer." + "reason": "Both tokenizer-related, but one is a loading regression and the other is wrong offset_mapping for Qwen3; different bug classes." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in Qwen3 dataloader threads vs. BPE marker handling in Ministral tokenizer; unrelated." + "reason": "VRAM leak in multi-threaded inference versus tokenizer BPE marker handling; completely different subsystems." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Minimax attention numerical drift." + "reason": "GlmMoeDsa stale indexer cache on second forward and Swin2SR over-padding images are unrelated model-specific bugs." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "Stale indexer cache crash vs. image over-padding; different models and failure modes." + "reason": "torch.split return-value handling in GlmMoeDsaIndexer versus Minimax attention numerical differences; no shared fix." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing in chunked_prefill vs. padding inefficiency in SequenceFeatureExtractor; unrelated." + "reason": "Generation cache missing during chunked prefill versus a numpy/list conversion inefficiency in padding; different issues entirely." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for a missing Qwen2_5_VL symbol vs. AutoProcessor retry behavior on HTTP 429; not the same bug." + "reason": "ImportError for a missing model class versus repeated HTTP 429 retries in processor loading; unrelated failure modes." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Both involve v5 runtime behavior, but one is optimizer-state corruption during training and the other is generation cache handling; separate code paths." + "reason": "Trainer/FSDP/PEFT optimizer-state corruption versus generation cache handling in chunked prefill; training and generation paths differ." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "mllama mask handling bug vs. auxiliary-loss normalization bug in OLMoE/GPT Oss; unrelated." + "reason": "Mllama masked-row handling and auxiliary-loss normalization are both model-internal, but they affect different components and fixes." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig in GLM-5 vs. stale num_return_sequences warning in paged generate(); not the same issue." + "reason": "Invalid GenerationConfig in GLM-5 versus a stale warning in paged generate(); not the same defect." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Released-version dependency bump vs. incorrect PyTorch version gate; unrelated." + "reason": "Package version pin mismatch versus a PyTorch version check bug; different kinds of maintenance issues." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs. Gemma4 causal-mask construction; both attention-related but not the same defect." + "reason": "Both concern attention behavior, but GPT-2 scaling under SDPA/FlashAttention and Gemma4 bidirectional masking are different model behaviors." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model breakage vs. RTDetrLoss infeasible cost matrix; unrelated model families and bugs." + "reason": "VitPose model breakage versus RTDetr loss infeasibility; unrelated vision model bugs." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different model-specific FlashAttention/model-load failures; no shared underlying bug." + "reason": "VitPose breakage and Ministral-3 FlashAttention failure share only a vague model-bug framing, not a concrete code-path." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling vs. flash_attention sink-less AttributeError; unrelated." + "reason": "Tokenizer mapping fallback bug versus flash_attention.py crashing on s_aux=None; unrelated code and symptom." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights unexpected argument vs. PretrainedConfig type-checking regression; both v5-adjacent but distinct bugs." + "reason": "Both are v5/init/type-checking regressions, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking; not the same bug." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose breakage is unrelated to apply_chat_template crashing on empty input." + "reason": "VitPose model failures are unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head.weight serialization inconsistency vs. NaNs in classification heads; different symptoms and code paths." + "reason": "State serialization inconsistency for lm_head.weight versus NaNs in classification heads; different mechanisms and fixes." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "mllama mask bug is not the same as Florence2's double-shift training-loss bug, even if both touch training logic." + "reason": "Different model families and failure modes: mllama mask handling versus Florence2 double-shift training loss." + }, + { + "left": "issue:46640", + "right": "issue:46726", + "accept": false, + "reason": "General flash-attention issue versus AutoProcessor missing-backend error; only the word 'flash' is loosely related, not the bug." } ] }, @@ -16788,8 +16800,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -16873,208 +16885,208 @@ "issue:38617|issue:44220", "issue:44263|issue:44485" ], - "prepared_review_unit_hash": "6d05a58174983b2229bcdad075763a359b786d526f0649034f53737bddc3c7e3", + "prepared_review_unit_hash": "6950e666c91e58310b860c12b3bb63fb187253f7e5e34995f9c4b27aab06941c", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36074, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "serialized_chars": 36077, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidates mostly share broad themes like tokenization, import errors, or model loading, but they describe different concrete failures and code paths. No soft edge should be merged; the only clear duplicate signal is between the two identical Qwen3.5 MoE from_pretrained issues, which is not one of the proposed pairs.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the clearest representative of the set: it is a specific, versioned regression report with a concrete failure mode, and it has an exact duplicate in issue:45478.", + "summary": "All proposed soft edges look like false positives: they share broad subsystems or release regressions, but not the same concrete bug/change.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is canonical for this set; the items span unrelated failures across tokenization, model loading, config handling, optimizer behavior, and testing utilities.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the most actionable issue overall because it names a precise model, a reproducible from_pretrained failure, and a clear regression boundary.", + "best_issue_reason": "If one issue had to be the broadest representative, issue:45071 is the closest because it describes a core PretrainedConfig regression, but it still does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different failures: missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error." + "reason": "Different bugs: missing Qwen3Next projections in a layer vs a Qwen3.5 MoE from_pretrained loading error." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both are model-specific generation/tokenization complaints, but one is a GLM-5 GenerationConfig validation error and the other is a Qwen3.5 flash-attention generation bug." + "reason": "Different failures and code paths: invalid GenerationConfig vs flash-attention generation behavior." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both concern tokenizer correctness, but they are different models and different symptoms: offset_mapping vs general tokenization regression." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms (offset_mapping vs general tokenization output)." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type-checking regression is unrelated to dtype handling in from_config." + "reason": "One is PretrainedConfig type-checking breakage; the other is dtype propagation leaving config stale." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "A config type-checking bug is unrelated to a CLI completion API breakage." + "reason": "Core config typing regression vs CLI completion incompatibility; unrelated bugs." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "AutoProcessor kwarg forwarding and special_tokens list handling are separate code paths and failure modes." + "reason": "Different paths: AutoProcessor kwargs forwarding vs special_tokens list handling." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration is not the same as a save_pretrained checkpoint regression." + "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are distinct issues." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A testing utility bug and a SequenceFeatureExtractor padding inefficiency are different issues." + "reason": "Testing utility bug vs SequenceFeatureExtractor.pad performance problem; not the same change." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Incorrect batched processor shapes are unrelated to the torchvision-missing crash when loading video models." + "reason": "Batched video processor shape bug vs missing torchvision crash during AutoProcessor loading." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling is unrelated to the Mistral regex patch crash." + "reason": "Tokenizer mapping None handling and Mistral regex patch failure are different loading edge cases." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A small testing_utils bug is not the same as a pytest-xdist race on captured_info.txt." + "reason": "A minor testing_utils bug and an xdist race on captured_info.txt are separate problems." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Cache path collisions for trust_remote_code models are unrelated to repeated HTTP 429 retries in AutoProcessor." + "reason": "Cache-path collision for local trust_remote_code models is unrelated to repeated 429 retries in AutoProcessor." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A 3d_parallel.py runtime failure is unrelated to the testing_utils bug." + "reason": "3d_parallel.py execution failure and a testing_utils fix are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type mismatch warning for sam3_* is unrelated to the MobileLLM key error." + "reason": "Different model-loading bugs: sam3_video/sam3_tracker warning vs MobileLLM key error." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "These are both import errors, but they concern different missing symbols in different modules." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior regression and noisy logging are different kinds of bugs." + "reason": "Tokenizer regression across versions vs noisy logging message; not the same bug." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading and a docs parameter-name mismatch are unrelated." + "reason": "Strict config loading for granite_speech is unrelated to the set_training() doc parameter mismatch." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Broken vitpose model loading and backend mapping validation are different subsystems and failures." + "reason": "Vitpose model breakage and unsupported BACKENDS_MAPPING backend are different backend/model issues." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance is unrelated to an MLA layernorm precision/config issue." + "reason": "TF32 API guidance and MLA rms_norm_eps precision are unrelated numeric/config concerns." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." + "reason": "Tokenizer offset mapping regression is unrelated to FP8 inference failure on B200." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig invalid for GLM-5 is unrelated to an unrecognized-model config.json error." + "reason": "Invalid GenerationConfig and unrecognized model config are separate loading/validation failures." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both are numerical-behavior complaints, but one is a missing config epsilon and the other is a different attention implementation discrepancy." + "reason": "Both mention numerical differences, but they concern different models and implementations." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "max_shard_size defaults are unrelated to the Qwen3.5 MoE from_pretrained regression." + "reason": "save_pretrained shard-size discussion is unrelated to Qwen3.5 MoE loading errors." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing import from image_utils is not the same as a broad import breakage after upgrade." + "reason": "A single missing import and a broader import-breakage report are not the same concrete issue." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "TF32 configuration guidance has nothing to do with trust_remote_code cache FileNotFoundError." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing Qwen3Next projections is different from the Qwen3.5 MoE from_pretrained regression." + "reason": "Both involve Qwen3.5/Qwen3.5-MoE, but the reported failures are different layer/projection and from_pretrained error cases." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args not used and optimizer stepping twice under deepspeed are different optimizer bugs." + "reason": "SGD args being ignored and optimizer.step being called twice under deepspeed are different optimizer bugs." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + "reason": "Different failures: missing layer_type_validation import vs _torch_extract_fbank_features behavior." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is not the same as a GLM-5 RoPE implementation discussion." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." } ] }, @@ -17093,8 +17105,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -17181,226 +17193,226 @@ "issue:44038|issue:44410", "issue:38617|issue:42757" ], - "prepared_review_unit_hash": "c3ed7a8fc8f5e7d0d0c3026f6b590db67f15cc21983909265d7cd081c6142c07", + "prepared_review_unit_hash": "d9c9a6c76b3dbcdeedfd7ebcb496d8bf0c57a12d2c97fc903f364d8ed6fd657c", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36930, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "serialized_chars": 36927, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and import/runtime bugs; the shared signal is only that many are v5-era breakages. None of the soft pairs look like true duplicates or the same underlying fix.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43122 is the best representative of the broad v5 tokenizer-regression theme in this set; it is user-facing, version-specific, and more general than the narrower model- or import-specific reports.", + "summary": "The set is a loose collection of Transformers/Hugging Face bug reports, mostly version regressions and model-specific failures. None of the suggested soft pairs look like the same underlying bug or a mergeable duplicate PR candidate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43097 is the strongest representative if one issue must be chosen: it is a concrete, version-wide regression with a specific removed API and clear breakage, making it more canonical than the narrower model- or subsystem-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the strongest single issue to anchor the cluster because it captures the most general recurring symptom pattern here (behavior changes across 4.57.3 \u2192 5.0) and is closer to a cross-cutting regression than the narrower, model-specific bugs.", + "best_issue_reason": "Issue 43097 is the most actionable and self-contained report in the set, with a precise change/regression claim and broad impact across v5 users.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is a wrong decoder-type report and the other is a broader tokenization-difference report; they are not the same bug." + "reason": "Both concern tokenizer behavior in v5, but one is about decoder type selection and the other about output differences from the same tokenizer; distinct failure modes and code paths." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "These are different training bugs in different models: xLSTM has multiple training blockers, while CohereASR reports a double-shift loss issue." + "reason": "Different model families and bugs: xLSTM training blockers versus CohereASR loss double-shift. Similar symptom class, not the same underlying defect." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Both are v5 regressions, but one is about a removed config flag and the other is about unexpected keys/position IDs; different code paths and symptoms." + "reason": "Removed method/API regression versus unexpected key warnings in position IDs. These are unrelated breakages." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "Completely unrelated: patchtsmixer post_init validation versus AutoProcessor retry behavior on HTTP 429s." + "reason": "One is a model class validation issue; the other is repeated HTTP 429 retry behavior in loading. Not the same bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache handling in chunked prefill is unrelated to a small testing_utils bug." + "reason": "Chunked prefill cache handling and a testing utility bug are unrelated." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family model issues, but one is a loading weight-shape mismatch and the other is missing projections in a different architecture." + "reason": "Both involve Qwen/VL models, but one is a weight-shape loading mismatch and the other is missing projections in a different architecture layer. Not mergeable as one fix." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "An empty-list apply_chat_template IndexError is a different failure mode from a streaming pipeline regression." + "reason": "Empty chat-template input crash versus streaming pipeline regression; different APIs and failure points." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are unrelated problems." + "reason": "Importing AutoImageProcessor and PretrainedConfig type-checking are unrelated issues." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing get_number_of_image_patches in an image processor is unrelated to an MLA RMS norm epsilon precision mismatch." + "reason": "Missing image-patch helper versus a LayerNorm epsilon precision/config issue; different subsystems." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both touch chat/completions, but one is an API request acceptance failure and the other is a Qwen3.5 streaming inference bug." + "reason": "Both involve chat/completions, but one is a generic API rejection and the other is a streaming failure on a specific Qwen3.5 model. Too broad to treat as one bug." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they concern different models and different support gaps." + "reason": "Different models and different Flash Attention 2 support gaps; not the same concrete defect." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "A save_pretrained shard-size question is unrelated to a from_pretrained error in Qwen3.5 MoE." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "torch.split return-value handling in an indexer is unrelated to a DeepSeek-v4 dtype/transpose bug." + "reason": "torch.split handling in one indexer and a dtype/transpose bug in DeepSeek-v4 are separate implementation issues." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer is a different defect from the DeepSeek-v4 transpose issue." + "reason": "A missing ReLU in the DSA indexer is unrelated to the DeepSeek-v4 tensor conversion bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "These are different Qwen3-VL issues: one is a weight-shape mismatch, the other a Qwen3-VL-Moe-specific bug." + "reason": "Both mention Qwen3-VL/MoE, but one is a load-time shape mismatch and the other is a broader v5 compatibility report. Not the same underlying bug." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve attention implementations, but one is a Ministral-3 FlashAttention failure and the other is degenerate training under flash_attention_3; not the same fix." + "reason": "Both concern FlashAttention variants, but one is a Ministral model crash and the other is a degenerate-training regression in sequence classification; different concrete problems." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A PyTorch precision warning on compile is unrelated to BLIP2 dtype fields remaining float32." + "reason": "PyTorch warning during bfloat16 compilation versus BLIP2 dtype loading mismatch; not the same code path." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config option is unrelated to gguf_file breaking from_pretrained loading." + "reason": "One is a removed config/helper API in v5; the other is a gguf_file loading break. Different regressions." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "RMS norm epsilon precision is unrelated to a GLM-5 RoPE implementation issue." + "reason": "MLA layer norm epsilon/config precision issue versus GLM-5 RoPE implementation bug. Distinct model internals." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A video-model crash without torchvision is unrelated to a small testing utility bug." + "reason": "Video AutoProcessor crash without torchvision is unrelated to a testing utility bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils issue." + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are not the same defect." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Offline-cache tokenizers failing are different from repeated 429 retries under HF_ENDPOINT." + "reason": "Offline cache loading and repeated 429 retries are both loading-related but are different networking/cache behaviors." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A sliding_window bug in Qwen3-MoE is unrelated to the testing_utils report." + "reason": "Qwen3-MoE sliding_window behavior and testing_utils are unrelated." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both are indexer/processor bugs, but one is missing an image-patch helper and the other concerns torch.split outputs; different underlying defects." + "reason": "Missing multimodal token helper versus torch.split return-value handling are different errors." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An infinite-loop image bug and a memory-overflow issue are distinct failure modes with no shared code-path evidence." + "reason": "Infinite loop on a specific image and memory overflow in a text model are unrelated failures." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "A None TOKENIZER_MAPPING_NAMES assumption and a physical-intelligence/fast loading failure are not the same underlying issue." + "reason": "A mapping-name None-handling issue and a specific from_pretrained failure are related by loader code, but not the same concrete bug." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed config flag is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Removed API in v5 versus flash_attention AttributeError on s_aux=None; separate code paths." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3MoE diverging from the remote implementation is a broader model-parity issue, not the same as the DeepSeek-v4 comb transpose bug." + "reason": "DeepseekV3MoE divergence from remote implementation and a DeepSeek-v4 tensor op bug are not the same defect." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing attention projections in qwen3next and a missing config field silently dropped by @strict are different bugs." + "reason": "Missing projections in qwen3next and a config field being dropped by @strict are unrelated." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Chunked-prefill cache missing in GenerationMixin and a partial-batch pipeline dropping results are unrelated pipeline behaviors." + "reason": "Generation cache/chunked_prefill behavior and MaskGenerationPipeline batching are different pipeline bugs." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe regressions and qwen3next missing projections are different model-specific failures." + "reason": "Both mention Qwen3 families, but one is a MoE compatibility issue and the other is missing projections in qwen3next. Not the same bug." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "These are separate import errors from different modules: layer_type_validation versus is_offline_mode." + "reason": "Different import errors from different modules; no shared underlying defect." } ] }, @@ -17419,8 +17431,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -17487,8 +17499,8 @@ "issue:43986|issue:44484", "issue:43012|issue:46821", "issue:44117|issue:46701", - "issue:46172|issue:46710", "issue:43502|issue:43992", + "issue:46172|issue:46710", "issue:44704|issue:45103", "issue:44936|issue:46365", "issue:44451|issue:47116", @@ -17508,232 +17520,232 @@ "issue:43825|issue:44655", "issue:43352|issue:44380" ], - "prepared_review_unit_hash": "1a33b2730e59c91a728b2db5bb4712f946f9271d98eebf3fabefae0c10ca68b9", + "prepared_review_unit_hash": "7f6522b2e6b08fb1b78982a5b71dae83dbea687f30acfd85aa5d9c949e80956e", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37469, - "estimated_input_tokens": 9368, - "estimated_eval_tokens": 18992 + "serialized_chars": 37468, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues were grouped together here. Nearly every soft edge is a false positive; the only close pair is the SmolVLM video-processor duo, but they still describe different bugs rather than one shared fix.", - "confidence": 0.8, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, and none of the issues forms a true duplicate hub for the others.", + "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad v5/regression/import-error surface similarity; none of the soft pairs look like true duplicates or mergeable PR equivalents.", + "confidence": 0.82, + "canonical_issue_reason": "issue:47116 is the broadest, most representative user-facing regression report in the set: a generic Transformers v5 streaming pipeline breakage rather than a narrow model- or package-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46655 is the most concrete and specific bug report among the near-match candidates, but it is not a reliable duplicate representative for the whole cluster.", + "best_issue_reason": "issue:47116 is the best single issue representative for the cluster because it captures the widest v5 runtime regression theme and is phrased as a concrete end-user failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load behavior, but one is about a removed config flag and the other is a quantization round-trip bug; different underlying failures." + "reason": "Different bugs: one is a v5 API removal/behavior change, the other is quantized save/load breakage after serialization." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are import/loading crashes, but they stem from different missing dependencies and code paths (torchvision vs mistral_common)." + "reason": "Both are import/loading failures, but they involve different components and missing symbols (`torchvision`-related processor loading vs `ReasoningEffort` from `mistral_common`)." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "One is an optimizer-state/rank bug in Trainer with FSDP2+PEFT, the other is Liger Kernel not applied with model_init; not the same bug." + "reason": "Distinct training-path issues: FSDP2 optimizer state mismatch vs Liger Kernel not being applied under `model_init`." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "Different models and symptoms: xLSTM training bugs vs Florence2 training-loss double-shift." + "reason": "Completely different models and failure modes: xLSTM training blockers vs Florence2 training-loss double-shift." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same SmolVLM video processor area, but one is padding calculation and the other is num_frames semantics; related, not the same concrete bug." + "reason": "Same subsystem, but different video-processor bugs: padding calculation vs the meaning of `num_frames`." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + "reason": "Unrelated: missing `set_seed()` in a model integration test vs a noisy logging message." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and different breakages; not one shared root cause." + "reason": "Both are import errors, but for different missing names and code paths (`layer_type_validation` vs `HybridCache`)." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer construction error with AddedToken is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "Different tokenizer problems: duplicate `special` kwarg handling vs `TOKENIZER_MAPPING_NAMES` returning `None`." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy log message is unrelated to an IndexError in apply_chat_template on empty input." + "reason": "A logging nuisance is unrelated to `apply_chat_template` crashing on an empty list." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Both touch save/load or quantization-adjacent behavior, but one is about a removed embedding-tie config and the other is offloading with quantization." + "reason": "One is about a removed/changed config API; the other is quantization offloading not behaving as expected." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor torchvision import failure is unrelated to a save_pretrained shard-size question." + "reason": "Different concerns: missing `torchvision` during processor loading vs the default `max_shard_size` in save_pretrained." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "PyTorch precision warning for bfloat16 compilation is unrelated to TimesFM window_size AttributeError." + "reason": "A PyTorch warning about bfloat16 precision is unrelated to TimesFM's `window_size` attribute crash." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping None handling is unrelated to an image-text-to-text pipeline failure." + "reason": "Different failure modes: tokenizer mapping assumptions vs DiffusionGemma image-text-to-text pipeline behavior." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Different DeepSeek-related symptoms: a tensor operation bug vs an accuracy regression after upgrade." + "reason": "One is an offline-networking bug in `from_pretrained`; the other is a missing embedding weight in UMT5 encoder loading." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "local_files_only incorrectly allowing API calls is unrelated to a missing embed_tokens.weight in UMT5Encoder." + "reason": "Different model-level regressions: a dtype/transpose code bug vs an accuracy regression after a version upgrade." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring future-annotations crash are separate issues in different subsystems." + "reason": "Unrelated areas: `AutoProcessor.from_pretrained` kwargs forwarding vs auto-docstring crashing on postponed annotations." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() failing after train() is unrelated to importing Trainer being blocked by datasets." + "reason": "A trainer state bug after training is not the same as failing to import `Trainer` because of `datasets`." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Model loading failure for ScandiBERT is unrelated to a streaming pipeline regression." + "reason": "Different failures: model loading for a specific checkpoint vs a streaming pipeline regression in v5." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." + "reason": "Separate code paths: GPT-2 attention scaling ignored under SDPA/FlashAttention vs cache lazy init causing recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to an invalid BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Python 3.14 import failure and an invalid backend mapping error are not the same underlying defect." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to a pipeline streaming regression." + "reason": "Different subsystems: distributed training optimizer-state corruption vs pipeline streaming regression." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized model save failure and Qwen3_5 infinite-loop behavior are different bugs." + "reason": "A save/load quantization issue is unrelated to an infinite-loop image-processing bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure is unrelated to pipeline object save_pretrained support." + "reason": "Different persistence issues: dequantized model saving vs saving `Pipeline` objects." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy class cleanup and noisy logging are unrelated maintenance issues." + "reason": "Dummy class cleanup/leakage is unrelated to noisy logging." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "bfloat16 precision warning is unrelated to Bamba torch.compile+SDPA failure." + "reason": "A precision warning on bfloat16 compilation is not the same as a Bamba SDPA `torch.compile` failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Different warnings on different configs: bfloat16 compile precision vs tie_word_embeddings guidance." + "reason": "Both mention warnings, but they are about different model/config warnings and different fixes." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "A missing embedding weight in UMT5Encoder is unrelated to max_shard_size defaults." + "reason": "Missing embedding weights during load is unrelated to the default shard size used in saving." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing pipeline() after removals is unrelated to a streaming regression." + "reason": "Documentation still referencing removed pipelines is distinct from an actual streaming pipeline runtime regression." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Missing Flash Attention 2 support for a model is unrelated to a Python version compatibility problem." + "reason": "Nemotron flash-attention support and a Python-version compatibility/load issue are separate bugs." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and a reproduction of another issue are not the same bug." + "reason": "Wrong tokenizer decoder type is not clearly the same as the isolated reproduction of a different issue number." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM small-model training bugs are unrelated to Bamba SDPA compile failures." + "reason": "xLSTM training blockers and Bamba SDPA compile failures are different model-specific issues." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "An incorrect v5 pipeline error message is unrelated to saving Pipeline objects." + "reason": "An incorrect pipeline error message is unrelated to saving pipeline objects." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "FlashAttention support for Nemotron and GPT2 attention scaling in SDPA/FlashAttention are different code paths and fixes." + "reason": "Unsupported FlashAttention for NemotronH is different from GPT-2 attention scaling being ignored under SDPA/FlashAttention backends." } ] }, @@ -17752,8 +17764,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -17838,214 +17850,214 @@ "issue:44625|issue:46077", "issue:36683|issue:43475" ], - "prepared_review_unit_hash": "dad6ee61b8f8d3729e2962db7ba1856b1628712204c919d9a0d8f6690716a035", + "prepared_review_unit_hash": "b9ae99dd89176a1904a1727eef20dad1dfe72c68de1d17f7a2c263e182f7edb5", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36399, - "estimated_input_tokens": 9100, - "estimated_eval_tokens": 18456 + "serialized_chars": 36392, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs mostly share broad keywords (v5, import error, attention, MoE, save/load) but do not describe the same concrete bug or code path. I\u2019d reject all soft edges; the set is heterogeneous, so there is no good canonical issue/PR for the cluster.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is very heterogeneous: most soft pairs are false positives spanning unrelated model bugs, import errors, packaging issues, and serving regressions. No PRs are present. I selected a broad v5 model-loading regression as the least-bad issue representative, but there is no strong duplicate canonical.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43611 is the broadest, most representative user-facing regression here (`base_model_prefix`-related v5 loading breakage), though the overall cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43611 is the best standalone representative because it captures the common v5 breakage theme and is clearly actionable compared with the more niche or unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is KV-cache continuation indexing in serve while the other is streaming pipeline behavior; different code paths." + "reason": "Both are v5 regressions, but one is a KV-cache continuation indexing bug in serve and the other is a streaming pipeline regression; different code paths and fixes." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Unrelated: removed tie_embeddings_and_encoder_decoder behavior vs a noisy logging message." + "reason": "`tie_embeddings_and_encoder_decoder` removal is a breaking API change, while 46298 is just a noisy logging issue." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to an import/Trainer dependency issue." + "reason": "Whisper generation on empty transcription and Trainer import conflicts are unrelated bugs." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Both touch attention, but one is GPT2 scaling being ignored and the other is register() changing callback behavior; not the same bug." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to AttentionInterface.register changing callback behavior." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are unrelated." + "reason": "ESM2 model breakage and DeepSeek tensor transpose/dtype handling are different concrete failures." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to Trainer import failure." + "reason": "`patchtsmixer` post_init validation is unrelated to importing Trainer with datasets installed." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both involve MoE/FP8, but one is save_pretrained failing and the other is from_pretrained loading failing; different code paths." + "reason": "Saving FP8/quantized MoE models and loading Qwen3.5 MoE models are different operations and bugs." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to huggingface_hub CLI completion breakage." + "reason": "A flaky SAM HQ integration test due to missing seeds is unrelated to a CLI completion incompatibility with huggingface_hub 1.22.0." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols/packages and likely different fixes." + "reason": "Both are import errors, but they concern different symbols in different modules and different breakages." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling backend bug is unrelated to zero-loss sequence classification behavior." + "reason": "Attention scaling backend behavior is unrelated to the zero-loss classification bug." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config vocab_size omission and Apple Silicon TypeError are unrelated." + "reason": "A missing `vocab_size` config attribute in Gemma3 is unrelated to the Apple Silicon warmup TypeError." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." + "reason": "Distributed optimizer-state corruption with FSDP2/PEFT is a different bug from GPT2 attention scaling being ignored." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Packaging backend selection and Trainer import dependency conflict are unrelated." + "reason": "Package backend selection under `.[torch]` is unrelated to failing to import Trainer because of datasets." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A warning about bfloat16 precision is not the same as compiled flex_attention failing on torch>=2.9." + "reason": "A PyTorch warning during bfloat16 compilation is not the same as a hard failure in compiled flex_attention on torch>=2.9." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "One is a chat-completions request rejection, the other is a processor crash on batched input; different failures." + "reason": "Chat-completions request rejection and batched processor padding crashes are different API layers and failures." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated issues." + "reason": "Missing `layer_type_validation` import and unwanted network requests despite `local_files_only=True` are unrelated." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation discussion are not the same concrete bug." + "reason": "Smollm3 RoPE layer-dropping bug and GLM-5 RoPE discussion/implementation are not the same concrete issue." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP attentions assignment regression is unrelated to GPT2 attention scaling." + "reason": "CLIP attention outputs missing is unrelated to GPT2 attention scaling under alternate backends." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different missing exports from different modules; same symptom class, but not the same bug." + "reason": "Both are import errors, but for different missing symbols and different modules; not the same bug." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 embedding resize propagation and Gemma4 bidirectional attention masking are separate model behaviors." + "reason": "Embedding resize propagation and bidirectional attention mask construction are different model behaviors." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but hidden_states being None is a different output-path problem than attentions not being assigned." + "reason": "Both concern CLIP outputs, but one drops attentions and the other drops hidden states; separate regressions." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen3-VL-Moe/FP8, but one is a general bug report and the other is FP8 inference support; not one concrete change." + "reason": "General Qwen3-VL-Moe breakage and FP8 inference support are not the same fixable code-path problem." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and Pipeline save_pretrained failure are different save paths." + "reason": "Quantized model saving failure and pipeline save_pretrained failure are distinct save-path bugs." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated issues." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different model-loading failures with no evidence of the same root cause." + "reason": "Qwen3VL-Moe loading regression and a sorted-state_dict load error are different loading problems." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Trainer import dependency issues are unrelated." + "reason": "Qwen3.5 `num_labels` propagation is unrelated to the Trainer import failure." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are unrelated." + "reason": "Nemotron FlashAttention2 support and invalid GenerationConfig in GLM-5 are different model-specific problems." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base_model_prefix load regression and Pipeline save_pretrained are different code paths." + "reason": "Model loading via `base_model_prefix` and saving Pipeline objects are different code paths and should not be merged." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "num_labels propagation is unrelated to bidirectional attention masking." + "reason": "`num_labels` propagation and Gemma4 bidirectional attention masks are unrelated model configuration bugs." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config vocab_size and SAM3 vision output missing fpn_position_embeddings are unrelated." + "reason": "Gemma3 config missing `vocab_size` and SAM3 video output missing `fpn_position_embeddings` are different attribute regressions." } ] }, @@ -18064,8 +18076,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -18152,239 +18164,242 @@ "issue:44360|issue:45440", "issue:42890|issue:44964" ], - "prepared_review_unit_hash": "8ed356231f1bb6b3c0aaef7b9277d55b92b1dbe957d72245dd3b179dada32612", + "prepared_review_unit_hash": "f93e192be510a36284eac2068bfb5053e4a03a5d8419b80605931e9c8be42406", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36728, - "estimated_input_tokens": 9182, - "estimated_eval_tokens": 18620 + "serialized_chars": 36729, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These pairs are mostly superficial matches: similar words around loading, saving, configs, imports, or testing, but the underlying bugs and code paths differ. No pull requests are present. The cluster is too heterogeneous to have a strong canonical issue.", - "confidence": 0.82, - "canonical_issue_reason": "No single issue is a clean duplicate anchor; the set mixes unrelated import, config, save/load, training, and test failures.", + "summary": "This cluster is mostly a grab bag of separate Transformers bug reports that only loosely overlap around loading/import/config regressions. The only plausible duplicate edge is the import-time slowdown pair; the rest are distinct issues affecting different code paths or models.", + "confidence": 0.73, + "canonical_issue_reason": "issue:44246 is the broadest user-facing report of the import slowdown, while issue:41669 reads more like a specific root-cause/fix proposal for that same symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43867 is the broadest loading-related report and the closest thing to an umbrella, but it still does not represent the whole cluster well.", + "best_issue_reason": "issue:44246 is the clearest umbrella issue for the shared import-performance problem and is more representative than the narrower cause-specific report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled-file import errors vs import-time docstring lint stdout noise; unrelated failures." + "reason": "Both relate to import-time behavior, but one is about compiled Python file errors and the other about auto_docstring printing diagnostics; different bugs." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Pipeline save_pretrained failure vs quantized-model roundtrip breakage; different mechanisms." + "reason": "Both mention save_pretrained, but one is about Pipeline serialization and the other about quantized SINQ roundtrips; not the same underlying bug." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python version compatibility issue vs a separate Python 3.14 import/load failure." + "reason": "Both are Python-version compatibility reports, but they describe different release/version failures with different likely causes." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Missing config attribute vs optimizer argument handling; unrelated." + "reason": "These are unrelated model/config issues: a missing Gemma3Config attribute versus a patchtsmixer post_init policy change." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State-dict sorting load error vs incorrect save_pretrained checkpoint contents; load vs save regressions." + "reason": "One is a generic load failure when state_dict order changes; the other is a Qwen3.5 save_pretrained regression. Different code paths." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 load failure vs cli/huggingface_hub attribute error; different code paths." + "reason": "A Python 3.14 import/load failure is not the same bug as a CLI test breakage from a huggingface_hub API change." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Missing Gemma config field vs special_tokens type error; unrelated." + "reason": "These are different attribute-shape problems: Gemma3Config missing vocab_size versus special_tokens being the wrong type." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Attention-mask construction vs stale config.dtype after from_config; unrelated." + "reason": "One is an attention-mask behavior bug; the other is dtype metadata getting out of sync after from_config. Not the same issue." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions assignment bug vs Qwen3.5 checkpoint save regression; unrelated." + "reason": "CLIPOutput attentions assignment and Qwen3.5 checkpoint saving are unrelated model-specific bugs." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing config attributes on different model families; not the same bug." + "reason": "Different missing-config-attribute bugs affecting different model families." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate mask bug vs tensor-parallel training bug; unrelated." + "reason": "BART generate() decoder_attention_mask initialization is unrelated to the tensor-parallel training optimizer bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP/PEFT optimizer-state bug vs a cache-strategy typo; unrelated." + "reason": "A distributed training optimizer-state bug is not the same as a cache-strategy typo issue." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad concern vs broad import errors after version bump; unrelated." + "reason": "One is a specific no_grad decoration request for cache updates; the other is a broad import-error regression after upgrade." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing weight during load vs Qwen3.5 from_pretrained error; different model-specific issues." + "reason": "Different model families and different failure modes in from_pretrained." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer args ignored vs importing Trainer blocked by datasets; unrelated." + "reason": "Optimizer argument handling and Trainer import failure are unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs bug vs variable-length position_ids bug; unrelated." + "reason": "Scheduler kwargs propagation and Qwen3.5 variable-length position_ids are separate bugs." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Load failure on sorted state_dict vs Gemma pipeline roundtrip issue; different bugs." + "reason": "Both concern loading/roundtrips, but state_dict ordering and Gemma pipeline token roundtrip failures are different problems." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL box output error vs RTDetrLoss infeasible cost matrix; different code paths." + "reason": "These are different model-loss issues: Qwen3-VL bounding-box output versus RTDetrLoss infeasible cost matrix." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Decoder attention mask bug vs tokenizer-loading regression; unrelated." + "reason": "BART generate() decoder mask initialization and tokenizer loading regression are not the same underlying bug." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Generic compiled-file import errors vs a Python 3.13 torch.jit parsing/IndentationError; different root causes." + "reason": "One is a compiled-file import error; the other is a Python 3.13 torch.jit parsing issue. Different failure paths." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs tp loading OOM; same broad area but not the same concrete defect." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Cache no_grad proposal vs vague model breakage after 5.0; unrelated." + "reason": "A specific cache-update no_grad request is not the same as a vague broad complaint that 5.0 breaks many models." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Import-star performance regression vs intermittent slow import report; too broad and not the same fix." + "accept": true, + "reason": "Same underlying import-time performance problem: both report transformers import being too slow, and 41669 points to a likely cause." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Load-order state_dict issue vs missing config field silently dropped; unrelated." + "reason": "Generic load-model ordering issues and a missing Qwen3_5MoeVisionConfig field are different bugs." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Missing test seeding vs xdist race on captured_info.txt; different testing problems." + "reason": "A missing set_seed() in model tests and an xdist race on captured_info.txt are unrelated testing issues." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP output field assignment vs optimizer argument usage; unrelated." + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init eligibility are unrelated." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update no_grad vs Python-version compatibility; unrelated." + "reason": "Cache update decoration and Python-version compatibility are unrelated." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Sorted state_dict loading bug vs incorrect visual-encoder save key mapping; related theme but different concrete issue." + "reason": "A generic load-order state_dict issue is not the same as Qwen3.5 save_pretrained writing incorrect visual encoder keys." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder missing weight vs Qwen3.5 from_pretrained error; unrelated model-specific bugs." + "reason": "Different from_pretrained failures on different model families; no shared code path is evident." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency error vs tokenizer-loading regression; unrelated." + "reason": "PyTorch-missing ImportError and tokenizer loading regression are unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIPOutput attentions missing vs CLIPTextModel structural inconsistency; related family, but different code-path changes." + "reason": "CLIPOutput attentions assignment and CLIPTextModel structure inconsistency are distinct CLIP-related bugs, not the same defect." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion vs DeepSeekV3 implementation divergence; unrelated." + "reason": "A DSA indexer discussion about ReLU is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test seeding issue vs inability to load a specific model in latest transformers; unrelated." + "reason": "A flaky test due to missing seeds is unrelated to a Phi-4 multimodal model loading failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis stays grounded in the packet, and the only accepted soft-edge pair is well supported by the issue titles: 41669 is a likely cause-oriented report for the same import slowdown symptom described in 44246. The other pairwise rejections are conservative and do not overclaim duplication." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18396,8 +18411,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -18491,268 +18506,268 @@ "issue:43352|issue:44961", "issue:44351|issue:46617" ], - "prepared_review_unit_hash": "f5f2c68cdba68f69af73246da21a8a04964df717697015fdfa8fa51c195f0932", + "prepared_review_unit_hash": "ab6a6d6101f1b0698802f0e95d0591a94a332f9f876b4cd3f3eb0b2f2a11407b", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39009, - "estimated_input_tokens": 9753, - "estimated_eval_tokens": 19762 + "serialized_chars": 39005, + "estimated_input_tokens": 9752, + "estimated_eval_tokens": 19760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is thematically broad but not duplicate-heavy: most items are distinct v5 regressions, import errors, or model-specific bugs that only look similar by wording. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the apparent cluster theme (general v5 breakage), so it is the least-bad canonical issue, though the cluster is still too heterogeneous to be a true duplicate set.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions, import errors, and docs/test issues. A few items share a broad \"v5 breaks loading\" theme, but the soft pairs do not look like true duplicates of the same concrete bug/change.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 44556 is the most representative concrete user-facing regression in the set: reloading checkpoints after a v4.57 -> v5.x upgrade. It best matches the cluster\u2019s dominant theme of version-related loading failures without being overly vague.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the best representative of the shared high-level theme of \"v5 breaks many things,\" but it is still too generic to serve as evidence of duplication with the others.", + "best_issue_reason": "Issue 44556 is the best global representative because it is a clear, actionable breakage report centered on model reload behavior after upgrade, which is the closest common thread across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Different bugs: network access despite local_files_only vs AddedToken constructor argument collision." + "reason": "Different bugs: local_files_only network leakage vs AddedToken special-argument collision." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different test failures in different model areas; one is seed setup, the other stale device override." + "reason": "Both are CI/test flakiness, but they concern different tests and different root causes." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior change and video num_frames semantics are unrelated code paths." + "reason": "Unrelated: v5 tokenization-space behavior change vs SmolVLM video-frame semantics." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained/moe handling is not the same as missing _tp_plan for tensor parallelism." + "reason": "Both mention MoE/tensor-parallel adjacent areas, but one is FP8 save_pretrained and the other is missing _tp_plan." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Serve KV-cache indexing crash vs trust_remote_code cache FileNotFoundError are different failure modes." + "reason": "Different code paths: KV-cache continuation crash vs trust_remote_code cache FileNotFoundError." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both concern loading after v5, but one is AutoTokenizer loading and the other is checkpoint reload/version compatibility; not the same bug." + "reason": "Both are loading regressions, but one is AutoTokenizer loading in v5 and the other is checkpoint reload after upgrade; not the same concrete bug." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Unrelated: offline-loading network request leak vs GLM-5 RoPE implementation discussion." + "reason": "No overlap beyond being Transformers bugs." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Different subsystems: missing image-processor method vs cache loading file-not-found." + "reason": "Different failures: multimodal token counting vs cache-based trust_remote_code loading." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "Generic v5 breakage complaint vs special_tokens list/dict type error; not the same concrete issue." + "reason": "Broad v5 complaint vs a specific special_tokens list-handling error; too general to be duplicates." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Model import error and trust_remote_code cache file error are distinct problems." + "reason": "Different import/load failures for different subsystems." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad decoration and dummy Conv2d in Sam3PixelDecoder are unrelated changes." + "reason": "Unrelated model internals: cache/layer update decoration vs dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "CLI env command breakage and AttentionInterface.register behavior change affect different APIs." + "reason": "Both touch API/CLI behavior, but the broken env command and AttentionInterface.register issue are distinct." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Same model family, but missing _tp_plan and from_pretrained error are not enough to prove the same underlying bug." + "reason": "Same model family, but one is tensor-parallel plan metadata and the other is a from_pretrained failure; not enough evidence of one bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization OOM and v4.57-to-v5.2/v5.3 reload failure are different regressions." + "reason": "Different regressions: int4 memory growth/OOM vs checkpoint reload compatibility." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different import failures: PreTrainedModel vs HybridCache." + "reason": "Both are import errors, but for different symbols and likely different causes." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow job-reporting issue and tokenizer-loading regression are unrelated." + "reason": "MLflow reporting vs tokenizer loading regression; unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and a performance regression report are not the same issue." + "reason": "Docs/pipeline references vs an unrelated issue titled racoon." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan missing and a missing config field are different bugs." + "reason": "Related model family, but tensor-parallel plan and strict config-field dropping are different bugs." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang is unrelated to documentation confusion about model.forward inputs." + "reason": "Sentence-Transformers loading hang vs documentation confusion; no duplicate signal." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and Chinese performance slowdown after upgrade are unrelated." + "reason": "Compiled Python file errors vs performance regression after upgrade; unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Offline loading/network request bug and performance slowdown are not the same concrete code-path problem." + "reason": "No substantive overlap." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local_files_only network leakage and FP8 save_pretrained moe behavior are different issues." + "reason": "Different areas: offline/local file handling vs FP8 save_pretrained for MoE." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Both are vision/video-related, but one is num_frames semantics and the other is missing vision backend handling." + "reason": "Both are vision processor issues, but one is num_frames semantics and the other is missing backend handling." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "No_grad decoration for cache updates is unrelated to sync_gpus generation kwargs handling." + "reason": "Both mention generation/cache internals, but they are different failures and code paths." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting after failed training and tensor-parallel training bug are unrelated." + "reason": "MLflow job reporting vs tensor-parallel training bug." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading and generic checkpoint reload regression are different concrete failures." + "reason": "Both are version-upgrade loading regressions, but one is Qwen3VL MoE model loading and the other is generic checkpoint reload compatibility." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Bart generation UnboundLocalError and forward-doc confusion are unrelated." + "reason": "Generate() runtime error vs documentation ambiguity; unrelated." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different model-specific issues." + "reason": "Both are loading regressions, but they involve different models and likely different failure points." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file error and PretrainedConfig type checking breakage are unrelated." + "reason": "Compiled-file execution errors vs PretrainedConfig type checking; unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "huggingface_hub import problem and transformers env CLI breakage are different dependency/feature failures." + "reason": "Import error from huggingface_hub vs broken transformers env command; not the same issue." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command and config type-checking are unrelated." + "reason": "CLI command breakage vs typing/type-checking regression; unrelated." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "transformers env CLI breakage is not the same as the huggingface_hub completion attribute failure." + "reason": "Both are CLI-related, but the dependency-specific test failure and the env-command bug do not look like one concrete fix." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and layer_type_validation import error are unrelated." + "reason": "Docs confusion vs missing import symbol; unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Performance slowdown report and Gemma-4 audio positional encoding bug are different problems." + "reason": "No meaningful overlap beyond both being issue titles." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env command failure and Qwen2_5_VL import error are unrelated." + "reason": "CLI/env command bug vs model class import error; unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and upgrade slowdown report are not the same bug." + "reason": "GLM-5 RoPE implementation vs unrelated titled racoon." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application bug and DSA indexer ReLU discussion are unrelated." + "reason": "Liger kernel application bug vs DSA indexer ReLU discussion; unrelated." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support limitation and performance slowdown are different issues." + "reason": "Flash Attention support error vs unrelated titled racoon." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import error and trust_remote_code cache FileNotFoundError are distinct import/loading failures." + "reason": "Different import/load failures affecting different mechanisms." } ] }, @@ -18771,8 +18786,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -18862,244 +18877,244 @@ "issue:43576|issue:44908", "issue:43352|issue:44393" ], - "prepared_review_unit_hash": "9c1d669fcfaef83b675d77bc90af074b7c20548820819c68466b59ff42564599", + "prepared_review_unit_hash": "b58adef55975e3ee28e5abee9b520ca1919937acaa43a89c12216b3dade88042", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37444, - "estimated_input_tokens": 9361, - "estimated_eval_tokens": 18978 + "serialized_chars": 37449, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformers v5 regressions, model-specific config/import failures, and a few performance/lazy-loading complaints. None of the soft pairs look like clear duplicates of the same concrete bug, so I would not merge any of them. The broadest representative issue is the generic v5 breakage report.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best captures the common \"v5 breaks many models\" theme, even though the rest of the cluster is too mixed to treat as one duplicate family.", + "summary": "This cluster is mostly a loose grouping of unrelated Transformers regressions and model-specific bugs. The only common thread is broad v5 import/loading breakage, so I do not see any safe duplicate pair among the soft edges.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set: it captures the general \u201cv5 breaks many models\u201d regression theme better than the narrower model-specific reports, even though it is still too vague to be a precise dedupe target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative cluster anchor because it is the least model-specific and best summarizes the shared regression theme across the set.", + "best_issue_reason": "issue:45850 is the best cluster anchor because it is the most general and high-level report of the shared v5 regression pattern; the rest of the issues are too specific or unrelated to serve as a canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug vs. a documentation/behavior mismatch for return_all_scores; different code paths and symptoms." + "reason": "Different area and symptom: tensor parallel training vs a pipeline docs/behavior mismatch." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Vision missing attribute vs. trust_remote_code cache FileNotFoundError; unrelated failures." + "reason": "Different code paths: SAM 3 attribute error vs remote-code cache FileNotFoundError." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Dropped kwargs in RoFormer methods vs. attention implementation not using the attention interface; related area but not the same bug." + "reason": "Related RoFormer area, but one is kwargs forwarding and the other is attention-interface usage; not the same bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Import errors for different symbols: AutoImageProcessor vs. PreTrainedModel." + "reason": "Both are import errors, but for different missing symbols and likely different export paths." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained/moe serialization bug vs. FP8 inference support request; different operations." + "reason": "One is FP8 save_pretrained, the other is FP8 inference support; different functionality." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing deepstack_visual_indexes field vs. special_tokens keys error; different attributes and failure modes." + "reason": "Model config field-loss bug vs special_tokens object type error; unrelated." }, { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Llama4Config missing pad_token_id vs. special_tokens list/keys issue; not the same underlying bug." + "reason": "Llama4 config pad_token_id issue is unrelated to the special_tokens keys error." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel not applied with model_init vs. FP8 inference failure on B200; unrelated areas." + "reason": "Liger Kernel/model_init application bug is unrelated to FP8 inference on B200." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "state_dict sorted loading error vs. special_tokens keys error; different load-time problems." + "reason": "State-dict loading order error is unrelated to special_tokens handling." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation discussion vs. video processor num_frames semantics; unrelated model components." + "reason": "GLM-5 RoPE discussion and SmolVLM num_frames inconsistency are different model-specific problems." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific Qwen3.5-35B chat crash vs. broad v5 breakage report; the latter is just an umbrella symptom, not the same bug." + "reason": "A specific Qwen3.5 chat crash is not the same underlying bug as a broad v5 breakage complaint." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked_prefill cache missing vs. a typo in cache strategies; different issues." + "reason": "Generation cache regression and a cache-strategy typo are not the same issue." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "processor.save_pretrained missing files vs. an empty generic bug report; no concrete shared failure." + "reason": "Missing processor save_pretrained files is too specific to be the same as a vague placeholder bug report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading malfunction vs. tensorboard/TensorFlow backend error; unrelated topics." + "reason": "Lazy loading failure and undefined tf backend from tensorboard-only install are different failures." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe bug vs. missing _tp_plan for tensor parallelism; different model subsystems." + "reason": "Generic Qwen3-VL-Moe bug and missing tensor-parallel plan are not the same concrete problem." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading/import issue vs. unsafe sys.modules access; same broad area, but not clearly the same concrete bug." + "reason": "Both touch loading, but lazy loading malfunction and unsafe sys.modules access are not established as the same bug." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer ReLU discussion vs. video num_frames semantics; unrelated." + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video-frame semantics." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/performance issue vs. GenerationMixin cache missing in chunked_prefill; different problems." + "reason": "Import-star performance regression is unrelated to generation cache missing in chunked prefill." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination vs. PretrainedConfig type-checking regression; unrelated." + "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken transformers env command vs. checkpoint reload incompatibility after v5 upgrade; both v5-related, but not the same bug." + "reason": "CLI env command breakage and checkpoint reload incompatibility are different v5 regressions." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "2D bounding-box output problem vs. infinite loop on a specific image; different failure modes." + "reason": "Both are Qwen3-VL-related, but one is bbox output error and the other is an infinite loop on a specific image." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific Llama4Config pad_token_id regression vs. generic \"v5 breaks many models\" umbrella issue; not a duplicate." + "reason": "A missing config field is a narrow model bug, not the same as broad v5 breakage." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models vs. DeepSeek weight conversion script question; different feature areas." + "reason": "FP8 inference support and deepseekv4 weight conversion are different tasks." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig missing pad_token_idx vs. generic v5 breakage report; one specific config bug, one umbrella complaint." + "reason": "StableLm pad_token_idx regression is unrelated to the broad \u201cmany models break\u201d report." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Reloading v4.57 checkpoints after v5.2/v5.3 upgrade vs. InternVL2 remote-code meta-init incompatibility; both compatibility issues, but different concrete bugs." + "reason": "Both mention v5 incompatibility, but one is generic checkpoint reload and the other is remote-code meta-init incompatibility." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache strategy typo vs. broad v5 regression summary; not the same issue." + "reason": "A cache-strategy typo is not the same as the broad v5 regression complaint." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Generic v5 breakage report vs. CLI test failure from huggingface_hub API change; unrelated subsystem." + "reason": "General v5 model breakage is unrelated to the huggingface_hub CLI test failure." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings guidance vs. cache strategies typo; unrelated." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_video/sam3_tracker model-type warning vs. Liger Kernel with model_init; different code paths." + "reason": "SAM3 model-type warning and Liger Kernel/model_init behavior are different issues." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import * performance/cleanup issue vs. cannot import Qwen3_5ForCausalLM module; related to imports in general, but not the same bug." + "reason": "Import-star slowdown is unrelated to a missing Qwen3_5ForCausalLM module import." }, { "left": "issue:44246", - "right": "issue:44273", + "right": "issue:47110", "accept": false, - "reason": "Import slowdown report vs. lazy loading malfunction; plausibly related, but not enough evidence to treat as the same concrete bug." + "reason": "Import slowness and special_tokens type error are unrelated." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44360", + "right": "issue:45092", "accept": false, - "reason": "Missing set_seed in SAM-HQ tests vs. inverse_sqrt scheduler kwargs handling; unrelated." + "reason": "DSA/ReLU discussion is unrelated to checkpoint meta-init compatibility." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Broken transformers env command vs. shell command allowlist bypass security issue; completely different." + "reason": "Broken env subcommand and shell-operator allowlist bypass are different CLI/security issues." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command vs. scheduler kwargs bug; unrelated." + "reason": "CLI env command breakage is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Nemotron Flash Attention 2 support gap vs. Qwen3-VL bounding-box hallucination; different models and bugs." + "reason": "Flash Attention 2 support gap for Nemotron and Qwen3-VL bbox errors are unrelated." } ] }, @@ -19118,8 +19133,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -19220,310 +19235,226 @@ "issue:44861|issue:47110", "issue:42913|issue:43066" ], - "prepared_review_unit_hash": "ca9bcfeb5d6006f3596648e4e737fd0aa7799aaa9b706755664b8c0550e530f0", + "prepared_review_unit_hash": "33182e397806ad1a540086ecd6e7563bcc65ef355eba509009e7e43e56f2ebca", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 46, - "serialized_chars": 40694, - "estimated_input_tokens": 10174, - "estimated_eval_tokens": 20604 + "serialized_chars": 40697, + "estimated_input_tokens": 10175, + "estimated_eval_tokens": 20606 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: mostly unrelated bugs, regressions, and feature requests with only loose theme overlap around Transformers v5 behavior changes. No soft pair looks like the same concrete underlying bug/change, so none are accepted.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43976 is the most concrete and self-contained regression here, but the overall set does not form a true duplicate cluster.", + "summary": "This cluster is mostly a noisy mix of unrelated Transformers bug reports. A few items loosely overlap around tokenizer/v5 regressions, but none of the soft pairs look like the same concrete bug or change.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43066 is the most concrete tokenizer-v5 regression in the set and the best anchor for the small tokenizer-related subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "43976 is the best representative issue because it is specific, actionable, and clearly user-facing, though it should not be treated as a duplicate anchor for the rest of the set.", + "best_issue_reason": "Issue 43066 is the most actionable and specific issue here, with a clear symptom and a plausible shared regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Different bugs: position_ids buffer access error vs a generic placeholder bug report." + "reason": "Specific buffer/position_ids bug vs a generic placeholder report; no shared code-path." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to the generic bug report." + "reason": "Tokenizer save_pretrained metadata bug is unrelated to the generic report." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility regression is unrelated to Qwen3-VL bounding-box output errors." + "reason": "Python version compatibility issue vs a Qwen3-VL bounding-box bug." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are different code paths." + "reason": "LR scheduler kwargs bug vs PretrainedConfig type-checking regression; different areas." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "A cache-strategy typo is unrelated to SequenceFeatureExtractor padding performance." + "reason": "Cache-strategy typo vs feature-extractor padding performance issue; not the same bug." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "cached_file kwargs passthrough and inverse_sqrt scheduler kwargs are separate problems." + "reason": "cached_file argument forwarding vs inverse_sqrt scheduler behavior; unrelated paths." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star performance cleanup is unrelated to the HybridCache import failure." + "reason": "Import-star cleanup/perf issue vs missing HybridCache import; different problems." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star cleanup and a testing_utils bug do not share the same underlying issue." + "reason": "Model import cleanup vs a testing_utils bug; no concrete overlap." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version regression is not the same as a missing Qwen3_5 import." + "reason": "Python support regression vs missing Qwen3_5ForCausalLM module; unrelated symptoms." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to tied-weight key attribute handling." + "reason": "PatchTSMixer post_init policy vs tied-weights AttributeError; different code paths." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion and tokenizer loading regression are not the same bug." + "reason": "Documentation confusion vs tokenizer loading regression; same general area only." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python version support and shell-operator allowlist bypass are unrelated." + "reason": "Interpreter support issue vs shell command-substitution security bug." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "RoPE implementation discussion is unrelated to command-substitution bypass." + "reason": "RoPE implementation discussion vs command-allowlist bypass; no shared fix." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "These are different model/component bugs with no shared code-path evidence." + "reason": "DSA indexer activation bug vs Gemma audio positional encoding issue." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading failure are separate issues." + "reason": "Broken env CLI command vs lazy-loading failure; unrelated features." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Timestamp calculation in Qwen3VL and video padding are different processor bugs." + "reason": "Timestamp calculation bug vs video padding calculation bug; both multimodal but different defects." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger kernel application in model_init is unrelated to flash_attention_3 training degeneration." + "reason": "Liger-kernel application issue vs flash_attention_3 training degeneration; not the same bug." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report does not identify the same issue as the Qwen3.5 MoE from_pretrained error." + "reason": "Generic placeholder report vs a specific Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and scheduler kwargs are unrelated code paths." + "reason": "Lazy loading problem vs scheduler kwargs issue; different subsystems." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation and tar-slip/zip-slip RCE are unrelated." + "reason": "RoPE implementation bug vs tar/zip slip RCE security issue; no overlap." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation and RoPE implementation are different bugs." + "reason": "Processor timestamp math vs RoPE implementation; unrelated code paths." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are unrelated." + "reason": "Gemma audio positional encoding vs CohereASR training-loss shift bug; different models and symptoms." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained and tied-weight-key crashes affect different save/load paths." + "reason": "Pipeline save_pretrained support vs tied-weight key crash; different save/load paths." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python version compatibility and archive extraction RCE are unrelated." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Timestamp calculation and scheduler kwargs handling are separate bugs." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "Broken env CLI and Qwen3_5 import failure are different issues." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-star performance work and VRAM leak across dataloader threads are unrelated." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation wording and Llama 3.2 model loading regression are not the same defect." - }, - { - "left": "issue:45850", - "right": "issue:47177", - "accept": false, - "reason": "Broad v5 breakage complaint is unrelated to tar-slip/zip-slip RCE." - }, - { - "left": "issue:45850", - "right": "issue:47176", - "accept": false, - "reason": "Broad v5 breakage complaint is unrelated to shell-operator allowlist bypass." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "RoPE implementation and Gemma-4 audio positional encoding are different model internals." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "VRAM leak in multithreaded use and RoPE implementation are unrelated." - }, - { - "left": "issue:46218", - "right": "issue:47177", - "accept": false, - "reason": "Import failure for Qwen3_5ForCausalLM is unrelated to archive extraction RCE." + "reason": "Python version compatibility vs arbitrary file write/RCE security bug." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared-expert gating and a comb.to(...).transpose bug are different DeepSeek-V4 issues." + "reason": "DeepSeek shared-expert gating vs dtype/transpose bug; not the same concrete issue." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage and timestamp calculation are unrelated." + "reason": "local_files_only network leak vs timestamp computation bug; no shared fix." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration guidance and multithreaded VRAM leak are different problems." + "reason": "TF32 settings API migration vs VRAM leak in dataloader threads." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage and a Qwen3_5 import error are not the same bug." + "reason": "Very broad v5 breakage report vs a specific missing-module import error; too vague to match." }, { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Timestamp calculation and missing processor.save_pretrained files are different processor bugs." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and Gemma-4 audio positional encoding do not match." - }, - { - "left": "issue:44261", - "right": "issue:45468", - "accept": false, - "reason": "MLA q_a_layernorm epsilon handling is unrelated to Gemma-4 audio positional encoding." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are not the same change." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "Qwen3VL timestamp math and VRAM leakage across threads are unrelated." - }, - { - "left": "issue:43352", - "right": "issue:46218", + "left": "issue:45850", + "right": "issue:47177", "accept": false, - "reason": "Flash Attention 2 support for NemotronH and Qwen3_5 import failure are different issues." + "reason": "Broad version-breakage complaint vs a shell/file-write security vulnerability." }, { - "left": "issue:44351", - "right": "issue:46218", + "left": "issue:46218", + "right": "issue:47177", "accept": false, - "reason": "Different import failures: HybridCache missing vs Qwen3_5ForCausalLM import error." + "reason": "Missing module import vs security exploit; unrelated." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Tied-weight key handling and special_tokens list-vs-dict error are unrelated." + "reason": "Tied-weights AttributeError vs special_tokens list/dict mismatch; different failures." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5 behavior, but one is broad behavioral change and the other is a specific decoder-type bug; not enough evidence of one underlying defect." + "reason": "Both are tokenizer-v5 related, but one is broad behavior drift while the other is a specific decoder-type bug; not clearly the same underlying defect." } ] }, @@ -19542,8 +19473,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ @@ -19610,142 +19541,142 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "679bc3515a7f5474546199e6e271904ef968d53d5501ac053c57e4e769aee608", + "prepared_review_unit_hash": "46c05d022e3bab086f557d9dee9119eccbc7bdd3f19457578761d122f7db02da", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993466, - "estimated_input_tokens": 248367, - "estimated_eval_tokens": 496990 + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 }, "budget": { "node_count": 31, "item_count": 31, "soft_pair_count": 29, - "serialized_chars": 26074, - "estimated_input_tokens": 6519, - "estimated_eval_tokens": 13294 + "serialized_chars": 26077, + "estimated_input_tokens": 6520, + "estimated_eval_tokens": 13296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated issues. The only plausible duplicate-style overlap is around Flash Attention 2.0 support requests, where one issue is the generic feature request and another is the GPT-2-specific request.", - "confidence": 0.63, - "canonical_issue_reason": "issue:45250 is the broadest and most representative item in the only clear thematic mini-cluster (Flash Attention 2.0 support).", + "summary": "This cluster is mostly heterogeneous and does not contain any strong duplicate sets. The only mild thematic grouping is around Flash Attention 2.0 requests, but even those are model-specific vs generic and should not be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "If forced to pick one issue as an anchor, 45250 is the broadest Flash Attention 2.0 request and the best umbrella for the related flash-attention items; however, there is no single true canonical duplicate for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45250 is the best global representative because it is the most general, concise feature request and most likely to subsume nearby FA2 support asks.", + "best_issue_reason": "45250 is the best global issue target because it is the most general and reusable Flash Attention 2.0 request; the other items are either narrower model-specific bugs or unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Different failures: tied-weight-key handling vs CLI completion regression from huggingface_hub." + "reason": "Different bug classes: tied-weight helper crash vs CLI completion compatibility error." }, { "left": "issue:28348", "right": "issue:45250", - "accept": true, - "reason": "Both are about Flash Attention 2.0 support; one is the generic request and the other is the GPT-2-specific case." + "accept": false, + "reason": "Same broad theme, but not the same change: GPT2-specific support request vs generic Flash Attention 2.0 request." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue." + "reason": "Scheduler kwargs bug is unrelated to the unrelated/non-technical 'Unemployment' issue." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Completely unrelated topics: dummy/non-technical issue vs shell operator command-substitution bypass." + "reason": "No relation: placeholder issue vs command-substitution allowlist bypass." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Completely unrelated topics: dummy/non-technical issue vs allowlist bypass in shell operators." + "reason": "No relation: placeholder issue vs shell-operator allowlist bypass / RCE issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategy wording is unrelated to the unrelated 'Unemployment' issue." + "reason": "Typo in cache strategy wording is unrelated to the placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "General version-regression complaint is not the same underlying issue as the unrelated 'Unemployment' item." + "reason": "Placeholder issue is unrelated to the broad 'breaks too many models' regression report." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different bugs: AttributeError in tied-weight key lookup vs chat template crash on tool-call messages." + "reason": "Different code paths: tied weights key handling vs chat template crash with tool calls." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading is unrelated to the ImportError for layer_type_validation." + "reason": "Checkpoint load slowness is unrelated to the import error in configuration utilities." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request is unrelated to missing files in processor.save_pretrained." + "reason": "FP8 inference support request is unrelated to missing processor save files." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different model families and likely different code paths." + "reason": "Both mention Flash Attention 2.0, but they are separate model support requests for different architectures." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() mask initialization bug is unrelated to checkpoint loading speed." + "reason": "BART generate UnboundLocalError is unrelated to from_pretrained checkpoint loading slowness." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance is unrelated to tensor parallel training failure." + "reason": "Checkpoint load performance and tensor-parallel training bug are different problems." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow finalization on failure is unrelated to slow from_pretrained loading." + "reason": "MLflow finalization on failure is unrelated to from_pretrained loading latency." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading speed and forward-doc confusion are unrelated." + "reason": "Loading slowdown and forward() documentation confusion are not the same underlying issue." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen variants, but one is FP8 inference support and the other is a from_pretrained compatibility error." + "reason": "FP8 inference support request is separate from the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models is unrelated to Qwen FP8 support." + "reason": "Continuous batching for audio models is unrelated to FP8 Qwen3-VL / Qwen3.5 support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Weight init behavior in Mamba models is unrelated to RoFormer attention interface usage." + "reason": "Mamba init-weights behavior and RoFormer attention-interface use are different code paths." }, { "left": "issue:42936", @@ -19757,71 +19688,68 @@ "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT type-hint issue is unrelated to tokenizer regex warnings." + "reason": "Type-hint correction for ModernBERTConfig is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Ignore_value usage in a model is not the same bug as kwargs not being passed to loss calculation." + "reason": "Ignore_value being unused is not the same as kwargs not being forwarded to loss calculation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation is unrelated to RoFormer attention implementation details." + "reason": "Loss-kwargs propagation and RoFormer attention-interface issues are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss handling is unrelated to tokenizer regex warnings." + "reason": "Mask2Former loss handling is unrelated to tokenizer regex pattern warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different areas and failures: Mask2Former loss behavior vs RoFormer attention interface usage." + "reason": "Same as above: different model subsystems and different failure modes." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss behavior is unrelated to the quantization-operation typo." + "reason": "Mask2Former ignore_value bug is unrelated to the typo in orig_conversion.quantization_operation." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT config typing and a quantization typo are unrelated." + "reason": "Incorrect type hint and typo are different documentation/code quality issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation is unrelated to a config type-hint issue." + "reason": "Missing kwargs propagation is not the same as a ModernBERTConfig type-hint fix." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama norm implementation question is unrelated to ModernBERT norm_eps typing." + "reason": "Question about RMS norm semantics is unrelated to a config type-hint bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage is unrelated to ModernBERT config typing." + "reason": "Mask2Former ignore_value bug and ModernBERTConfig type hint issue are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:28348 \u2194 issue:45250, is well supported by the shared Flash Attention 2.0 support theme. The rejected pairs are framed narrowly and do not overstate evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -19833,8 +19761,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -19847,7 +19775,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "7c077edf95137d613e2934c7ce66de41572dabe359024e0324c5227e42fb42f3", + "prepared_review_unit_hash": "57e16b54a2b1a7c1b64c87c5dce340e43578cf38cf8986bb3d3fef82802a6603", "component_budget": { "node_count": 3, "item_count": 3, @@ -19869,30 +19797,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated: a token truncation option request, a ReduceLROnPlateau-style training utility request, and Wav2Vec2 word-boundary timing offsets. No soft pair should be merged.", + "summary": "These three issues are about unrelated topics: tokenizer truncation behavior, ReduceLROnPlateau-like training logic, and Wav2Vec2 word timestamp offsets. The title similarity is superficial, so this cluster should not be treated as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "Issue 11307 is the most active and concretely scoped thread in the cluster, but it is not actually a duplicate of the others.", + "canonical_issue_reason": "No strong canonical issue: the reports do not share the same underlying bug or feature request.", "canonical_pr_reason": null, - "best_issue_reason": "11307 is the strongest standalone issue to keep as the representative artifact because it has the highest discussion activity and a clear, specific feature request.", + "best_issue_reason": "If one must be highlighted, #11307 is the most discussed and concrete, but it is not a representative duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different feature areas and user needs: truncation strategy control vs Wav2Vec2 word offset extraction." + "reason": "Different domains and asks: tokenizer truncation placement vs Wav2Vec2 word boundary timestamps." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated topics: token truncation behavior versus ReduceLROnPlateau-like scheduler functionality." + "reason": "One is about token truncation direction, the other about learning-rate scheduling behavior; no shared bug path." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "These are separate requests in different parts of the library; they do not describe the same underlying bug or change." + "reason": "Training scheduler functionality and speech-model time offsets are unrelated problems." } ] }, @@ -19911,8 +19839,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -19924,12 +19852,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "70f4aeac109323a7fcb69cad8a60219b836692f6f03621bf4263696ce96cb747", + "prepared_review_unit_hash": "19999384ea066ba2a2f36723dd33e2eed5aab6455f2be1d1ee464ad3a42002b2", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19937,7 +19865,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19946,24 +19874,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not look like true duplicates: one is about Tapas tokenization parity, one about private-model download/auth error messaging, and one about a generic model load failure for bert-base-uncased. They are only loosely similar at the high level of \"model-related errors.\"", - "confidence": 0.87, - "canonical_issue_reason": "issue:16618 is the broadest and most central model-loading complaint among the three, so it is the best single representative if one must be chosen.", + "summary": "The cluster is centered on Hugging Face model loading/tokenization problems, but the three issues describe different failure modes: tokenizer behavior divergence, private-model download/auth messaging, and a generic model load failure. They are related in subsystem, not the same bug.", + "confidence": 0.68, + "canonical_issue_reason": "Issue #16618 is the best anchor because it is the broadest and most central model-loading report in the set; the other two are narrower and more specific to tokenizer parity or private-download authentication.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 has the clearest user-facing symptom and is the most general of the three; the others are narrower and concern different code paths.", + "best_issue_reason": "#16618 is the most suitable representative issue for this cluster because it captures the general user-facing symptom of failing to load a model, even though the evidence does not show it is a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization parity is a different subsystem and problem than a failure to load bert-base-uncased." + "reason": "Reject: tokenizer output mismatch with TensorFlow TAPAS code is a different underlying bug from a generic 'can't load model' report; they do not describe the same code path or fix." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model auth/download error messaging is a different bug from a generic model loading failure for a public model." + "reason": "Reject: the private-model issue is specifically about auth/download errors and bad messaging, while #16618 is a generic model-loading failure for bert-base-uncased; these are not the same concrete problem." } ] }, @@ -19982,8 +19910,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -19993,7 +19921,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "a21059f3d79043dcdf49219763b3cd12d960f7f8807454b4eb53a2d51277dd2b", + "prepared_review_unit_hash": "49581a7c521ceea8c4e8f4cff82433919dd59e49dd9965049b3199d5400ca578", "component_budget": { "node_count": 2, "item_count": 2, @@ -20015,18 +19943,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They are not the same underlying request, so the soft duplicate edge should be rejected.", - "confidence": 0.98, + "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support on more architectures, and one for GGUF support on more architectures. They share a generic template but not the same underlying change request, so they should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #26350 is the more active and established tracker, but it is still distinct from #33260 rather than a duplicate.", + "best_issue_reason": "Neither issue is a strong canonical target because they describe different feature areas; if one must be chosen for reference, issue #33260 is slightly more recent and has more inbound references, but it is not a duplicate of #26350.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "Community contribution: Adding Flash Attention 2 support for more architectures", - "right": "Community contribution: Adding GGUF support for more architectures", + "left": "issue #26350: Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "issue #33260: Community contribution: Adding GGUF support for more architectures", "accept": false, - "reason": "Different feature requests targeting different architectures/code paths; they do not describe the same bug or change." + "reason": "Different architecture-support requests for different features; shared wording is only a template-level similarity, not the same bug or code change." } ] }, @@ -20045,8 +19973,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -20073,236 +20001,226 @@ "issue:38435|issue:44370", "issue:38435|issue:44365", "issue:38435|issue:43834", - "issue:38435|issue:46222", "issue:38435|issue:46226", "issue:43834|issue:44370", "issue:43834|issue:44365", - "issue:43834|issue:46222", "issue:43834|issue:46226", + "issue:43834|issue:46222", "issue:43834|issue:46931", "issue:44365|issue:44370", - "issue:44365|issue:46222", "issue:44365|issue:46226", + "issue:44365|issue:46222", "issue:44365|issue:46931", - "issue:44370|issue:46222", "issue:44370|issue:46226", + "issue:44370|issue:46222", "issue:44370|issue:46931", "issue:46222|issue:46226", "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "a6f66679332ac7d00541d4565d3747a299bea2c46f8b9ea12558e0ce536c707f", + "prepared_review_unit_hash": "4f33932e7eb1f8ed89c4383ff3e5aa68955985c49812826a8edd2f75b51dbcde", "component_budget": { "node_count": 9, "item_count": 9, - "soft_pair_count": 29, - "serialized_chars": 15975, - "estimated_input_tokens": 3994, - "estimated_eval_tokens": 8244 + "soft_pair_count": 28, + "serialized_chars": 15552, + "estimated_input_tokens": 3888, + "estimated_eval_tokens": 8032 }, "budget": { "node_count": 9, "item_count": 9, - "soft_pair_count": 29, - "serialized_chars": 15975, - "estimated_input_tokens": 3994, - "estimated_eval_tokens": 8244 + "soft_pair_count": 28, + "serialized_chars": 15552, + "estimated_input_tokens": 3888, + "estimated_eval_tokens": 8032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly a mixed i18n translation cluster rather than one duplicate set: Turkish, Spanish, and Romanian requests are distinct. The only likely true duplicates are the identical generic-placeholder issues and the exact same Thai-titled pair.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43834 is the best anchor for the duplicate subgroup because it is the earliest of the identical generic-template issues and has the cleanest placeholder title.", + "summary": "This cluster is mostly a set of unrelated i18n translation-request issues: some are language-specific (Turkish, Spanish, Romanian), while others are generic placeholder or garbled titles. The high similarity appears to come from a shared issue template, not the same underlying bug/change.", + "confidence": 0.83, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest global issue representative among the accepted duplicates; it is earliest and most generic, so it best anchors the duplicate set.", + "best_issue_reason": "issue:43834 is the clearest representative of the repeated generic translation template, but it is not a valid canonical duplicate for the whole cluster because the other items target different languages or are unrelated text.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-targeted translation requests; not the same underlying issue." + "reason": "Different issue targets; the similarity is template-level only, not the same translation request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs. generic placeholder issue; no evidence they are the same request." + "reason": "Turkish vs placeholder template issue; no evidence they are the same underlying request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Specific Turkish translation request versus a generic template issue; not a duplicate." + "reason": "Turkish request and generic placeholder title are not the same concrete issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Turkish vs Romanian); these are separate requests." + "reason": "Different languages (Turkish vs Romanian); these are separate translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish); separate translation tasks." + "reason": "Different languages (Turkish vs Spanish); not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request versus generic placeholder; not the same issue." + "reason": "Spanish request does not match the generic placeholder issue; only the template is similar." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish-specific request versus generic placeholder; not a duplicate." + "reason": "Spanish translation request and generic placeholder title are not the same issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Spanish vs Romanian); separate issues." + "reason": "Different languages (Spanish vs Romanian); separate requests." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish-specific request versus generic placeholder; not the same underlying request." + "reason": "Spanish request and generic placeholder issue are only superficially similar." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian-specific request versus generic placeholder; not enough to call them duplicates." + "reason": "Romanian request and placeholder template issue lack evidence of the same underlying change." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian-specific request versus generic placeholder; separate issue." + "reason": "Romanian translation request is distinct from the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request versus generic placeholder; not the same request." - }, - { - "left": "issue:38435", - "right": "issue:46222", - "accept": false, - "reason": "Different titles and no concrete evidence of the same translation request." + "reason": "Romanian request and placeholder template issue are not the same concrete issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different titles and no concrete evidence of the same translation request." + "reason": "Romanian translation request is unrelated to the Thai-titled item." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Same generic placeholder title and near-identical body pattern; likely the same duplicate translation request." + "accept": false, + "reason": "Identical placeholder-style titles are not enough to prove the same underlying bug/change." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same generic placeholder title and near-identical body pattern; looks like a duplicate." + "accept": false, + "reason": "Very similar template text, but no concrete evidence these are the same issue." }, { "left": "issue:43834", - "right": "issue:46222", + "right": "issue:46226", "accept": false, - "reason": "Titles differ materially; too little evidence they are the same underlying issue." + "reason": "Placeholder translation issue and Thai-titled item are unrelated." }, { "left": "issue:43834", - "right": "issue:46226", + "right": "issue:46222", "accept": false, - "reason": "Titles differ materially; not enough evidence for duplication." + "reason": "Placeholder translation issue and Thai-titled item are unrelated." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different visible request text; cannot safely merge as duplicates." + "reason": "Placeholder translation issue and Thai-titled item are unrelated." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Same generic placeholder title and almost identical body; likely duplicate issues." + "accept": false, + "reason": "Same placeholder template, but no proof they describe the same concrete issue." }, { "left": "issue:44365", - "right": "issue:46222", + "right": "issue:46226", "accept": false, - "reason": "Different titles and no clear evidence they describe the same request." + "reason": "Generic placeholder issue and Thai-titled item are not the same request." }, { "left": "issue:44365", - "right": "issue:46226", + "right": "issue:46222", "accept": false, - "reason": "Different titles and no clear evidence they describe the same request." + "reason": "Generic placeholder issue and Thai-titled item are not the same request." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different visible request text; not enough to treat as the same issue." + "reason": "Generic placeholder issue and Thai-titled item are unrelated." }, { "left": "issue:44370", - "right": "issue:46222", + "right": "issue:46226", "accept": false, - "reason": "Different titles and no concrete evidence of the same underlying request." + "reason": "Generic placeholder issue and Thai-titled item are not the same request." }, { "left": "issue:44370", - "right": "issue:46226", + "right": "issue:46222", "accept": false, - "reason": "Different titles and no concrete evidence of duplication." + "reason": "Generic placeholder issue and Thai-titled item are not the same request." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different visible request text; not the same issue." + "reason": "Generic placeholder issue and Thai-titled item are unrelated." }, { "left": "issue:46222", "right": "issue:46226", - "accept": true, - "reason": "Exact same Thai title and matching body size; strong duplicate signal." + "accept": false, + "reason": "Both are Thai-titled items, but the text differs and there is no evidence of the same underlying issue." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different titles and no evidence they are the same request." + "reason": "Different Thai titles/content; not enough evidence to merge as duplicates." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different titles and no evidence they are the same request." + "reason": "Different Thai titles/content; not enough evidence to merge as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet: the Turkish/Spanish/Romanian issues are clearly separate by title, the three placeholder issues form a plausible duplicate subgroup, and the two Thai issues are an exact-match duplicate pair. The soft-edge verdicts are conservative overall, with no overreach beyond what the titles, timestamps, and similarity signals support." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20314,8 +20232,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36718-21", "nodes": [ @@ -20391,304 +20309,322 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "cd94168bdda9ac613f08b8b731def9e935fa5e805ae0617aa65c7f47242fe538", + "prepared_review_unit_hash": "b4b6da71067f75d11d690f1d3551f8498eb208cca80fc8e7e410e5da5e226124", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28612, - "estimated_input_tokens": 7153, - "estimated_eval_tokens": 14562 + "serialized_chars": 28614, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28612, - "estimated_input_tokens": 7153, - "estimated_eval_tokens": 14562 + "serialized_chars": 28614, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated model-addition requests across different architectures and modalities; none of the soft links look like true duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the items are only superficially similar as \"add model\" requests, but each targets a different model, task, or feature.", + "summary": "This cluster is mostly a set of unrelated model-request issues that share superficial wording (\u201cAdd model\u201d, audio/vision/BERT families), not the same underlying bug or change. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items span distinct model families and tasks (keypoint matching, BERT/config additions, vision detection, audio ASR/TTS, and special model variants), so there is no clear duplicate umbrella.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative for deduping; the cluster is too heterogeneous to treat one request as canonical.", + "best_issue_reason": "Issue 36879 ('Add RF-DETR model') is the cleanest generic model-add request to use as a representative, but it is not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher: similar naming, but different models and likely different implementations." + "reason": "Both are keypoint-related, but RoMa matcher and LoMa detector+matcher are different model requests, not the same change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matching request vs MiniCPM3 architecture request; different domains and code paths." + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated model families and code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config addition vs DEIMv2 model request; separate model families." + "reason": "EuroBert config addition and DEIMv2 addition are different model targets." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config work vs Qwen3-TTS support; different model families and modalities." + "reason": "BERT config work vs Qwen3-TTS support; different modality and implementation path." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config entry vs RF-DETR model addition; unrelated models." + "reason": "Both are model additions, but EuroBert config and RF-DETR are distinct models with different integration work." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config entry vs XiaoMi MiMo request; different model families." + "reason": "EuroBert config request and MiMo request are unrelated model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions with no shared concrete fix." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different vision models; not the same concrete change." + "reason": "RF-DETR detection model vs DEIMv2 request; not the same underlying change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR detector request vs LFM2.5 Audio support; different modalities." + "reason": "Object detection model request vs audio model request; different subsystems." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model addition vs OpenAI weight-sparse transformer request; unrelated code paths." + "reason": "RF-DETR addition and weight-sparse transformer request are unrelated model changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vision model request vs Qwen3-ASR support; different tasks." + "reason": "RF-DETR vision model vs Qwen3-ASR audio support; different tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision model request vs Qwen3-TTS support; different tasks and implementations." + "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT language-model request vs Qwen3-ASR audio support; unrelated." + "reason": "NeoBERT addition and Qwen3-ASR support are different model families and code paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT model addition vs weight-sparse transformer request; different changes." + "reason": "NeoBERT request vs weight-sparse transformer request; not the same concrete fix." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; different model families and modalities." - }, - { - "left": "issue:36879", - "right": "issue:37015", - "accept": false, - "reason": "RF-DETR detector request vs NeoBERT language model request; different underlying work." + "reason": "BERT model addition and LFM2.5 Audio support are unrelated." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT; both are model requests, but not the same model or code path." + "reason": "NeoBERT and ModernVBERT are distinct model additions, not a duplicate." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; unrelated." + "reason": "MiniCPM3 architecture request and Qwen3-ASR support target different models and modalities." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs weight-sparse transformer; different model families and change types." + "reason": "MiniCPM3 model work is unrelated to sparse-transformer support." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT; distinct model families/modalities." + "reason": "MiniCPM3 and ModernVBERT are separate model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS support; different model families and tasks." + "reason": "MiniCPM3 architecture and Voxtral TTS support are different model families." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vs Qwen3-TTS support; unrelated model requests." + "reason": "DEIMv2 detection model request vs Qwen3-TTS support; no shared underlying bug." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR; different model families and tasks." + "reason": "ModernVBERT and Qwen3-ASR are different model integrations." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS; different model families and tasks." + "reason": "ModernVBERT request and Qwen3-TTS request are unrelated." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT vs XiaoMi MiMo; unrelated model additions." + "reason": "ModernVBERT and MiMo are different model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE feature request vs Voxtral TTS support; unrelated." + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated changes." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT model addition vs generic BERT-like-with-RoPE support; related broad area, but not the same concrete change." + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader architectural proposal." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE support vs XiaoMi MiMo; different targets." + "reason": "Broad BERT/RoPE proposal vs MiMo request; not the same model or fix." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support vs unrelated person-named issue; no overlap in underlying change." + "reason": "BERT/RoPE architecture discussion and a person-named issue are unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo vs SAM3-LiteText; different model families and modalities." + "reason": "MiMo request and SAM3-LiteText are different model support items." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo vs Qwen3-TTS; different tasks and implementations." + "reason": "MiMo and Qwen3-TTS are distinct model families." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo vs DeepSeek-OCR2; different model requests." + "reason": "MiMo request and DeepSeek-OCR2 request are separate model additions." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo vs unrelated person-named issue; no duplicate signal." + "reason": "MiMo model request and the unrelated name issue are not duplicates." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR: same model family, but different modalities and code paths." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but are different modalities and different support work." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support vs Voxtral TTS support; both audio-related, but different model-specific integrations." + "reason": "Both are TTS-related model requests, but Qwen3-TTS and Voxtral TTS are different concrete models." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated model requests." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 addition are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS vs weight-sparse transformer; different kinds of changes." + "reason": "Audio model support and sparse-transformer support are different changes." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR support vs LFM2.5 Audio; both audio-related, but not the same model or code change." + "reason": "Both are audio-model requests, but ASR and LFM2.5 Audio are not the same underlying model or fix." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR vs EUPE; different model families." + "reason": "Qwen3-ASR support and EUPE model addition are unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support vs weight-sparse transformer; unrelated." + "reason": "ASR support and sparse-transformer support are different code paths." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral TTS support; different model families and tasks." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-ASR vs Voxtral TTS; both audio, but different concrete integrations." + "reason": "NeoBERT request and Voxtral TTS support are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR vs DeepSeek-OCR2; different modalities and implementations." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE vs TIPSv2; both vision-language oriented, but distinct model requests." + "reason": "EUPE and TIPSv2 are separate vision-language model additions, not the same change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT vs unrelated person-named issue; no shared underlying change." + "reason": "ModernVBERT request and the unrelated name issue are not duplicates." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support vs unrelated person-named issue; no duplicate relationship." + "reason": "Voxtral TTS support and the unrelated name issue are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio-model support request vs SAM3-LiteText; different models and tasks." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink option are different changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer request and EUPE request are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio models; not mergeable as one PR/issue." } ] }, @@ -20707,8 +20643,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -20718,40 +20654,40 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "6fae13a3e67c51aa4233a10dd3a91fcae4f7fee398c621a25f5320580c809540", + "prepared_review_unit_hash": "c9037a5a2c2a4b0a5ff150d1ae9fe628c7672f87e74fbcd87bd729e8618a97be", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, - "estimated_input_tokens": 377, - "estimated_eval_tokens": 1010 + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, - "estimated_input_tokens": 377, - "estimated_eval_tokens": 1010 + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, the other is a Vision RoPE refactor. They should not be clustered together.", - "confidence": 0.99, - "canonical_issue_reason": "No clear canonical issue: the topics, scope, and affected area are different (documentation/vendor listing vs. vision model internals).", + "summary": "The two issues are unrelated: one is a docs request about adding `pruna` as an optimization framework, and the other is a Vision RoPE refactor. No duplicate relationship is supported by the titles or metadata.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the more technically substantive and likely to be the better anchor for this cluster, while #38740 is a narrow documentation request.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global canonical for the other because they describe distinct work with no shared code path or target.", + "best_issue_reason": "#46443 is the best issue candidate because it describes a concrete product/code refactor rather than a docs-only addition request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and work types; one is a docs addition request, the other is a technical refactor in vision RoPE. No indication they describe the same underlying bug or change." + "reason": "Different topics and domains: documentation request for an optimization framework vs. a Vision RoPE refactor. They do not describe the same underlying bug or change." } ] }, @@ -20770,8 +20706,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -20781,12 +20717,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "92b0ee05868a471d8f0dc92e4ae3640706388a1c4030eeecab8aeaf541428b03", + "prepared_review_unit_hash": "87ed5d84417b448e457a6072e8bcbb9553c7fa80f252a11c2ac738ab342aacda", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20794,7 +20730,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20803,18 +20739,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests set block decoding, while the other requests DeepSeek v3.2 support. They concern different features and no shared targets or filenames are present.", + "summary": "The two issues are about different topics: one requests block decoding behavior, the other asks for DeepSeek v3.2 model support. They do not look like duplicates.", "confidence": 0.98, - "canonical_issue_reason": "issue:43037 is the more specific, user-facing feature request, so it is the better canonical anchor if one must be chosen.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43037 is the clearest standalone issue in the cluster, but it is not a duplicate of issue:41084.", + "best_issue_reason": "No clear duplicate cluster exists here; if forced to keep one as the most generally actionable issue, the DeepSeek v3.2 support request is the more specific feature request, but it is not a duplicate of the block decoding issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "The titles describe different underlying requests: decoding behavior vs model/version support. There is no evidence they refer to the same bug or change." + "reason": "Different underlying requests: block decoding vs. support for a specific model version. They target unrelated functionality and should not be merged as duplicates." } ] }, @@ -20833,8 +20769,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -20844,7 +20780,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "01f47978f788c5cc5a079f4fcd65ff8ae196d0c49439a6372e6a5fa4322a5a43", + "prepared_review_unit_hash": "bb2fce239756dffefd3ed3837a4a4b885bd8251b14bdcbd1b38be02cc959b998", "component_budget": { "node_count": 2, "item_count": 2, @@ -20866,18 +20802,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other is a broader request to integrate TiledMLP for lower memory usage.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly-scoped bug/feature request centered on a specific API flag and code path.", + "summary": "The two issues are only loosely related by the word \u201cTiled\u201d and both concern memory-efficient model components, but they describe different features in different code paths: one is about enabling TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy via `from_pretrained()`, the other about integrating TiledMLP for smaller memory usage. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate: the issues target different components and different changes. If one must be chosen as the representative issue, #41306 is more concrete and narrowly scoped.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the best representative because it is specific, actionable, and tied to a concrete `from_pretrained()` behavior; 41826 is a separate architectural feature request.", + "best_issue_reason": "#41306 is the better representative because it states a specific integration/flag problem with a clear entry point (`from_pretrained()`), whereas #41826 is a broader feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying requests and code paths: FLCE flag support in `from_pretrained()` versus integrating TiledMLP for memory reduction. They share a general model-optimization theme only." + "reason": "Different underlying requests: one is about exposing a fused loss flag during pretrained loading, the other is about adding TiledMLP for memory reduction. Shared theme is too broad to treat as the same issue." } ] }, @@ -20896,8 +20832,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -20907,12 +20843,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "b597fd12977205bb37b163c0d820304701b73c94680d36d2f041eb4a196c19db", + "prepared_review_unit_hash": "febbd5ff4d44c996aed75051eebcd9952c81966c51746ff9946548f1a84e2658", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20920,7 +20856,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20929,18 +20865,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related thematically around Trainer extensibility, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not merge them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #43598 is the cleaner, more concrete Trainer behavior request and is the better representative of the cluster\u2019s theme.", + "summary": "These two issues are thematically related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43598 is the more concrete Trainer customization request and is a better anchor for the cluster; issue 43600 is a separate FLOPS-accounting concern.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 has the clearest actionable scope and code-path target (`remove_unused_column` in `Trainer`), making it the best issue to keep as the representative ticket.", + "best_issue_reason": "43598 is the clearest representative because it targets a specific Trainer behavior change rather than a broader metrics/reporting question.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but one concerns unused-column removal/customizability while the other concerns FLOPS counting. Different functionality, different code paths, so not a duplicate." + "reason": "Different underlying requests and code paths: `remove_unused_column` customizability versus FLOPS estimation for custom trainers. Related subsystem, but not the same bug/change." } ] }, @@ -20959,8 +20895,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -20970,7 +20906,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "f47ecdabb8e86ab63c3369eca57e28a7bc708b2cb343fa5c16a93b247781b71e", + "prepared_review_unit_hash": "7e9ae93ac415cfd65feb0e9c3c9d896aa155020acd7aace68acc04efc63b47a2", "component_budget": { "node_count": 2, "item_count": 2, @@ -20992,18 +20928,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They touch different model families and different auto-class entrypoints.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better representative of the cluster\u2019s general theme.", + "summary": "These are not duplicates: one asks for Qwen3-Omni model registration in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. The overlap is only at a broad 'add support for Qwen models' level.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader, more central API-registration request, but it does not cover 44405's separate sequence-classification support for Qwen3.5.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the more general and reusable issue title, so it is the best single issue to keep as the cluster representative.", + "best_issue_reason": "43684 is the best representative of the cluster if one must be chosen because it targets core model registration rather than a narrower task-specific extension.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue #43684: Add Qwen3-Omni model registration to AutoModel and AutoModelForConditionalGeneration classes", - "right": "issue #44405: Add AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config)", + "left": "issue:43684", + "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. They affect different configs and different auto-model paths." + "reason": "Different model families and different endpoints/tasks: Qwen3-Omni AutoModel registration vs Qwen3.5 sequence-classification support. Too broad a similarity to treat as the same underlying issue." } ] }, @@ -21022,8 +20958,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -21040,12 +20976,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "0b0a687f4733f62c3b06d3729b7fda38046f8c75acee0f77bb879906b57fd4f1", + "prepared_review_unit_hash": "7c5d985189018acc6e4cb2cb3042067aac8e7e5300fd9fbcc85158d6cf9084db", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21053,7 +20989,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21062,48 +20998,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-signal, likely noisy/duplicate issue submissions with very little content. The three \"huggingface\" issues are textually similar, but there isn\u2019t enough concrete bug detail to confidently merge them as the same underlying report; the lone \"Fett\" issue looks unrelated.", - "confidence": 0.43, - "canonical_issue_reason": "Issue #43845 is the earliest of the near-identical \"huggingface\" submissions and is the most reasonable representative if this cluster must be collapsed, but the evidence is extremely thin.", + "summary": "This cluster looks like low-information duplicate/noise issues rather than a real bug report set. Three issues are identical or near-identical \"huggingface\" titles, while \"Fett\" is unrelated. No pair has enough evidence to be treated as the same underlying issue with confidence.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated identical \"huggingface\" reports, so it is the best representative anchor for the duplicate cluster, though the content is too thin to be meaningful.", "canonical_pr_reason": null, - "best_issue_reason": "#43845 is the best issue candidate only by position and title similarity; however, it lacks enough description to be a strong canonical duplicate target.", + "best_issue_reason": "43845 is the most suitable issue to keep as the cluster representative because it is the first of the repeated near-duplicate titles and has the clearest duplication signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles are unrelated at face value ('Fett' vs 'huggingface'); no body or target evidence ties them to the same bug." + "reason": "Different titles and no shared substantive description; only weak lexical similarity." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "No meaningful evidence that 'Fett' and 'huggingface' report the same underlying problem." + "reason": "Different titles and no evidence they describe the same bug or request." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Insufficient evidence to connect 'Fett' with the 'huggingface' issues." + "reason": "\"Fett\" is unrelated to the repeated \"huggingface\" issues; no shared underlying problem is shown." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "These are highly similar, but the available metadata is too sparse to confirm they are the same underlying issue rather than separate noisy reports." + "reason": "Highly similar titles, but the available data is just generic/noisy text with no concrete bug details to prove a true duplicate." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same title family, but no concrete description, targets, or references to prove a true duplicate." + "reason": "Same broad title pattern, but no substantive body or traceable issue target confirming the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Identical titles alone are not enough here; the reports contain no substantive details to verify the same bug." + "reason": "Near-identical titles alone are insufficient here; there is no concrete shared code-path or problem statement." } ] }, @@ -21122,8 +21058,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -21148,106 +21084,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "6d5397049d0816d14f20be92cf2a762abb7460fbec31001c95417028468c272b", + "prepared_review_unit_hash": "e81ce8fd140f1f69781a98ac90ef01427d39c1a9fa260d74c66488bf697b6681", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7349, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7349, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-signal, likely unrelated spam/placeholder issues with no concrete bug reports or shared technical context. The only near-match is the identical pair (44572/44573), but the rest are clearly different topics, so I reject all soft edges.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44572 is the best representative of the only exact duplicate-looking pair ( / ), with no extra metadata to distinguish it from 44573.", + "summary": "This cluster does not look like a true duplicate set; it is mostly spammy or unrelated issues with only one substantive documentation-related item. No soft edge is safe to merge.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 44418 is the only clearly non-spam, descriptively titled issue, so it is the least noisy representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44572 is the strongest cluster anchor because it is an exact duplicate-style placeholder and has the cleanest generic title among the spam entries; still, it is not a meaningful canonical for the whole cluster.", + "best_issue_reason": "44418 is the best issue to anchor on if one must choose, but the cluster content is too thin and unrelated to justify treating it as a real duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders with no evidence of the same underlying issue beyond superficial similarity." + "reason": "Both are just spam-like placeholders; no evidence of the same underlying bug or request." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam placeholders with no evidence of the same underlying issue beyond superficial similarity." + "reason": "Both are just spam-like placeholders; no evidence of the same underlying bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": " and a documentation enhancement request are not the same bug/change." + "reason": "One is spam and the other is a documentation suggestion; unrelated targets." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": " and a community benchmark tip are unrelated topics." + "reason": "Spam placeholder vs. community benchmark tip; no shared concrete issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": " and \"Check out \\\"Google LLC\\\"\" are unrelated spam-like titles, not a shared concrete issue." + "reason": "Spam placeholder vs. an unrelated named reference; no sign of the same problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." + "reason": "Documentation enhancement request and spam placeholder are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." + "reason": "Documentation enhancement request and spam placeholder are not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "These are identical spam placeholders, but there is no underlying bug/change to merge; they are just duplicate junk reports." + "reason": "Both are spam placeholders, but there is no concrete bug/change to unify." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "A spam placeholder and a community benchmark tip do not describe the same underlying problem." + "reason": "Spam placeholder vs. benchmark tip; unrelated content." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a different spam-like title are not enough to establish one concrete shared issue." + "reason": "Spam placeholder vs. unrelated named reference; no shared underlying request." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "A spam placeholder and a community benchmark tip do not describe the same underlying problem." + "reason": "Spam placeholder vs. benchmark tip; unrelated content." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a different spam-like title are not enough to establish one concrete shared issue." + "reason": "Spam placeholder vs. unrelated named reference; no shared underlying request." } ] }, @@ -21266,8 +21202,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -21277,12 +21213,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "2c2e8e53055378c7f95a1c2daa18dccb0afa95b1f7b78089051b18787bfec8df", + "prepared_review_unit_hash": "b834417bbabe68d5350b545584f5ef31a696bde3013de4579c4b14fd9b1fa652", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21290,7 +21226,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21299,27 +21235,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear to be duplicates of the same energy-efficiency proposal, with identical titles and very similar bodies. Issue #45145 is the better canonical/best issue due to earlier creation and an inbound reference.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 was created first and already has an inbound reference, making it the better canonical thread for this duplicate report.", + "summary": "The two closed issues look like likely duplicates: they have the exact same title, very similar body length, and the only available pair signal is soft similarity. There are no explicit links or targets, so the evidence is limited, but the cluster still most plausibly represents one report duplicated across two issue numbers.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #45145 is the best canonical issue because it was created first and has an inbound reference, making it the slightly more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the clearest representative of the issue because it appears first and has slightly more discussion context.", + "best_issue_reason": "Issue #45145 is the strongest representative of the cluster for the same reasons: earliest creation plus one inbound reference, with no extra distinguishing signals on #45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and near-identical body size/content strongly indicate the same underlying issue; this looks like a duplicate." + "reason": "Accept as duplicate issues: same title and soft-similarity evidence, with no links or targets indicating a different thread. The evidence is not strong, but it is sufficient to treat them as the same underlying report." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the issues have identical titles, similar body lengths, and a soft-similarity signal, so treating them as likely duplicates is conservative enough. The canonical-choice rationale is also supported by the earlier creation time and the inbound reference on #45145." + "accept": false, + "feedback": "The cluster is plausibly the same issue pair, but the writeup overstates the evidence in a few places. The packet only shows same title, no links/targets, and a soft-similarity signal with deterministic_accept=false; it does not directly establish 'highly similar bodies,' and the 0.98 confidence feels too strong for this level of evidence. A more conservative wording would be safer." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21386,8 +21322,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -21397,12 +21333,12 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "63b2e0e89f1247d059a3c2e8c29a79f138a44664415e102045d05773e1f24838", + "prepared_review_unit_hash": "1f435380c535485179d3d0de37c8fba27cab18e4ca66e426289f13abf48241c1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1474, + "serialized_chars": 1475, "estimated_input_tokens": 369, "estimated_eval_tokens": 994 }, @@ -21410,7 +21346,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1474, + "serialized_chars": 1475, "estimated_input_tokens": 369, "estimated_eval_tokens": 994 }, @@ -21419,18 +21355,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both artifacts are closed issues with only person-name/date titles and no body, links, or shared technical context. They do not appear to describe the same bug or request.", + "summary": "These two closed issues are unrelated personal-name/date entries and do not look like duplicates of the same bug or request.", "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: neither issue contains a problem description, repro, or technical content to anchor deduplication.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global representative because both look like empty/non-technical placeholder or spam-like submissions rather than actionable bugs.", + "best_issue_reason": "No single canonical issue is appropriate because the two issues do not share the same underlying topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Only superficial similarity in the title pattern; the names and dates differ and there is no shared underlying issue content." + "reason": "Different names and dates with no shared problem statement, targets, or context; this is not the same underlying issue." } ] }, @@ -21449,8 +21385,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -21460,7 +21396,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "a1070429a373a5abf30c99aa168edfa8624fca7782d96a80013d43c589813319", + "prepared_review_unit_hash": "d5caded5668f6e3d887817fbc6d567757e04de258b5f99ee30d82d415f04029b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21482,18 +21418,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are empty-content issues with unrelated person/date titles; there is no evidence they describe the same bug or change, so this looks like unrelated noise rather than duplicates.", + "summary": "These are not duplicates; they look like unrelated closed issues with similarly formatted personal-name titles and no shared technical content.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a meaningful canonical duplicate target here; both lack description/context and appear unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles reference different people and dates, and there is no body, linkage, or shared technical context to indicate the same underlying issue." + "reason": "The titles refer to different people and dates, with no bug report, code change, or explicit linkage indicating the same underlying issue." } ] }, @@ -21512,8 +21448,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -21523,7 +21459,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "d1a458c59e76ef8e95d905c04768b6a5a0d3e1f5ade6907c507a8368fe24bf0a", + "prepared_review_unit_hash": "7dd3451dbcc8ea96d9d5db56dc9ea1af5c06d90f7bf17c76bda4c8a59bac37d7", "component_budget": { "node_count": 2, "item_count": 2, @@ -21545,18 +21481,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated issues: one requests a Qwen3_5 token-classification model class, while the other requests FP8 training support. They should not be treated as duplicates.", + "summary": "The two issues are unrelated feature requests: one asks for a new token-classification model class for value-model use, while the other requests FP8 training support. They should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the requests are about different features and code paths.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for this cluster, since the items are not duplicates and do not describe the same underlying problem.", + "best_issue_reason": "No single issue is a good canonical for this cluster because the requests target different features and code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Reject: the titles and descriptions point to different enhancements (model architecture support vs FP8 training), with no shared code-path or concrete bug." + "reason": "Different underlying requests: model-class addition vs FP8 training support. They do not describe the same bug or change." } ] }, @@ -21575,8 +21511,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -21596,12 +21532,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "d0426d9749a5400af494ca52cfa81e29db88933ba9c799568c4ea02bbc9c54fc", + "prepared_review_unit_hash": "88338fd749b716ed42b36e338e7cca322b570d9fdcc06d8b66ce40665c63f843", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21609,7 +21545,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21618,69 +21554,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains two true duplicate pairs, not one unified duplicate set: 45870/45871 are exact duplicates, and 45872/45873 are exact duplicates. 45869 is only thematically related (financial data) but is a different dataset/sample announcement.", - "confidence": 0.94, - "canonical_issue_reason": "45872 is the strongest single anchor for the cluster because it is the more detailed DataForge feature request and has an exact duplicate (45873); the other items are either a separate exact-duplicate example issue (45870/45871) or a different dataset announcement (45869).", + "summary": "The cluster most likely contains two duplicate issue pairs: 45870\u219445871 and 45872\u219445873. The remaining links look like broad topical overlap around financial time series/DataForge, not the same concrete request. Confidence is moderate because the duplicate calls rest on identical titles/body lengths and soft similarity, without body text or explicit links.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45870 is the best canonical representative because it is the earlier item in a likely duplicate pair with 45871, and it has slightly more discussion activity than its twin.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best representative overall: it is concrete, detailed, and clearly duplicated by 45873, while the remaining items are either a separate duplicate pair or only loosely related by topic.", + "best_issue_reason": "Issue 45870 is the strongest single issue to keep for this cluster: it anchors one likely duplicate pair, is the earliest of the matching titles, and has a bit more activity than 45871.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same financial-data theme, but one is a dataset/sample announcement and the other is an example writeup; not the same underlying issue." + "reason": "Related finance/data wording, but dataset bundle vs example prediction are different requests." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related topic only; different artifact type and intent, so not duplicates." + "reason": "Same broad finance/DataForge theme, but the dataset bundle and example prediction item are not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and same example request; these look like direct duplicates." + "reason": "Same title and matching body length, with soft similarity; likely the same issue/duplicate pair." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge and finance, but one is an example prediction issue and the other is a scraping-service feature request; different underlying requests." + "reason": "Example prediction vs scraping-service request; similar domain, but different concrete change." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Distinct feature/request scope despite shared finance/DataForge wording; not the same issue." + "reason": "These share only broad financial/DataForge context; the requested work is different." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete request: example prediction versus scraping service." + "reason": "One is an example prediction issue and the other is a scraping-service issue; not the same fix." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different underlying request; only broad topical overlap." + "reason": "Broad thematic overlap only; different underlying request than the example prediction issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and same feature request; these are direct duplicates." + "reason": "Same title and matching body length, with soft similarity; likely the same issue/duplicate pair." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative: 45870/45871 and 45872/45873 are the only strong duplicate pairs supported by identical titles and matching body lengths, while 45869 is only loosely related by topic. No soft-edge verdict appears overstated." + "accept": false, + "feedback": "The cluster structure is mostly grounded, but the duplicate claims are a bit too strong for the evidence available. The packet only shows identical titles and equal body lengths plus soft-similarity; it does not provide bodies or explicit links, so calling 45870\u219445871 and 45872\u219445873 \u201cclear/exact duplicate\u201d pairs overstates certainty. The cross-pair negatives are conservative, but the summary and reasons should be softened to \u2018likely duplicate\u2019 rather than definitive duplicate." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21693,8 +21629,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -21704,49 +21640,46 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "e45b76cd369843a10d6401fe0fa37ba50df9273b1823b1b715d33f59f7d6f1f6", + "prepared_review_unit_hash": "89774dbc62a288c0da18eb16fe7c9deecebab1ca5a0f6848bca49b9debbce03a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues look thematically related around static cache and linear-attention failures, but the packet only provides title-level similarity and a soft-similarity signal. With no shared targets, filenames, or body evidence tying them to the same root cause, it is safer to treat them as possibly related but not the same bug.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 46439 is the better canonical candidate because it states a broader, more diagnostic failure mode (`early_initialization` corrupting linear-attention layers) rather than a single downstream symptom.", + "summary": "Two closed issues both involve `cache_implementation=\"static\"` and linear-attention/Qwen3.5 failures, but they describe different crash modes: one is a shape corruption from `early_initialization`, the other is a `KeyError` for `linear_attention`. They look related but not clearly the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader and more concrete failure mode (`early_initialization` corrupting linear-attention shapes) rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best overall issue since it is more general and descriptive, but only as the likelier organizing issue rather than a confirmed duplicate root-cause match for 46441.", + "best_issue_reason": "Issue 46439 is the best representative of the cluster since it states the underlying static-cache/linear-attention interaction more generally and is less tied to one model name.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Reject as a duplicate link: the evidence is limited to title similarity/soft_similarity, with no shared targets, filenames, or body excerpts showing the same underlying bug. They may be related, but not enough to treat 46441 as clearly the same issue as 46439." + "reason": "Both concern static cache with linear-attention, but one is a shape-corruption `RuntimeError` from `early_initialization` and the other is a `KeyError: 'linear_attention'` in Qwen3.5. The symptoms and implied root causes are different enough that I would not merge them as the same issue." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The writeup is a bit too confident for the evidence in the packet. We only have title-level similarity plus a `soft_similarity` signal; there are no shared targets, filenames, or body excerpts tying the two issues to the same root cause. It is reasonable to say they may be related, but not enough to state that they definitely describe the same underlying bug or that 46439 likely covers 46441 as a manifestation of it. The conservative call is to keep the soft-edge verdict as uncertain/reject." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21770,12 +21703,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "bda5d5cce48fec05644faf9b49ddb8cc4699b9039d94030881955366b1ac79c4", + "prepared_review_unit_hash": "22fe69856db1df511c5e2e05566035271318a9e6a745ef1dd10be13095e936a6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21783,7 +21716,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21792,24 +21725,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are duplicates: they have the exact same title, likely the same body, and the same Wav2Vec2CTCTokenizer v5 special-token leak description.", - "confidence": 0.99, - "canonical_issue_reason": "Issue 46552 is the better canonical issue because it is open and already has inbound references, making it the more active tracking thread.", + "summary": "Both items are the same issue report: an identical Wav2Vec2CTCTokenizer v5 bug where the word delimiter is incorrectly treated as a special token and leaks into token masking/conversion APIs.", + "confidence": 0.999, + "canonical_issue_reason": "Issue #46552 is the open duplicate with inbound references, so it is the better canonical tracker for the bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46552 is the best issue to anchor the cluster since it is the active duplicate target and has existing discussion activity/references.", + "best_issue_reason": "Issue #46552 is the best representative because it is open, has the same exact title/content, and appears to be the active tracking issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and underlying bug report; they describe the same tokenizer special-token regression and are clearly duplicates." + "reason": "Identical title and clearly the same underlying tokenizer bug; this is a true duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster call is well grounded: both issues have the same title, identical body length, and the packet marks their pair as soft-similar with Jaccard 1.0. Choosing issue 46552 as canonical is also conservative and supported by its open state plus inbound references. The only slightly inferential part is that the bodies are the same, but the overall duplicate judgment remains appropriately cautious." + "feedback": "The result is grounded in the packet: the two issues have identical titles and matching body length, and #46552 is open with inbound references, so treating it as the canonical tracker is reasonable. The duplicate classification is inferred rather than explicitly labeled, but it is still conservative enough here." }, "evaluator_used": true, "retried": false, @@ -21825,8 +21758,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -21836,40 +21769,40 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "1de31a4f4f7ae85d399637a7663b8e3f846cb8cb954a67aee14180f5fe49f6de", + "prepared_review_unit_hash": "fcf640f044bbc744de255ccfe1f6843aea170391e5ab11ae3c58926631d7647a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1568, - "estimated_input_tokens": 392, - "estimated_eval_tokens": 1040 + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1568, - "estimated_input_tokens": 392, - "estimated_eval_tokens": 1040 + "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": "The two issues both mention training failures in object detection, but they describe different symptoms: a tensor size mismatch versus out-of-memory after several epochs. They do not look like the same underlying bug.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 46657 is the more concrete and actionable report, with a specific tensor size mismatch error; it is a better representative of the cluster than the more general OOM report.", + "summary": "The two issues describe different training failures: one is a tensor size mismatch during object detection training, while the other is an out-of-memory crash after several epochs in RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46657 is the more specific, concrete failure report (tensor shape mismatch) and is the better representative of its own bug class.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the best single issue here because it states a clear failure mode and is easier to triage to a specific code-path than the broad memory-growth symptom in 46692.", + "best_issue_reason": "Issue 46657 is the cleaner issue for triage because it names the exact training error, whereas 46692 is a different symptom with a broader, less clearly scoped cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Both are about training object detection models, but one is a tensor-shape mismatch and the other is an OOM that appears after some epochs. Those are distinct failure modes and not plausibly the same bug." + "reason": "Reject: the titles and likely root causes differ\u2014shape mismatch versus memory exhaustion after epochs. They share only a broad training/object-detection context, not the same concrete bug." } ] }, @@ -21888,8 +21821,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -21899,12 +21832,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "a3856c2ec5d785fe429e52b80396019910d24401203b1ec876d6c5f2c8af2c99", + "prepared_review_unit_hash": "5ecc8c34798b06f33de92f38f57975f540b11aefd6f476b1cf4adbee7d62a9d2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1674, + "serialized_chars": 1673, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -21912,7 +21845,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1674, + "serialized_chars": 1673, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -21921,18 +21854,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated issues: one about ZeRO-3/zero.Init failing to partition a composite submodule and causing OOM during multi-GPU load, the other about 4-bit auto device mapping incorrectly sending modules to CPU despite sufficient memory. They should not be clustered together.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 46822 is the clearer representative of the cluster because it is a concrete ZeRO-3 partitioning/initialization bug with a specific model component and failure mode.", + "summary": "The two issues describe different bugs in different loading/dispatch paths: ZeRO-3 zero.Init partitioning for a composite multimodal model vs. 4-bit device_map/max_memory CPU dispatch for quantized loading. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46822 is the better representative because it is an open, concrete bug report about a specific ZeRO-3 partitioning failure on multi-GPU load with a clear affected submodule and symptom.", "canonical_pr_reason": null, - "best_issue_reason": "46822 is the better standalone issue candidate because it has a precise, reproducible code-path symptom and is more narrowly scoped than the 4-bit dispatch report.", + "best_issue_reason": "Issue 46822 is the strongest issue in the cluster: it is actionable, clearly scoped to a code path, and still open for triage/fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different bugs in different loading paths: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. They do not appear to share the same underlying defect." + "reason": "Different root causes and code paths: 46822 is about ZeRO-3 zero.Init not partitioning a composite language submodule causing OOM, while 46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU and raising ValueError. They are not the same underlying bug." } ] }, @@ -21951,8 +21884,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46906-15", "nodes": [ @@ -22022,322 +21955,322 @@ "issue:47102|issue:47256", "issue:47091|issue:47256" ], - "prepared_review_unit_hash": "09e797da561a54bc0ec5ecadb2314d226ce99249b91ecbe188817aeb1f4d05db", + "prepared_review_unit_hash": "9628208cb4ee10dde5f5b3de7ac632a154257f12cc354e41a738a0bb43eeedb8", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 48, - "serialized_chars": 25653, - "estimated_input_tokens": 6414, - "estimated_eval_tokens": 13084 + "serialized_chars": 25659, + "estimated_input_tokens": 6415, + "estimated_eval_tokens": 13086 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 48, - "serialized_chars": 25653, - "estimated_input_tokens": 6414, - "estimated_eval_tokens": 13084 + "serialized_chars": 25659, + "estimated_input_tokens": 6415, + "estimated_eval_tokens": 13086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are dated \"[serge] integration failure triage\" issues that share a template but appear to be separate day-by-day triage tickets, not duplicates of one underlying bug. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "issue:47120 is the most central triage ticket in this set, with the most inbound references and the most discussion activity, so it best represents the cluster if one issue must be chosen.", + "summary": "These are a run of dated daily triage issues with the same template, but each appears to be a separate day\u2019s integration-failure tracking thread rather than the same underlying bug report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:47256 is the latest/open triage thread, so it is the best anchor for the active daily integration-failure tracking sequence.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47256 is the current open ticket and the latest in the sequence, making it the best live issue to keep as the active triage thread.", + "best_issue_reason": "issue:47256 is the most current and still open, with inbound references, making it the strongest representative for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Different daily triage dates; same template, but no evidence they track the same underlying failure." + "reason": "Same template and subsystem, but these are dated triage issues for different days, not the same underlying bug thread." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Separate triage days with only title/template similarity; likely distinct integration runs." + "reason": "Both are daily integration triage logs, but each corresponds to a different date and likely different failures." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Date-specific triage tickets, not the same bug report." + "reason": "Different dated tracking issues; similarity is from the triage template, not a shared concrete defect." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Looks like the next day's triage issue, not a duplicate of the same failure." + "reason": "These look like separate day-by-day triage reports rather than duplicates of one issue." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same series of daily triage issues, but for different dates and likely different failures." + "reason": "The shared title pattern is not enough; these are distinct dated triage entries." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Same recurring triage template, but separate daily incidents." + "reason": "Separate daily triage threads, not the same bug or change." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Different date-stamped triage issues; no shared concrete bug evidence." + "reason": "Different dates and separate failure reports; reject as duplicate." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "These appear to be distinct daily integration triage threads." + "reason": "Same broad integration-triage topic, but not the same concrete underlying issue." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "No indication of one underlying defect; just similar triage formatting." + "reason": "These are dated triage logs for different days, so they should remain separate." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Different day triage tickets, likely separate integration failures." + "reason": "Daily triage issues with similar wording, but distinct reports." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Same broad topic, but not the same concrete failure." + "reason": "Different day, different triage thread; not enough evidence they describe one bug." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Template similarity only; the issues are dated separately." + "reason": "These are separate dated integration-failure triage issues." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Adjacent daily triage issues, but no evidence of duplicate underlying bug." + "reason": "Same template, but each issue is for a different date and likely different failures." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Different dates and likely different integration runs; reject as duplicate." + "reason": "Distinct daily tracking issues rather than duplicate bug reports." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Same recurring triage series, not one merged bug." + "reason": "The overlap is only in the triage workflow; these are separate daily issues." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Daily triage issues for different dates; no concrete same-bug evidence." + "reason": "Different dated triage entries; no sign they are the same concrete problem." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "These are separate dated triage tickets, not the same incident." + "reason": "Separate daily integration-failure reports, not mergeable duplicates." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Same subsystem and template, but not the same underlying failure." + "reason": "Shared topic, but these are different day-specific triage issues." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "No sign of a single fixable bug across these two daily triage issues." + "reason": "These are distinct dated triage threads rather than one underlying bug." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Different date-stamped triage threads with no shared concrete code-path." + "reason": "Not the same report; just the same recurring triage template." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "These look like consecutive daily reports, not duplicates." + "reason": "Separate daily triage issues, likely covering different integration runs." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Same triage template only; likely separate integration failures." + "reason": "Same subsystem and format, but not the same concrete defect." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Different dates and no specific bug overlap shown." + "reason": "Dated daily issue series; keep as separate tracking entries." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Recurring daily triage issues, not one duplicate bug." + "reason": "These are not clearly the same underlying bug, only similar triage logs." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Separate day triage issues; same broad topic does not imply duplicate." + "reason": "Different day-specific integration triage issues." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "No evidence these describe the same concrete failure." + "reason": "No evidence of a single shared defect; these are separate daily reports." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Different triage dates, likely different integration breakages." + "reason": "Same pattern, but different dated triage threads." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Template similarity only; not enough to merge as duplicates." + "reason": "These appear to be independent daily integration-failure reports." }, { "left": "issue:47037", "right": "issue:47227", "accept": false, - "reason": "Different daily triage tickets, not the same bug/change." + "reason": "The titles match a recurring template, not a single bug or change." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Adjacent dated triage issues, but no shared concrete failure." + "reason": "Separate daily triage issues, not the same underlying failure." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Same recurring triage series, but separate incidents." + "reason": "Different dates and separate triage context; reject." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "No evidence of a single underlying bug across the two dates." + "reason": "These are daily tracking issues, not duplicates of one concrete issue." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Daily triage tickets with similar wording, but distinct reports." + "reason": "Same recurring triage label, but distinct day-specific reports." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Same broad integration-failure theme only; not a duplicate." + "reason": "No concrete shared bug evidence beyond the triage template." }, { "left": "issue:47053", "right": "issue:47120", "accept": false, - "reason": "Separate date-specific triage issues, not one bug report." + "reason": "Different daily integration-failure issues; not the same report." }, { "left": "issue:47053", "right": "issue:47182", "accept": false, - "reason": "Different daily triage threads with no concrete shared fix target." + "reason": "Separate dated triage threads, likely for different failures." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "These appear to be consecutive daily triage issues, not duplicates." + "reason": "Not the same underlying issue; just consecutive daily triage entries." }, { "left": "issue:47091", "right": "issue:47256", "accept": false, - "reason": "Same template and subsystem, but different day/incident." + "reason": "Shared title pattern is insufficient; these are separate daily reports." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "No indication they refer to the same underlying integration failure." + "reason": "Distinct daily triage issues, not mergeable duplicates." }, { "left": "issue:47102", "right": "issue:47182", "accept": false, - "reason": "Distinct dated triage tickets; reject as duplicate." + "reason": "These appear to be separate daily integration failure triage threads." }, { "left": "issue:47102", "right": "issue:47227", "accept": false, - "reason": "Same recurring triage naming, but separate incidents." + "reason": "No sign of one concrete bug spanning both issues; reject." }, { "left": "issue:47102", "right": "issue:47256", "accept": false, - "reason": "Current vs prior daily triage issue; not the same bug." + "reason": "Different dates and separate tracking entries; not the same issue." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Different daily integration triage issues, not the same concrete problem." + "reason": "Same daily triage series, but distinct issues." }, { "left": "issue:47120", "right": "issue:47227", "accept": false, - "reason": "Same series of triage tickets, but for different dates." + "reason": "These are separate dated triage logs rather than duplicates." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "No evidence they are duplicates beyond the shared template." + "reason": "Latest issue is a new daily thread, not the same underlying defect as the earlier one." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Separate dated triage reports; not one underlying defect." + "reason": "Different dates and likely different integration failures; keep separate." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Different day triage issues with only title similarity." + "reason": "These are consecutive daily triage issues, not one bug report." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Latest daily triage ticket and prior one; same pattern, different incident." + "reason": "Same recurring triage format, but not the same underlying problem." } ] }, @@ -22356,8 +22289,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46983-2", "nodes": [ @@ -22367,7 +22300,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "9a06378bd73211138f1edbb735ce344844ad67dbadebe16a951aa5c5f253f119", + "prepared_review_unit_hash": "f9e0d0a3267c7585046e0111756c6e6848629167c668ae30d4d031a78423df8f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22389,24 +22322,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are closed issues with the same title and highly similar content, so they are duplicates for the same RWKV7 support request. The issue with discussion activity is the better canonical thread.", - "confidence": 0.98, - "canonical_issue_reason": "issue #46984 is the better canonical issue because it has the same request but more discussion activity, making it the likelier hub for consolidation.", + "summary": "The two closed issues are near-identical duplicates: same title, very similar bodies, and no evidence of distinct scope. They should be clustered together as one request for RWKV7 model support.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is the better canonical issue because it has slightly more discussion activity, suggesting it captured the more complete conversation around the same request.", "canonical_pr_reason": null, - "best_issue_reason": "issue #46984 is the best issue representative since it appears to have attracted more conversation while describing the same feature request as #46983.", + "best_issue_reason": "Issue #46984 is the best issue representative since it appears to be the more active duplicate of the same RWKV7 support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and very similar issue content indicate the same underlying feature request; this is a straightforward duplicate." + "reason": "Same title, highly similar body content, and no distinguishing scope differences; they are the same underlying feature request." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: both issues are closed, share the exact title, and have strong soft-similarity evidence; using #46984 as the canonical thread because it has more discussion activity is conservative and supported. No overstatement beyond the available evidence." + "feedback": "The clustering is grounded: both issues share the same title, have high soft similarity, and the only observable difference is slightly higher discussion activity on issue 46984. The soft-edge acceptance is reasonably conservative, and the summary does not introduce unsupported distinctions." }, "evaluator_used": true, "retried": false, @@ -22422,8 +22355,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47007-2", "nodes": [ @@ -22433,7 +22366,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "34c503a215d3f9f7ccfdcf4dee72fa1335196a80696874401ab5926702989756", + "prepared_review_unit_hash": "492a50c5a27b0eeee4d38620ac45f8f4a68bdb7b8b306551a58966f473775e1b", "component_budget": { "node_count": 2, "item_count": 2, @@ -22455,18 +22388,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, change, or actionable task, so they should not be deduplicated.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 47015 is the broader, more general framing of the topic and is the better representative if a single issue must be chosen.", + "summary": "The two issues are thematically similar AI/cybersecurity writeups, but they do not look like the same underlying bug or change. They appear to be related conceptual/article-style posts rather than duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the most general and concise statement of the shared theme, so it is the better cluster anchor despite not being a true duplicate of 47007.", + "best_issue_reason": "Issue 47015 is the broader, more generic title and is the better representative of the shared theme, but there is not enough evidence that it is a true duplicate of 47007.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "Similar subject matter only; the titles and bodies suggest separate AI/vulnerability-discovery discussion pieces rather than the same underlying issue." + "reason": "Titles overlap on AI-driven vulnerability discovery, but the framing differs substantially ('Lessons from Using Advanced LLMs' vs 'Novel Application of Transformers'), and there is no concrete shared bug/change evidence." } ] }, @@ -22485,8 +22418,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47138-2", "nodes": [ @@ -22496,12 +22429,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "e3e6fef83574ab9dc81dcc1974df5a0768ba7ba15e351d2ab5a647fd7610401a", + "prepared_review_unit_hash": "772d092a4d1be091ed85475cbb132b3c76cb110ff704df7d7492ffda9a9b54df", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22509,7 +22442,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22518,27 +22451,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear to be duplicates of the same chat-route bug under a /v1 base_url. They have identical titles and matching body lengths, and 47139 has inbound references, so it is the better canonical thread.", - "confidence": 0.95, - "canonical_issue_reason": "issue:47139 is the better canonical issue because it has the same title as 47138, matching body length, and already has inbound references.", + "summary": "The two items are near-identical issues with the same title and likely the same report, so they should be treated as duplicates. No pull requests are present in this cluster.", + "confidence": 0.99, + "canonical_issue_reason": "issue:47138 is a valid canonical choice because it appears first and is identical in title/content to the other issue, making it a stable representative for the duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47139 is the best issue candidate because it looks like the more established duplicate thread and is already referenced by others.", + "best_issue_reason": "issue:47138 is the best issue overall because it matches the duplicated report exactly and has no indication it is less complete or less relevant than issue:47139.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Identical titles and matching body length strongly suggest the same underlying bug report; 47139 is the better anchor because it has inbound references." + "reason": "Same title and apparent same underlying bug report; no distinguishing details suggest they are separate issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The deduplication choice is grounded: the issues have identical titles, identical body lengths, and 47139 has inbound references. However, the soft-edge verdict overstates the evidence by claiming the pair has the \"same body content\"; the packet does not include body text, only length. Please keep the duplicate rationale more conservative (e.g., identical title and strong soft-similarity, with 47139 as the better canonical thread due to inbound references)." + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues have the same title, same body length, and the pair is marked with strong soft similarity (jaccard 1.0). The duplicate/canonical conclusion is conservative enough, and the note that no pull requests are present is correct." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22546,7 +22479,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 4, "status": "reviewed", @@ -22554,7 +22487,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-68", + "cluster_id": "cluster-40546-69", "nodes": [ "pull_request:44517", "pull_request:46174", @@ -22591,7 +22524,6 @@ "pull_request:47184", "pull_request:47202", "pull_request:47204", - "pull_request:47207", "pull_request:47210", "pull_request:47212", "pull_request:47218", @@ -22603,7 +22535,8 @@ "pull_request:47239", "pull_request:47241", "pull_request:47243", - "pull_request:47255" + "pull_request:47255", + "pull_request:47260" ], "soft_pairs": [ "pull_request:46174|pull_request:46780", @@ -22612,6 +22545,7 @@ "pull_request:46834|pull_request:47223", "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", + "pull_request:47218|pull_request:47260", "pull_request:46958|pull_request:46974", "pull_request:46954|pull_request:46958", "pull_request:47072|pull_request:47089", @@ -22632,9 +22566,10 @@ "pull_request:47163|pull_request:47173", "pull_request:46995|pull_request:47163", "pull_request:46196|pull_request:47210", + "pull_request:46376|pull_request:47260", "pull_request:46395|pull_request:47181", - "pull_request:46376|pull_request:47202", "pull_request:47003|pull_request:47204", + "pull_request:46376|pull_request:47202", "pull_request:47069|pull_request:47089", "pull_request:47202|pull_request:47241", "pull_request:46196|pull_request:46995", @@ -22644,217 +22579,264 @@ "pull_request:46912|pull_request:47173", "pull_request:47089|pull_request:47113", "pull_request:47089|pull_request:47231", - "pull_request:46995|pull_request:47181", - "pull_request:47207|pull_request:47218" + "pull_request:46995|pull_request:47181" ], - "prepared_review_unit_hash": "4b4355054ee936e1f4068fba9d67b19dab513807d493dd546558ab2698d20fcd", + "prepared_review_unit_hash": "187cba41f9fd8be7127fa9e02eddbf61c490f7de71e1223483dfd0fe7895414b", "component_budget": { - "node_count": 68, - "item_count": 68, - "soft_pair_count": 188, - "serialized_chars": 240548, - "estimated_input_tokens": 60137, - "estimated_eval_tokens": 120530 + "node_count": 69, + "item_count": 69, + "soft_pair_count": 191, + "serialized_chars": 245387, + "estimated_input_tokens": 61347, + "estimated_eval_tokens": 122950 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 126119, - "estimated_input_tokens": 31530, - "estimated_eval_tokens": 63316 + "soft_pair_count": 41, + "serialized_chars": 128078, + "estimated_input_tokens": 32020, + "estimated_eval_tokens": 64296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model, doc, test, or tooling PRs. The only clear duplicate clusters are the MPS sinusoidal-embedding fixes, the TimesFM 2.5 window_size/method-name fix, and the CohereASR double-shift loss fixes. Everything else is too loosely related or solves different code-paths to merge as duplicates.", - "confidence": 0.88, + "summary": "Mostly a heterogeneous cluster with several unrelated PRs, but a few soft edges are genuine duplicates: the AIMv2 MPS sinusoidal-embedding fix trio, the TimesFM 2.5 window_size fix pair, the CohereASR double-shift loss fixes, and the COCO image-loading test refactor pair.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the strongest canonical representative: it fixes the CohereASR double-shift loss bug on the exact shared training-loss path, preserves the helper loss behavior, and includes the explicit issue link plus test coverage.", + "canonical_pr_reason": "PR 47090 is the cleanest representative of the cluster\u2019s duplicated bug-fix subset: it targets a concrete training-loss double-shift issue, has an explicit tracking issue, and preserves the loss helper\u2019s batching behavior while fixing the shift logic.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best overall representative among the true duplicates because it is the most complete and well-justified concrete bugfix, with explicit issue linkage and a robust loss-path correction.", + "best_pr_reason": "PR 47090 is the strongest standalone bug-fix PR here: specific failure mode, clear code-path, and testable behavior change, making it the best canonical PR for duplicate triage.", "soft_edge_verdicts": [ { "left": "pull_request:46174", "right": "pull_request:46780", "accept": true, - "reason": "Same underlying Apple Silicon/MPS crash in build_2d_sinusoidal_position_embedding; 46780 is a direct variant of the same fix on the same code path." + "reason": "Same underlying AIMv2/RT-DETR-family MPS crash in build_2d_sinusoidal_position_embedding; same code path and same tracking issue." }, { "left": "pull_request:46780", "right": "pull_request:47234", "accept": true, - "reason": "Both address the same MPS-crash bug in the shared sinusoidal-position-embedding helper; they differ only in the numeric dtype choice for the fix." + "reason": "Both fix the same sinusoidal-position-embedding precision/device crash in the same helper across the same model family." }, { "left": "pull_request:46174", "right": "pull_request:47234", "accept": true, - "reason": "Same concrete embedding helper crash on Apple Silicon, same family of fix, and same issue target; the patches are alternative implementations of the same bugfix." + "reason": "Same exact build_2d_sinusoidal_position_embedding MPS precision bug; the patches are alternative implementations of the same fix." }, { "left": "pull_request:46834", "right": "pull_request:47223", "accept": true, - "reason": "Both fix the same TimesFM 2.5 window_size preprocessing bug from the wrong helper call; 47223 just bundles the same fix with tests/cleanup." + "reason": "Both address the same TimesFM 2.5 window_size/moving-average bug in the same preprocessing path and share the same issue target." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug on the shared loss path; both fix it by preventing the extra internal shift." + "reason": "Same CohereASR training-loss double-shift bug in the same forward path; these are alternative fixes for the same concrete issue." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": false, - "reason": "Same symptom, but 46958 changes to a manual CrossEntropyLoss path instead of the shared loss helper; that is a different concrete fix, not a duplicate patch." + "accept": true, + "reason": "Both fix the same CohereASR double-shift loss problem in the same model code path, just with different implementation details." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47260", + "accept": true, + "reason": "Both refactor the same COCO/test image-loading flow to use the shared load_test_image helper across overlapping test files; same underlying test infrastructure change." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Completely different models and bugs: CohereASR loss handling versus a MusicGen generate() typo." + "reason": "Different code paths and problems: CohereASR training loss versus a MusicGen generate typo." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Different bug classes and files; Pytest v9 fp32-module handling is unrelated to CohereASR loss behavior." + "reason": "Unrelated fixes: Pytest v9 compatibility in GlmAsr versus CohereASR loss logic." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Different utilities and failures: chat-schema enum parsing versus AqlmConfig error-message text." + "reason": "Unrelated behavior: chat-template schema parsing versus AqlmConfig type-check error messages." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both are docker/test-environment related, but one deletes an old builder workflow and the other adds exporter dependencies; not the same change." + "reason": "Both touch docker/export tooling, but one deletes a workflow and the other adds CPU exporter test dependencies; not the same concrete change." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese doc PRs, but one adds DistilBERT translation while the other is a wording pass over different pages; not the same underlying change." + "reason": "Both are Japanese docs changes, but one is a DistilBERT translation and the other is general wording cleanup; not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Executorch dependency setup versus exporter code fixes are related only at a broad tooling level, not the same concrete bug/change." + "reason": "Different scope and bug: test-container dependency setup versus Executorch exporter serialization fixes." }, { "left": "pull_request:47072", "right": "pull_request:47229", "accept": false, - "reason": "Unrelated fixes: JSON-schema enum parsing versus TimesFM method naming." + "reason": "Different issues: JSON schema enum extraction versus TimesFM 2.5 window_size preprocessing." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder comment tweak and docker-image workflow removal are different maintenance changes." + "reason": "Workflow comment cleanup is unrelated to dropping the old docker image builder." }, { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different models and bugs: VITS test re-enable versus RT-DETR v2 converter cleanup." + "reason": "Different domains: VITS test re-enable versus RT-DETR v2 converter updates." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Unrelated docs translation versus kv-cache documentation updates." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Different test fixes for different model suites; same XPU theme is too broad to call duplicate." + "reason": "Both are test maintenance, but for different models and different expected-device abstractions; not the same underlying change." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Different subsystems and goals: DINO conversion mappings versus finegrained FP8 decode optimization." + "reason": "Completely different changes: DINO modernization versus finegrained FP8 generation/quantization behavior." }, { "left": "pull_request:47234", "right": "pull_request:47241", "accept": false, - "reason": "Both touch positional-embedding helpers, but they fix different crashes in different code paths and model families." + "reason": "Both are precision-related embedding fixes, but they target different embedding functions and different failure modes; too broad to merge as duplicates." }, { "left": "pull_request:47113", "right": "pull_request:47232", "accept": false, - "reason": "Audio feature/proc requirement cleanup versus Switch/T5 error-message behavior; unrelated changes." + "reason": "Audio feature/proc requirements cleanup is unrelated to Switch/T5 error-message adjustments." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Different test suites and different expected-output updates; not the same bug or change." + "reason": "Different quantization test updates for different backends/models; only loosely related by being test changes." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "New model support for Qwen3-TTS versus adding RoMa keypoint matcher support; unrelated features." + "reason": "Different model additions: Qwen3-TTS versus RoMa keypoint matcher." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test expansion versus new Granite-SWA model support; not the same underlying work." + "reason": "Different model families and features: RoPE test coverage versus Granite SWA model support." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Paged-attention XPU tests and XPU expectation fixes are different test changes in different areas." + "reason": "Both are testing-related, but they cover different hardware/test abstractions and unrelated models." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Flash-linear-attention availability and paged-attention tests are unrelated." + "reason": "Different accelerator support areas: flash linear attention availability versus paged-attention XPU tests." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "SDPA dispatch support for wav2vec2-family models versus packed varlen attention routing are different integration changes." + "reason": "Both involve attention implementations, but one is SDPA dispatch support for specific models and the other is packed-row varlen attention routing; not the same bug." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47260", + "accept": false, + "reason": "Multimodal continuous batching and image-fixture loading are unrelated changes." }, { "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Param2MoE support and Cosmos3 Edge support are separate model-addition PRs." + "reason": "Distinct model-support additions: Param2MoE versus Cosmos3 Edge." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter implementation and docker test-image dependencies are different workstreams." }, { "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Continuous batching multimodal support versus flash-linear-attention availability are distinct features." + "reason": "Continuous batching multimodal support is unrelated to flash linear attention availability." }, { - "left": "pull_request:46912", - "right": "pull_request:47173", + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Configuration return-type/docs fix is unrelated to AqlmConfig validation errors." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47241", + "accept": false, + "reason": "Dropping docker-image builder workflow is unrelated to DETR-family embedding precision fixes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different attention features and different model/applications; not duplicate." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47239", + "accept": false, + "reason": "Japanese wording cleanup is unrelated to tokenizer extra_special_tokens docs clarification." + }, + { + "left": "pull_request:47239", + "right": "pull_request:47255", "accept": false, - "reason": "RoPE test coverage and XPU expectation fixes are unrelated test/behavior changes." + "reason": "Tokenizer docs clarification and Gemma4 docstring example update are unrelated documentation edits." }, { "left": "pull_request:47089", "right": "pull_request:47113", "accept": false, - "reason": "AqlmConfig validation message text versus audio feature/proc requirements are unrelated." + "reason": "AqlmConfig validation messaging and audio requirements cleanup have no shared code path." }, { "left": "pull_request:47089", "right": "pull_request:47231", "accept": false, - "reason": "AqlmConfig error-message cleanup and MoonshineStreaming sliding-window fix are different bugs in different modules." + "reason": "Unrelated: AqlmConfig validation versus Moonshine streaming window-context fix." }, { "left": "pull_request:46995", @@ -22863,10 +22845,22 @@ "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." }, { - "left": "pull_request:47207", - "right": "pull_request:47218", + "left": "pull_request:46912", + "right": "pull_request:47173", + "accept": false, + "reason": "RoPE test expansion and XPU expectation fixes are unrelated testing changes." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47069", + "accept": false, + "reason": "Same as above; different configuration concerns and no shared bug." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47069", "accept": false, - "reason": "Swin2SR padding logic versus image-loading test refactors are not the same underlying issue." + "reason": "Different changes; one is AqlmConfig validation text, the other is num_labels typing/behavior." } ] }, @@ -22880,7 +22874,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 29, + "component_count": 30, "review_unit_index": 2, "review_unit_count": 4, "status": "reviewed", @@ -22888,7 +22882,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-68", + "cluster_id": "cluster-40546-69", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22922,6 +22916,7 @@ "pull_request:47178", "pull_request:47179", "pull_request:47181", + "pull_request:47184", "pull_request:47198", "pull_request:47202", "pull_request:47204", @@ -22933,48 +22928,51 @@ "pull_request:47229", "pull_request:47231", "pull_request:47239", - "pull_request:47241", "pull_request:47243", "pull_request:47253", - "pull_request:47255" + "pull_request:47255", + "pull_request:47260" ], "soft_pairs": [ + "pull_request:47207|pull_request:47218", "pull_request:47093|pull_request:47255", "pull_request:44775|pull_request:47077", - "pull_request:46196|pull_request:47202", "pull_request:46509|pull_request:46995", + "pull_request:46196|pull_request:47202", + "pull_request:47184|pull_request:47260", "pull_request:47082|pull_request:47108", - "pull_request:47089|pull_request:47229", "pull_request:46196|pull_request:47179", + "pull_request:47089|pull_request:47229", "pull_request:46267|pull_request:47181", - "pull_request:47093|pull_request:47181", "pull_request:47179|pull_request:47210", - "pull_request:47204|pull_request:47207", + "pull_request:47093|pull_request:47181", "pull_request:44517|pull_request:46376", + "pull_request:47204|pull_request:47207", "pull_request:44775|pull_request:47181", "pull_request:47077|pull_request:47210", - "pull_request:47204|pull_request:47231", "pull_request:47231|pull_request:47255", + "pull_request:47166|pull_request:47260", + "pull_request:47204|pull_request:47231", "pull_request:47175|pull_request:47179", "pull_request:47093|pull_request:47143", "pull_request:47093|pull_request:47163", "pull_request:47229|pull_request:47231", "pull_request:47163|pull_request:47179", + "pull_request:47163|pull_request:47260", "pull_request:46266|pull_request:47216", "pull_request:46376|pull_request:47218", "pull_request:46836|pull_request:47218", "pull_request:44775|pull_request:46836", "pull_request:47239|pull_request:47243", - "pull_request:47108|pull_request:47216", "pull_request:47077|pull_request:47239", + "pull_request:47108|pull_request:47216", "pull_request:46836|pull_request:47178", - "pull_request:47082|pull_request:47210", "pull_request:46912|pull_request:47078", + "pull_request:47082|pull_request:47210", "pull_request:47108|pull_request:47204", "pull_request:46957|pull_request:47216", "pull_request:47166|pull_request:47218", "pull_request:47175|pull_request:47239", - "pull_request:47163|pull_request:47218", "pull_request:47082|pull_request:47181", "pull_request:46895|pull_request:47207", "pull_request:46912|pull_request:47082", @@ -22988,9 +22986,9 @@ "pull_request:46266|pull_request:46376", "pull_request:47069|pull_request:47113", "pull_request:47078|pull_request:47243", - "pull_request:46266|pull_request:47034", "pull_request:46957|pull_request:47108", "pull_request:47069|pull_request:47082", + "pull_request:46266|pull_request:47034", "pull_request:47207|pull_request:47255", "pull_request:46376|pull_request:47207", "pull_request:47105|pull_request:47255", @@ -22998,390 +22996,336 @@ "pull_request:47003|pull_request:47178", "pull_request:46895|pull_request:47255", "pull_request:46912|pull_request:47113", - "pull_request:43451|pull_request:47078", - "pull_request:47113|pull_request:47241", - "pull_request:47113|pull_request:47175", - "pull_request:47175|pull_request:47207", - "pull_request:44517|pull_request:47181", - "pull_request:46376|pull_request:47198", - "pull_request:43451|pull_request:46266", - "pull_request:43451|pull_request:44517", - "pull_request:47077|pull_request:47216", - "pull_request:47069|pull_request:47175", - "pull_request:44517|pull_request:47143", - "pull_request:47223|pull_request:47243", - "pull_request:47223|pull_request:47239" + "pull_request:43451|pull_request:47078" ], - "prepared_review_unit_hash": "5b1cbd8ec65918521d26316a7a9f940f1a80c9122525a5ffd9123caedaf58a70", + "prepared_review_unit_hash": "85698cf250f1cf26d78dbd368199bfbda27978d0123c5caf25952b1f0e4b2541", "component_budget": { - "node_count": 68, - "item_count": 68, - "soft_pair_count": 188, - "serialized_chars": 240548, - "estimated_input_tokens": 60137, - "estimated_eval_tokens": 120530 + "node_count": 69, + "item_count": 69, + "soft_pair_count": 191, + "serialized_chars": 245387, + "estimated_input_tokens": 61347, + "estimated_eval_tokens": 122950 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 72, - "serialized_chars": 136518, - "estimated_input_tokens": 34130, - "estimated_eval_tokens": 68516 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 135213, + "estimated_input_tokens": 33804, + "estimated_eval_tokens": 67864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: model additions, docs edits, tests, exporter/runtime fixes, quantization changes, and infrastructure tweaks. None of the soft-edge pairs look like the same underlying change, so all are rejected.", + "summary": "All soft edges are false positives. The items span unrelated model additions, documentation edits, test expectation updates, exporter/runtime work, and infra changes, so none look like the same underlying bug or change.", "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster does not share one underlying bug or feature; it is a mix of unrelated PRs across many subsystems.", - "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative because the cluster is not a duplicate set and the candidates span unrelated code paths and docs.", + "canonical_issue_reason": "No issues are present in this cluster, so there is no canonical issue to select.", + "canonical_pr_reason": "No single PR is canonical here; the set is heterogeneous and the pairwise similarities are mostly superficial (shared docs/test/model-adjacent wording rather than the same change).", + "best_issue_reason": "No issue is a good cluster anchor because the input set contains no issues.", + "best_pr_reason": "No PR is a strong representative for deduping because the soft pairs cover different models, subsystems, and maintenance tasks rather than one concrete fix.", "soft_edge_verdicts": [ + { + "left": "pull_request:47207", + "right": "pull_request:47218", + "accept": false, + "reason": "Swin2SR over-padding fix vs image-loading test refactor; unrelated changes." + }, { "left": "pull_request:47093", "right": "pull_request:47255", "accept": false, - "reason": "Different changes: OpenPangu-V2 model support vs a Gemma4 docstring example update." + "reason": "OpenPangu-V2 model support vs Gemma4 docstring example update; different scopes." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "Different docs topics: N-D parallelism docs vs Japanese DistilBERT translation." + "reason": "Docs N-D parallelism update vs Japanese DistilBERT doc translation; unrelated docs work." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46995", + "accept": false, + "reason": "Nemotron Omni model support vs flash-linear-attention availability on MLU; unrelated code paths." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "SDPA dispatch support for audio models is unrelated to dropping a CI docker image builder." + "reason": "wav2vec2-family SDPA support vs dropping the CPU/light docker image builder; unrelated." }, { - "left": "pull_request:46509", - "right": "pull_request:46995", + "left": "pull_request:47184", + "right": "pull_request:47260", "accept": false, - "reason": "Nemotron Omni support and flash-linear-attention MLU availability are unrelated code paths." + "reason": "Qwen3-Next multi-accelerator test wording vs COCO image fixture loading refactor; unrelated tests." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "New RoMa model support is unrelated to a doc-builder comment tweak." - }, - { - "left": "pull_request:47089", - "right": "pull_request:47229", - "accept": false, - "reason": "AqlmConfig error-message cleanup is unrelated to a TimesFM 2.5 preprocessing bug." + "reason": "RoMa keypoint matcher support vs doc-builder comment tweak; not the same change." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "These touch different areas: wav2vec2 SDPA dispatch vs Granite model support." + "reason": "wav2vec2 SDPA dispatch vs Granite SWA model support; different model families." }, { - "left": "pull_request:46267", - "right": "pull_request:47181", + "left": "pull_request:47089", + "right": "pull_request:47229", "accept": false, - "reason": "Serve chat parsing changes and Cosmos3 Edge model support are unrelated." + "reason": "AqlmConfig error-message fix vs TimesFM 2.5 preprocessing method-name fix; unrelated." }, { - "left": "pull_request:47093", + "left": "pull_request:46267", "right": "pull_request:47181", "accept": false, - "reason": "OpenPangu-V2 and Cosmos3 Edge are different model additions, not one duplicate change." + "reason": "Serve chat parsing overhaul vs Cosmos3 Edge model support; unrelated subsystems." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite model support and packed SDPA varlen routing fix different functionality." + "reason": "Granite SWA support vs packed SDPA varlen attention; different feature areas." }, { - "left": "pull_request:47204", - "right": "pull_request:47207", + "left": "pull_request:47093", + "right": "pull_request:47181", "accept": false, - "reason": "Exporter test dependencies in docker and Swin2SR over-padding are unrelated bugs." + "reason": "OpenPangu-V2 model support vs Cosmos3 Edge model support; different model additions." }, { "left": "pull_request:44517", "right": "pull_request:46376", "accept": false, - "reason": "Qwen3-TTS support and multimodal continuous batching are separate features." + "reason": "Qwen3-TTS addition vs multimodal continuous batching; unrelated features." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47207", + "accept": false, + "reason": "torch-light exporter dependency changes vs Swin2SR padding fix; unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47181", "accept": false, - "reason": "Docs-only parallelism rewording is unrelated to Cosmos3 Edge model support." + "reason": "Docs N-D parallelism vs Cosmos3 Edge model support; unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47210", "accept": false, - "reason": "Japanese DistilBERT docs and packed SDPA varlen routing are unrelated." + "reason": "Japanese docs translation vs packed SDPA varlen attention; unrelated." }, { - "left": "pull_request:47204", - "right": "pull_request:47231", + "left": "pull_request:47231", + "right": "pull_request:47255", "accept": false, - "reason": "Docker exporter test deps and MoonshineStreaming sliding-window fix address different code paths." + "reason": "MoonshineStreaming sliding-window fix vs Gemma4 docstring example; unrelated." }, { - "left": "pull_request:47231", - "right": "pull_request:47255", + "left": "pull_request:47166", + "right": "pull_request:47260", + "accept": false, + "reason": "Quantization test updates vs COCO image fixture loading refactor; unrelated test churn." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47231", "accept": false, - "reason": "MoonshineStreaming context handling and Gemma4 docstring text are unrelated." + "reason": "torch-light exporter deps vs MoonshineStreaming context-window fix; unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "Olmo3 CI test updates are not the same change as Granite model support." + "reason": "Olmo3 CI expectation updates vs Granite SWA model support; unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 model support and NeuCodec support are different model additions." + "reason": "OpenPangu-V2 model support vs NeuCodec model support; different model additions." }, { - "left": "pull_request:47093", - "right": "pull_request:47163", + "left": "pull_request:47163", + "right": "pull_request:47179", "accept": false, - "reason": "OpenPangu-V2 model support and XPU paged-attention test support are unrelated." + "reason": "Paged-attention XPU tests vs Granite SWA model support; unrelated." }, { "left": "pull_request:47229", "right": "pull_request:47231", "accept": false, - "reason": "TimesFM 2.5 preprocessing fix and MoonshineStreaming window fix are different bugs." + "reason": "TimesFM 2.5 preprocessing fix vs MoonshineStreaming right-context fix; different models and bugs." }, { "left": "pull_request:47163", - "right": "pull_request:47179", + "right": "pull_request:47260", "accept": false, - "reason": "Paged-attention XPU tests and Granite model support are unrelated." + "reason": "Paged-attention XPU tests vs COCO image fixture loading; unrelated tests." }, { "left": "pull_request:46266", "right": "pull_request:47216", "accept": false, - "reason": "DINO modernization and compressed-tensors fp8 support different subsystems." + "reason": "DINOv2 conversion/model work vs compressed-tensors fp8 quantization/docs; unrelated." }, { "left": "pull_request:46376", "right": "pull_request:47218", "accept": false, - "reason": "Continuous batching multimodal support is unrelated to image-loading test refactoring." + "reason": "Multimodal continuous batching vs image-loading refactor; different areas." }, { "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Unlimited OCR model support and image-loading test refactoring are not the same change." + "reason": "Unlimited OCR model addition vs image-loading refactor; unrelated." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Docs parallelism reorg and Unlimited OCR model support are unrelated." + "reason": "Docs N-D parallelism vs Unlimited OCR model addition; unrelated." }, { "left": "pull_request:47239", "right": "pull_request:47243", "accept": false, - "reason": "Tokenizer docs wording and ExecuTorch exporter fixes are unrelated." + "reason": "extra_special_tokens docs clarification vs Executorch exporter fixes; unrelated." }, { - "left": "pull_request:47108", - "right": "pull_request:47216", + "left": "pull_request:47077", + "right": "pull_request:47239", "accept": false, - "reason": "Doc-builder comment cleanup and compressed-tensors fp8 changes are unrelated." + "reason": "Japanese docs translation vs tokenizer docs clarification; different docs changes." }, { - "left": "pull_request:47077", - "right": "pull_request:47239", + "left": "pull_request:47108", + "right": "pull_request:47216", "accept": false, - "reason": "Japanese DistilBERT docs and tokenizer docs clarification are different doc changes." + "reason": "Doc-builder comment tweak vs compressed-tensors fp8 changes; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47178", "accept": false, - "reason": "Unlimited OCR support and SigLIP path fixes are unrelated." + "reason": "Unlimited OCR model addition vs SigLIP checkpoint-path fix; unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "RoMa model addition and packed SDPA routing are different code paths." + "reason": "RoPE test expansion vs Japanese documentation wording; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47078", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "RoPE tests and Japanese wording cleanup are unrelated." + "reason": "RoMa model support vs packed SDPA varlen attention; unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47204", "accept": false, - "reason": "Doc-builder comment changes and exporter test docker deps do not describe the same fix." + "reason": "Doc-builder comment tweak vs torch-light exporter deps; unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 kernel work and compressed-tensors support are different quantization features." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47243", - "accept": false, - "reason": "Olmo3 CI test updates are unrelated to ExecuTorch exporter fixes." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47218", - "accept": false, - "reason": "Paged-attention XPU tests and image-loading refactor are different test changes." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47181", - "accept": false, - "reason": "RoMa keypoint matcher support and Cosmos3 Edge support are different models." + "reason": "Finegrained FP8 decode optimization vs compressed-tensors fp8; different quantization systems." }, { "left": "pull_request:47166", "right": "pull_request:47218", "accept": false, - "reason": "Quantization test coverage and shared image-loading helpers are unrelated test refactors." + "reason": "GPTQ/MXFP4 expectation updates vs image-loading refactor; unrelated tests." }, { - "left": "pull_request:47207", - "right": "pull_request:47255", + "left": "pull_request:47175", + "right": "pull_request:47239", "accept": false, - "reason": "Swin2SR padding fix and Gemma4 docstring example are unrelated." + "reason": "Olmo3 CI expectation changes vs extra_special_tokens docs clarification; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47207", + "left": "pull_request:47082", + "right": "pull_request:47181", "accept": false, - "reason": "Continuous batching multimodal support and Swin2SR padding are different bugs/features." + "reason": "RoMa keypoint matcher vs Cosmos3 Edge model support; unrelated model additions." }, { - "left": "pull_request:47105", - "right": "pull_request:47255", + "left": "pull_request:46912", + "right": "pull_request:47082", "accept": false, - "reason": "VITS test re-enable and Gemma4 docstring example are unrelated." + "reason": "RoPE tests vs RoMa model addition; not the same change." }, { - "left": "pull_request:47198", + "left": "pull_request:47243", "right": "pull_request:47253", "accept": false, - "reason": "vLLM backend fixes for GPTBigCode/GPTNeoX are unrelated to tensor-parallel lm_head planning." + "reason": "Executorch exporter fixes vs tensor-parallel lm_head sharding validation; different runtime concerns." }, { - "left": "pull_request:47003", - "right": "pull_request:47178", - "accept": false, - "reason": "OpenVINO exporter support and SigLIP hardcoded-path fixes are unrelated." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47255", - "accept": false, - "reason": "CohereASR training-loss fix and Gemma4 docstring example are unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47113", + "left": "pull_request:44775", + "right": "pull_request:46376", "accept": false, - "reason": "RoPE tests and audio feature/proc requirement fixes are unrelated." + "reason": "Docs N-D parallelism vs multimodal continuous batching; unrelated domains." }, { "left": "pull_request:43451", - "right": "pull_request:47078", - "accept": false, - "reason": "Molmo2 model addition and Japanese wording cleanup are unrelated." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47241", - "accept": false, - "reason": "Audio requirements fixes and DETR-family sine-position compile fix are unrelated." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47175", + "right": "pull_request:44775", "accept": false, - "reason": "Audio feature/proc requirement fixes and Olmo3 CI test updates are unrelated." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47207", - "accept": false, - "reason": "Olmo3 CI test data updates and Swin2SR padding fix are unrelated." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47181", - "accept": false, - "reason": "Qwen3-TTS support and Cosmos3 Edge support are different model additions." + "reason": "Molmo2 model addition vs docs N-D parallelism; unrelated." }, { "left": "pull_request:46376", - "right": "pull_request:47198", + "right": "pull_request:47173", "accept": false, - "reason": "Multimodal continuous batching and GPTBigCode/GPTNeoX vLLM backend fixes are unrelated." + "reason": "Multimodal continuous batching vs XPU expectation test fixes; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46266", + "left": "pull_request:46196", + "right": "pull_request:46376", "accept": false, - "reason": "Molmo2 model addition and DINO modernization are unrelated model families." + "reason": "wav2vec2 SDPA dispatch vs multimodal continuous batching; different subsystems." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:46196", + "right": "pull_request:47223", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are distinct model additions." + "reason": "wav2vec2 SDPA dispatch vs TimesFM 2.5 window_size fix; unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47216", + "left": "pull_request:47034", + "right": "pull_request:47253", "accept": false, - "reason": "Japanese DistilBERT docs and compressed-tensors fp8 are unrelated." + "reason": "Neuron SFT experiment vs tensor-parallel head sharding validation; different training/integration changes." }, { - "left": "pull_request:47069", - "right": "pull_request:47175", + "left": "pull_request:46266", + "right": "pull_request:46376", "accept": false, - "reason": "num_labels typing change and Olmo3 CI test updates are unrelated." + "reason": "DINOv2 conversion/model changes vs multimodal continuous batching; unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47143", + "left": "pull_request:47069", + "right": "pull_request:47113", "accept": false, - "reason": "Qwen3-TTS model support and NeuCodec support are separate model additions." + "reason": "num_labels nullable-property fix vs audio feature/proc requirements cleanup; unrelated." }, { - "left": "pull_request:47223", + "left": "pull_request:47078", "right": "pull_request:47243", "accept": false, - "reason": "TimesFM AttributeError fix and ExecuTorch exporter fixes are unrelated." - }, - { - "left": "pull_request:47223", - "right": "pull_request:47239", - "accept": false, - "reason": "TimesFM AttributeError fix and tokenizer doc wording are unrelated." + "reason": "Japanese docs wording vs Executorch exporter fixes; unrelated." } ] }, @@ -23395,7 +23339,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 29, + "component_count": 30, "review_unit_index": 3, "review_unit_count": 4, "status": "reviewed", @@ -23403,10 +23347,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-68", + "cluster_id": "cluster-40546-69", "nodes": [ "pull_request:40546", "pull_request:43451", + "pull_request:44517", + "pull_request:46266", "pull_request:46310", "pull_request:46376", "pull_request:46509", @@ -23423,6 +23369,8 @@ "pull_request:47077", "pull_request:47090", "pull_request:47096", + "pull_request:47108", + "pull_request:47113", "pull_request:47143", "pull_request:47162", "pull_request:47163", @@ -23431,18 +23379,33 @@ "pull_request:47181", "pull_request:47184", "pull_request:47198", + "pull_request:47207", "pull_request:47210", "pull_request:47216", "pull_request:47223", "pull_request:47229", "pull_request:47231", "pull_request:47235", + "pull_request:47239", "pull_request:47241", "pull_request:47243", "pull_request:47253", "pull_request:47255" ], "soft_pairs": [ + "pull_request:47113|pull_request:47241", + "pull_request:47113|pull_request:47175", + "pull_request:47175|pull_request:47207", + "pull_request:44517|pull_request:47181", + "pull_request:46376|pull_request:47198", + "pull_request:43451|pull_request:46266", + "pull_request:43451|pull_request:44517", + "pull_request:47077|pull_request:47216", + "pull_request:47069|pull_request:47175", + "pull_request:46658|pull_request:47108", + "pull_request:44517|pull_request:47143", + "pull_request:47223|pull_request:47243", + "pull_request:47223|pull_request:47239", "pull_request:47077|pull_request:47198", "pull_request:46912|pull_request:47253", "pull_request:46376|pull_request:47184", @@ -23475,10 +23438,10 @@ "pull_request:46376|pull_request:47181", "pull_request:43451|pull_request:46836", "pull_request:46509|pull_request:46836", - "pull_request:46836|pull_request:47143", - "pull_request:46836|pull_request:47163", "pull_request:47143|pull_request:47181", "pull_request:46376|pull_request:47143", + "pull_request:46836|pull_request:47143", + "pull_request:46836|pull_request:47163", "pull_request:43451|pull_request:46509", "pull_request:47163|pull_request:47181", "pull_request:46376|pull_request:47163", @@ -23496,438 +23459,377 @@ "pull_request:47096|pull_request:47175", "pull_request:43451|pull_request:46658", "pull_request:46658|pull_request:47096", - "pull_request:46658|pull_request:47003", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", "pull_request:47181|pull_request:47255", "pull_request:43451|pull_request:47181", "pull_request:43451|pull_request:47198", - "pull_request:43451|pull_request:47096", - "pull_request:43451|pull_request:47003", - "pull_request:47003|pull_request:47096", - "pull_request:43451|pull_request:47034", - "pull_request:43451|pull_request:47241", - "pull_request:47034|pull_request:47096", - "pull_request:47096|pull_request:47241", - "pull_request:43451|pull_request:47166", - "pull_request:47096|pull_request:47166", - "pull_request:43451|pull_request:47184", - "pull_request:43451|pull_request:47253", - "pull_request:47003|pull_request:47241", - "pull_request:47096|pull_request:47143" + "pull_request:43451|pull_request:47096" ], - "prepared_review_unit_hash": "86535f75694ac5924035cb7a2b6aae70ca7ee9fff6bf2f1b53c3b41d9f70aa83", + "prepared_review_unit_hash": "bb9a864220e5850b3fd905bd9f4bfce7c9baf7954d3fd7b6b4b3e48828b484c2", "component_budget": { - "node_count": 68, - "item_count": 68, - "soft_pair_count": 188, - "serialized_chars": 240548, - "estimated_input_tokens": 60137, - "estimated_eval_tokens": 120530 + "node_count": 69, + "item_count": 69, + "soft_pair_count": 191, + "serialized_chars": 245387, + "estimated_input_tokens": 61347, + "estimated_eval_tokens": 122950 }, "budget": { - "node_count": 36, - "item_count": 36, + "node_count": 42, + "item_count": 42, "soft_pair_count": 72, - "serialized_chars": 112459, - "estimated_input_tokens": 28115, - "estimated_eval_tokens": 56486 + "serialized_chars": 128166, + "estimated_input_tokens": 32042, + "estimated_eval_tokens": 64340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a loose similarity cluster with a few real duplicate subgroups. The true duplicates are the MoonshineStreaming off-by-one fixes, the CohereASR training-loss double-shift fixes, and the TimesFM2_5 window_size/method-name fixes; most other pairs are only broad subsystem or docs/test similarity and should stay separate.", - "confidence": 0.95, + "summary": "This cluster is heterogeneous: it contains a few real duplicate families (MoonshineStreaming right-window off-by-one, CohereASR double-shift loss, TimesFM2_5 preprocessing call fix) plus many unrelated similarity-only pairs from model additions, docs, tests, and exporter changes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the cleanest representative of one of the real duplicate subgroups: it directly fixes the CohereASR double-shift loss bug in the exact forward path, explains the bug clearly, and includes test coverage.", + "canonical_pr_reason": "No single canonical PR fits the whole cluster because it spans multiple unrelated changes; if one representative must be chosen, PR 47090 is the clearest exemplar of a true duplicate family (CohereASR double-shift loss) with the most explicit problem statement and the same loss-path fix as the other CohereASR variants.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best overall anchor among the true duplicate fixes because it is narrowly scoped, bug-focused, and explicit about the underlying loss-shift problem.", + "best_pr_reason": "PR 47090 is the strongest standalone merge target among the true duplicates: it cleanly describes the bug, targets the exact CohereASR loss code path, and is the most readable representative of the repeated CohereASR fixes.", "soft_edge_verdicts": [ + { + "left": "pull_request:47113", + "right": "pull_request:47241", + "accept": false, + "reason": "Different subsystems: audio feature/process requirements vs DETR-family sine position embeddings; only generic test/infra similarity." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Unrelated changes: AST/audio requirements vs Olmo3 CI expectation updates." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47207", + "accept": false, + "reason": "Different bugs in different models: Olmo3 CI log changes vs Swin2SR over-padding fix." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47181", + "accept": false, + "reason": "Both add model support/docs, but for different models and code paths; not the same underlying change." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47198", + "accept": false, + "reason": "Continuous batching multimodal support and GPTNeoX/vLLM backend fixes are unrelated code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Both touch conversion/mapping infrastructure, but they implement support for different model families and different checkpoints." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Distinct model-addition PRs for Molmo2 and Qwen3 TTS; similar scaffolding is not enough." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47216", + "accept": false, + "reason": "Japanese docs translation vs compressed-tensors quantization support; no shared bug/change." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47175", + "accept": false, + "reason": "Configuration property typing fix vs OLMo3 CI expectation update; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47108", + "accept": false, + "reason": "Step 3.7 model-building/conversion work vs doc-builder comment tweak; not the same change." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions (Qwen3 TTS vs NeuCodec); shared model-support scaffolding is too broad." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47243", + "accept": false, + "reason": "TimesFM2_5 preprocessing fix vs Executorch exporter fixes; different bugs and code paths." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47239", + "accept": false, + "reason": "TimesFM2_5 code fix vs tokenizer documentation clarification; 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47162 just applies the same fix in another mirrored file too." + "reason": "Same MoonshineStreaming right-window off-by-one fix in the same mask function/files." }, { "left": "pull_request:46310", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming off-by-one right-window bug; both patch the same sliding-window mask path." + "reason": "Same MoonshineStreaming sliding-window right-bound bug; identical code path and fix direction." }, { "left": "pull_request:47162", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming right-window boundary bug and same underlying mask logic." + "reason": "Same MoonshineStreaming off-by-one in the right window; these are duplicate fixes of the same mask logic." }, { "left": "pull_request:46895", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path." + "reason": "Same CohereASR training-loss double-shift bug in the forward/loss path; 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different bugs." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:47166", + "right": "pull_request:47184", "accept": false, - "reason": "Step3.7 conversion/build tooling and NeuCodec model support are different changes." + "reason": "Quantization test extension and Qwen3Next accelerator-test changes are unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:46912", + "right": "pull_request:47175", "accept": false, - "reason": "NeuCodec model support and paged-attention XPU tests are unrelated." + "reason": "RoPE test broadening vs OLMo3 CI expectation updates; not the same issue." }, { - "left": "pull_request:47163", - "right": "pull_request:47210", + "left": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "Different attention paths: paged-attention XPU tests vs packed varlen SDPA routing." + "reason": "Both add new model support, but for completely different models and code paths." }, { - "left": "pull_request:47077", - "right": "pull_request:47181", + "left": "pull_request:47163", + "right": "pull_request:47166", "accept": false, - "reason": "Docs translation changes are unrelated to Cosmos3 Edge model support." + "reason": "Paged-attention XPU tests vs GPTQ quantization tests; unrelated test suites." }, { - "left": "pull_request:47034", - "right": "pull_request:47216", + "left": "pull_request:47163", + "right": "pull_request:47184", "accept": false, - "reason": "Neuron SFT training scripts and compressed-tensors exporter work are unrelated." + "reason": "Paged-attention test updates vs Qwen3Next accelerator-test tweaks; not the same change." }, { - "left": "pull_request:43451", + "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 model support vs Executorch exporter fixes are different feature areas." + "reason": "OpenVINO exporter work and Executorch exporter fixes are separate exporter backends, not one bug." }, { - "left": "pull_request:47143", - "right": "pull_request:47210", + "left": "pull_request:46509", + "right": "pull_request:47143", "accept": false, - "reason": "NeuCodec model support and packed SDPA routing are different problems." + "reason": "Different new model-support PRs (Nemotron Omni vs NeuCodec); broad similarity only." }, { - "left": "pull_request:47181", - "right": "pull_request:47198", + "left": "pull_request:46509", + "right": "pull_request:47181", "accept": false, - "reason": "Model support for Cosmos3 Edge vs GPT backend fixes are unrelated." + "reason": "Nemotron Omni and Cosmos3 Edge are different model integrations." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:46376", + "right": "pull_request:46509", "accept": false, - "reason": "VibeVoice and Molmo2 are separate model integrations, not the same underlying change." + "reason": "Continuous batching multimodal support and Nemotron Omni model support are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47175", + "left": "pull_request:46509", + "right": "pull_request:47163", "accept": false, - "reason": "Model integration PR vs Olmo3 CI expectation updates; unrelated." + "reason": "Model-support PR vs paged-attention test expansion; no shared underlying bug." }, { - "left": "pull_request:47096", - "right": "pull_request:47166", + "left": "pull_request:46376", + "right": "pull_request:47181", "accept": false, - "reason": "Exporter/backend fixes and quantization test churn are unrelated." + "reason": "Continuous batching work vs Cosmos3 Edge model support; different subsystems." }, { "left": "pull_request:43451", - "right": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 model support and Step3.7 build/conversion tooling are different changes." + "reason": "Different model-addition PRs (Molmo2 vs Unlimited OCR); shared auto-mapping/docs are generic scaffolding." }, { - "left": "pull_request:46658", - "right": "pull_request:47096", + "left": "pull_request:46509", + "right": "pull_request:46836", "accept": false, - "reason": "Step3.7 conversion tooling and exportability fixes are different issues." + "reason": "Nemotron Omni and Unlimited OCR are unrelated model integrations." }, { - "left": "pull_request:46658", - "right": "pull_request:47003", + "left": "pull_request:46376", + "right": "pull_request:47143", "accept": false, - "reason": "Step3.7 model tooling and OpenVINO exporter support are unrelated." + "reason": "Continuous batching support and NeuCodec model support are separate changes." }, { - "left": "pull_request:43451", + "left": "pull_request:46836", "right": "pull_request:47143", "accept": false, - "reason": "Different model additions; shared auto-registration patterns are not enough." + "reason": "Unlimited OCR and NeuCodec are distinct model-support PRs." }, { "left": "pull_request:43451", - "right": "pull_request:47163", + "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 support and paged-attention tests are unrelated." + "reason": "Molmo2 and Nemotron Omni are different model additions, not duplicates." }, { - "left": "pull_request:43451", + "left": "pull_request:47163", "right": "pull_request:47181", "accept": false, - "reason": "Different model support PRs." + "reason": "Paged-attention test updates vs Cosmos3 Edge model support; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47198", + "left": "pull_request:46376", + "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 model support and GPTBigCode/GPTNeoX backend fixes are unrelated." + "reason": "Continuous batching multimodal work vs paged-attention test tweaks; different code paths." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 integration and exportability/backend fixes are different work." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47003", - "accept": false, - "reason": "Molmo2 support vs OpenVINO exporter support are unrelated." + "reason": "Molmo2 model support and exportable Kimi support are different features." }, { - "left": "pull_request:47003", - "right": "pull_request:47096", + "left": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "Both mention export infrastructure, but they target different backends and bugs." + "reason": "NeuCodec model support and paged-attention tests are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47034", + "left": "pull_request:47181", + "right": "pull_request:47255", "accept": false, - "reason": "Model support and Neuron SFT experimentation are unrelated." + "reason": "Cosmos3 Edge model support and Gemma4 docstring example update are not the same bug/change." }, { "left": "pull_request:43451", - "right": "pull_request:47241", - "accept": false, - "reason": "Molmo2 model integration and DETR-family compile fixes are unrelated." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47166", + "right": "pull_request:47181", "accept": false, - "reason": "Kimi exportability fixes and quantization test updates are unrelated." + "reason": "Molmo2 and Cosmos3 Edge are separate model integrations." }, { "left": "pull_request:43451", - "right": "pull_request:47184", + "right": "pull_request:47198", "accept": false, - "reason": "Model integration PR vs accelerator test renaming; unrelated." + "reason": "Molmo2 model support vs GPTNeoX backend fixes; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47253", - "accept": false, - "reason": "Molmo2 model support and tensor-parallel validation are different code paths." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47241", - "accept": false, - "reason": "OpenVINO exporter changes and DETR compile crash fix are unrelated." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47143", + "right": "pull_request:47096", "accept": false, - "reason": "Kimi exportability fixes and NeuCodec model support are unrelated." + "reason": "Molmo2 model integration and exportable Kimi work do not fix the same code-path problem." } ] }, @@ -23941,7 +23843,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 29, + "component_count": 30, "review_unit_index": 4, "review_unit_count": 4, "status": "reviewed", @@ -23949,73 +23851,154 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-68", + "cluster_id": "cluster-40546-69", "nodes": [ + "pull_request:43451", "pull_request:46509", "pull_request:47003", + "pull_request:47034", "pull_request:47096", "pull_request:47143", "pull_request:47163", - "pull_request:47241" + "pull_request:47166", + "pull_request:47241", + "pull_request:47253" ], "soft_pairs": [ + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47034", + "pull_request:43451|pull_request:47241", + "pull_request:47034|pull_request:47096", + "pull_request:47096|pull_request:47241", + "pull_request:43451|pull_request:47166", + "pull_request:47096|pull_request:47166", + "pull_request:43451|pull_request:47253", + "pull_request:47003|pull_request:47241", + "pull_request:47096|pull_request:47143", "pull_request:47003|pull_request:47143", "pull_request:47096|pull_request:47163", "pull_request:47143|pull_request:47241", "pull_request:46509|pull_request:47096" ], - "prepared_review_unit_hash": "f28f76b31dde29b5b753736529ca8247f815a0cfd9f8ba14f3ede70f5ede858d", + "prepared_review_unit_hash": "3cac0945f408f6849bd9c9e31ffc98f9617494854e052e876c4b2b32bb2a4fc1", "component_budget": { - "node_count": 68, - "item_count": 68, - "soft_pair_count": 188, - "serialized_chars": 240548, - "estimated_input_tokens": 60137, - "estimated_eval_tokens": 120530 + "node_count": 69, + "item_count": 69, + "soft_pair_count": 191, + "serialized_chars": 245387, + "estimated_input_tokens": 61347, + "estimated_eval_tokens": 122950 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 4, - "serialized_chars": 16595, - "estimated_input_tokens": 4149, - "estimated_eval_tokens": 8554 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 15, + "serialized_chars": 29331, + "estimated_input_tokens": 7333, + "estimated_eval_tokens": 14922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All six pull requests are unrelated: three add new model or exporter support, one adds XPU test coverage, and one fixes a DETR-family compile bug. None are duplicates or plausible candidates to merge into a single PR.", - "confidence": 0.97, + "summary": "This cluster is not a duplicate set: it mixes unrelated model add-ons, exporter work, training scripts, test-only changes, and bug fixes across different code paths. The soft similarities are mostly broad repo-wide patterns, not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous, and the pairwise overlaps are only broad topical similarity, not the same underlying change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a suitable global representative for deduplication because these are distinct changes across different subsystems.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model onboarding vs OpenVINO exporter support; different features and code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter infrastructure vs Kimi exportability work; shared exporter files but not the same concrete fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "New Molmo2 model support vs Neuron LoRA finetuning scripts; unrelated functionality." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47241", + "accept": false, + "reason": "Molmo2 addition vs DETR-family torch.compile precision fix; unrelated change." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron training script work vs Kimi export support; no shared bug or mergeable fix." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", + "accept": false, + "reason": "Kimi export changes vs DETR-family compile crash fix; different subsystems and failure modes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 model addition vs quantization test updates; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47166", + "accept": false, + "reason": "Kimi exporter/model support vs quantization test expansion; not the same underlying issue." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47253", + "accept": false, + "reason": "Molmo2 addition vs tensor-parallel planner propagation fix; unrelated code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47241", + "accept": false, + "reason": "OpenVINO exporter work vs DETR-family compile fix; overlapping repository area only, not one bug." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability vs NeuCodec model support; distinct model onboarding/export concerns." + }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter work and NeuCodec model support are separate feature additions with different code paths and goals." + "reason": "OpenVINO exporter support vs NeuCodec support; different feature additions." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Exportability changes for Kimi and XPU paged-attention test coverage are unrelated; one is model/export code, the other is a test-only platform tweak." + "reason": "Kimi export work vs XPU paged-attention test updates; unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47241", "accept": false, - "reason": "NeuCodec support and DETR-family sine-position compile fixes address entirely different models and bugs; they are not the same underlying change." + "reason": "NeuCodec support vs DETR-family compile fix; unrelated." }, { "left": "pull_request:46509", "right": "pull_request:47096", "accept": false, - "reason": "Nemotron Omni support and exportable Kimi are distinct model-support PRs with no shared code-path problem to merge." + "reason": "Nemotron Omni model support vs Kimi exportability work; separate model additions and implementation paths." } ] }, @@ -24029,7 +24012,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24045,7 +24028,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "4ca84a5baff3277ff01c14874f44a5ffa0618f3b57dd37da497cd032e614b17f", + "prepared_review_unit_hash": "16712b32b115f796e27473c4ce0bad6f1dec21dddddfb10366cf1372e1dd5fdd", "component_budget": { "node_count": 2, "item_count": 2, @@ -24067,18 +24050,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions: one adds covariate-based forecasting to TimesFM, the other adds image classification support for DINOv3 ViT. They do not look like the same underlying bug or change.", + "summary": "Two unrelated pull requests were grouped by soft similarity, but they target different models and different feature changes: TimesFM covariate forecasting vs. DINOv3 image classification support.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different models, different modalities, and different code paths, so there is no duplicate relationship to consolidate.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate, but 41224 is the more self-contained, clearly scoped feature PR; 40755 is a separate TimesFM enhancement with different functionality.", + "best_pr_reason": "No single best PR as a cluster representative: the two PRs address unrelated code paths in different model families, so this is not a duplicate set.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and use cases: TimesFM covariate forecasting versus DINOv3 image classification. They are not the same concrete change and would not plausibly be merged into one PR." + "reason": "Reject: TimesFM covariate forecasting and DINOv3 image classification support are unrelated changes in different subsystems, not the same underlying bug or mergeable change." } ] }, @@ -24092,7 +24075,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24155,7 +24138,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24197,12 +24180,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "ffff303ab42cfcffa9e5e7419a340536c3aacf59a020c926db21fb9e0c3d4b33", + "prepared_review_unit_hash": "271dd99758abf72e27b168d9250fa0b48543c7bb60f76777a711ea25f56f46a6", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31597, + "serialized_chars": 31599, "estimated_input_tokens": 7900, "estimated_eval_tokens": 16056 }, @@ -24210,7 +24193,7 @@ "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31597, + "serialized_chars": 31599, "estimated_input_tokens": 7900, "estimated_eval_tokens": 16056 }, @@ -24219,129 +24202,123 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs; the only true duplicate-looking pair is the two `fixed_cross_entropy` fixes (43251 and 43254). All other pairs are broad soft-similarity matches across unrelated Transformers areas and should stay separate.", - "confidence": 0.92, + "summary": "This cluster is almost entirely unrelated PRs; the only true duplicate pair is the two `fixed_cross_entropy` kwargs fixes (43251 and 43254).", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is a strong canonical representative for the only real duplicate pair: it directly targets issue 43240 and makes the same `fixed_cross_entropy` enhancement as 43254. The two PRs are near-identical fixes rather than meaningfully different changes.", + "canonical_pr_reason": "PR 43251 is the stronger canonical choice: it directly targets issue 43240 and implements the fuller fix by forwarding `weight` and `label_smoothing` into `nn.functional.cross_entropy` while preserving the wrapper behavior.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall PR in this set because it is a concrete bug fix in a shared utility path and belongs to the only confirmed duplicate pair, making it the cleanest representative for triage.", + "best_pr_reason": "PR 43251 is the best representative of the cluster because it is the most complete and concrete fix for the shared loss-function bug; 43254 is just a narrower variant of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different features: Mistral tokenizer API additions vs ExecuTorch dynamic-shape export testing." + "reason": "Different features: Mistral tokenizer API gaps vs Executorch dynamic-shape export test. No shared code-path or concrete bug." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer method additions and adding a new MobileLLM model are unrelated changes." + "reason": "Unrelated models and changes: Mistral tokenizer methods vs adding MobileLLM support." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness is not the same change as introducing MobileLLM." + "reason": "Different processor/model-loading robustness work for unrelated models. Same broad area, but not the same underlying bug." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy loss utility changes are unrelated to adding MobileLLM model code." + "reason": "Loss-function kwargs fix vs new MobileLLM model support; unrelated code paths." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs support and Mistral4 model/test work touch different code paths and bugs." + "reason": "Both touch training/model code, but one fixes cross-entropy kwargs and the other is Mistral4 test/model changes. Not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test coverage is unrelated to Mistral4 model fixes." + "reason": "Executorch export dynamic-shape test and Mistral4 test fixes are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing and MobileLLM model addition are separate changes." + "reason": "Dynamic-shape export test vs MobileLLM model addition; no common concrete issue." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition and config-resolution ordering fix address different subsystems." + "reason": "New model addition vs config-resolution ordering fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM introduction is unrelated to Falcon output-collection refactoring." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "New model addition is unrelated to the model-creation skill/tooling PR." + "reason": "MobileLLM model implementation vs Falcon output-collection refactor; different subsystems and purposes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and the model-creation skill are not the same bug or change." + "reason": "Falcon refactor vs a model-creation skill/doc workflow PR; not the same change or bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output-interface work is unrelated to Mistral4 fixes." + "reason": "Different model-specific changes: Falcon forward/refactor vs Mistral4 test/model fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 model/test work is not the same as the `layrnorm` -> `layernorm` rename fix." + "reason": "Mistral4 test/model fixes vs CLIP-like LayerNorm rename/conversion mapping; unrelated bugs." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 model/test updates are unrelated to TDT loss kernel integration." + "reason": "Mistral4 fixes vs TDT loss kernel integration; different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Model-specific Mistral4 fixes are unrelated to config-resolution ordering." + "reason": "Mistral4 changes vs class config-resolution ordering fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 model/test work does not match the model-creation skill/tooling change." + "reason": "Model-specific Mistral4 fixes vs a broad model-creation skill PR; not a duplicate." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and the model-creation skill are different kinds of changes." + "reason": "New MobileLLM model support vs model-creation skill/documentation; not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify the same `fixed_cross_entropy` path in `loss_utils.py` to add `weight` and `label_smoothing` support, so they look like the same underlying fix." + "reason": "Same underlying bug in `fixed_cross_entropy`: both add support for passing kwargs through to `nn.functional.cross_entropy`, including `weight`/`label_smoothing`." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair verdicts are mostly conservative, but the canonical PR reasoning overstates the evidence. In the packet, both 43251 and 43254 add the same `weight` and `label_smoothing` support to `fixed_cross_entropy`; there isn\u2019t clear support for saying 43251 has the \u201cmore complete\u201d passthrough. Please soften that to something like \u201cone of two near-identical fixes\u201d or similar. The rest of the soft-edge rejections look grounded." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the one evidence-backed duplicate pair (43251/43254) and treats the rest as unrelated soft-similarity matches. The canonical-pr reasoning is also supported by the diffs and explicit issue target. No overstatement detected." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -24349,7 +24326,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24365,7 +24342,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "a4430a8c382bc3305d1eadd5d544895919bb26d5ea8d47bf94321b4ab3c28629", + "prepared_review_unit_hash": "34e6dd476ee579f368b7667169daaa61f112fd7a0ec903e9466825ae2876f73c", "component_budget": { "node_count": 2, "item_count": 2, @@ -24387,18 +24364,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are broad GitHub Actions dependency bumps, but they update different actions and fix different compatibility/version issues. They overlap in affected workflows yet do not look like the same underlying change.", - "confidence": 0.95, + "summary": "Two open PRs both upgrade GitHub Actions workflows, but they touch different action families and have different goals: one is a Node 24 compatibility sweep for core actions, the other is a latest-version bump focused on Docker/build-related actions. They overlap in some workflow files, but they do not look like the same underlying change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the broader workflow-maintenance change and has the clearest specific goal: Node 24 compatibility for core GitHub Actions used across many workflows.", + "canonical_pr_reason": "PR #42975 is the better representative because it is a broader, clearly scoped compatibility migration across many workflows and appears to be the more comprehensive of the two action-upgrade efforts.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster because it covers the wider set of workflow-action upgrades and is more descriptive of the overall maintenance theme.", + "best_pr_reason": "PR #42975 is the strongest single candidate for the cluster since it addresses a concrete platform-compatibility upgrade across the CI workflow set, rather than a narrower action-version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are GitHub Actions version bumps, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility while 42976 upgrades docker/build-push-action. They touch related workflows yet fix different dependency updates, so they are not the same concrete change." + "reason": "Both are workflow-maintenance PRs, but #42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility while #42976 bumps docker/build-push-action and related actions to latest versions. Overlap in CI files is not enough; they are not the same code-path fix and would not naturally merge into one PR." } ] }, @@ -24412,7 +24389,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24433,7 +24410,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "b121c6da7929203ab6e2b904cf57ed1ceedfc17ba262c6270bfc92cb27a612c8", + "prepared_review_unit_hash": "053e912985dbcaabda5458831d53d3f25cad75baf284251e35260238fa44e89a", "component_budget": { "node_count": 4, "item_count": 4, @@ -24455,36 +24432,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are separate model-addition pull requests for different architectures (ViT NEPA, Molmo, CTSM, Step3p7). They share repo-wide plumbing and docs patterns, but not the same concrete change, so none should be merged as duplicates.", + "summary": "All four items are separate model-addition pull requests, not duplicates. They share repo boilerplate paths like docs/toctree and auto registry files, but each targets a different model family and code path.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct model-addition PRs, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "No true duplicate PR exists here; if a single representative is needed, #46562 is the strongest standalone candidate because it is the most recent and broadest model-addition PR, but it is still a different change from the others.", + "best_pr_reason": "No single PR is globally best for deduplication purposes because each PR adds a different model and cannot plausibly be merged into one change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and codepaths; shared auto/docs files are expected for model registration, not evidence of the same fix or change." + "reason": "ViT NEPA and Molmo are different model families; overlap is limited to shared docs/auto-registration boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM are unrelated model additions with distinct implementations and tests." + "reason": "ViT NEPA and CTSM add different models with different implementation paths; shared files are generic model-registration scaffolding." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM add different model families; overlap is only in shared integration files." + "reason": "Molmo and CTSM are unrelated model additions; same broad subsystem does not indicate the same underlying change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are separate model additions touching different model-specific code; not mergeable as one PR." + "reason": "CTSM and Step3p7 are distinct model PRs; despite more shared registry files, they do not fix or add the same concrete code-path problem." } ] }, @@ -24498,7 +24475,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24533,7 +24510,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "99bea17b3aaf81c4d1af4a33cc7e437810f1278932a6113e9df14e61f1d258f5", + "prepared_review_unit_hash": "f23e2b0a149e59003e30e60bcf8fbcf88751e078b4a18709c483d30f9d1b49a0", "component_budget": { "node_count": 7, "item_count": 7, @@ -24555,108 +24532,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs with generic titles and test/infrastructure tweaks. The only plausible duplicate pair is the two YOLOS fixes, which both address the same device-mismatch bug path in YOLOS and could reasonably be combined.", - "confidence": 0.93, + "summary": "Most items are unrelated PRs across different models or CI/test maintenance. The only clear duplicate-like pair is the two YOLOS fixes for the same device-mismatch issue; the later PR looks like the more complete version.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46922 is the strongest representative: it fixes the YOLOS device-mismatch path directly in forward() and also includes the no-split-module adjustment, making it the most complete YOLOS fix in the cluster.", + "canonical_pr_reason": "pull_request:46922 is the best canonical PR: it directly fixes the YOLOS device-mismatch bug in the model forward path, keeps the same explicit target issue 46869, and includes the companion no-split-module adjustment in the same code path.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46922 is the best PR for the cluster because it targets a concrete YOLOS runtime bug with a clear code-path fix, while the other PRs are either unrelated or test-only/infra changes.", + "best_pr_reason": "pull_request:46922 is the strongest standalone PR because it addresses the concrete runtime bug rather than only partial packaging/device-splitting setup, and it is the most complete fix among the YOLOS pair.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are vague test-fix PRs, but they touch different models and different test files; no evidence they fix the same underlying bug." + "reason": "Different areas and bugs: Whisper tokenizer/test cleanup vs unrelated CLIP/ViT test assertions." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test/tokenizer changes and fine-grained FP8 dequant changes are unrelated subsystems and unrelated bugs." + "reason": "Whisper decoding tests vs FP8 dequant/loading changes are unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer/test work is unrelated to generation watermarking and FP8 model-loading changes." + "reason": "Whisper tokenizer fix vs generation watermarking validation fix; no same underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test fixes and YOLOS device-mismatch fixes are different code paths and different models." + "reason": "Whisper tokenization changes are unrelated to YOLOS device placement." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Model unit-test edits are not the same as the Phimoe CI/integration-environment fix; different scope and bug." + "reason": "These are unrelated test edits in different subsystems and do not share a concrete bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These are unrelated: generic model test edits versus FP8 loading/quantization logic." + "reason": "Bogus-looking test assertions vs FP8 dequant fix; different models and no shared failure mode." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test changes do not match the generation watermarking validation fix." + "reason": "Unrelated test edits versus generation config validation; not the same fix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different failure modes; one is test scaffolding, the other is a YOLOS runtime/device bug." + "reason": "CLIP/ViT test changes are unrelated to YOLOS model execution." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "Fine-grained FP8 dequantization and Phimoe CI/device-map setup are different problems and code paths." + "reason": "FP8 quantization/loading changes and Phimoe CI memory handling are different problems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/loading changes are unrelated to generation watermarking validation." + "reason": "FP8 dequant fix vs watermarking-config validation fix; no shared concrete bug." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "YOLOS device placement fixes and FP8 dequant fixes do not address the same underlying bug." + "reason": "Different model families and runtime issues; not mergeable as one fix." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config validation and Phimoe CI/device-memory handling are unrelated." + "reason": "Generation watermarking validation and Phimoe integration-test CI setup are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking validation and YOLOS device-mismatch fixes are different subsystems and bugs." + "reason": "Watermarking config validation is unrelated to YOLOS device mismatch." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe CI runner-memory/device-map setup is unrelated to the YOLOS model runtime device mismatch." + "reason": "CI CPU-memory limiting for Phimoe tests is unrelated to the YOLOS runtime device bug." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device-mismatch issue for device_map=\"auto\"; they modify the same model path and could plausibly be merged into one fix." + "reason": "Same underlying YOLOS device-mismatch issue on model_yolos.py, same target issue 46869, and both are part of the same concrete fix; 46922 is the more complete version." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The only accepted soft-edge pair, 46886 vs 46922, is plausibly mergeable into a single YOLOS bugfix: both touch the same model file, share the same issue target, and address the same device-mismatch problem. The remaining non-duplicate judgments are also reasonable given the diff previews and filenames." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only affirmative soft-edge pair, pull_request:46886 with pull_request:46922, is well supported by the shared YOLOS file, shared issue target 46869, and the fact that both changes address the same device-mismatch fix area. The rest of the pairwise rejections are reasonable and do not overclaim shared bugs." }, "evaluator_used": true, "retried": false, @@ -24667,7 +24644,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24686,7 +24663,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "b0cf9616cdbd5c625f897d789606de9124e140637ceffdba22c0d8142f7eadbf", + "prepared_review_unit_hash": "dc9078924f1b57888a1a55d406f5aef68480eccf613705ccaa7cbc00940bacaa", "component_budget": { "node_count": 3, "item_count": 3, @@ -24708,30 +24685,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are unrelated '[don't merge]' test changes: one tweaks setup/version/deps, one rewires CI/test-diff display workflows, and one changes the PR security-gate workflow trigger. They share superficial repo-bot/CI flavor but not the same underlying bug or change.", - "confidence": 0.92, + "summary": "These three open PRs are unrelated placeholder changes: one tweaks setup/versioning and a vit test, one rewrites several CI/testing workflow files, and one changes only the PR security-gate workflow trigger. They do not look like duplicates of the same underlying bug or change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the three changes target different code paths and workflows, so this cluster is not a true duplicate set.", + "canonical_pr_reason": "No single PR is a true canonical duplicate target here; the changes are in different code paths and subsystems, so there is no meaningful PR to collapse the others into.", "best_issue_reason": null, - "best_pr_reason": "43532 is the broadest representative of the cluster because it touches multiple workflow and test files, but it still is not a duplicate of the others.", + "best_pr_reason": "PR 46747 is the most focused standalone change because it touches a single workflow file, but it still does not subsume the other PRs or indicate the same underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: setup/version/dependency metadata versus PR security-gate workflow trigger; no shared concrete bug or code path." + "reason": "Different changes: setup/dependency/version and a vit test versus a PR security-gate workflow trigger change. Shared repo context is incidental, not the same bug or fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Both are repo-test style PRs, but one changes packaging/versioning while the other changes CI/test-diff workflows and test utilities; not the same fix." + "reason": "One is a packaging/version/dependency tweak with a vit test; the other rewrites CI/comment workflows plus testing utilities and notification code. These are unrelated code paths." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both affect CI, but they modify different workflows for different behaviors (comment-driven diff display vs security-gate trigger); not mergeable as one PR." + "reason": "Both touch workflows, but they modify different CI behavior in different files and scopes; this is not the same concrete change and would not be merged as one PR." } ] }, @@ -24745,7 +24722,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24761,7 +24738,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "5855b22addba7335e4d2935b921abcc5db140333e7a14ea9304813088c1f02fd", + "prepared_review_unit_hash": "e32d1adef9e837cd0f7c81cad2e3a519e205866ccd0284a82bd03e7fe6a1ba24", "component_budget": { "node_count": 2, "item_count": 2, @@ -24783,18 +24760,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related thematically but implement different pipeline additions for different segmentation tasks and model stacks, so they should not be treated as duplicates.", - "confidence": 0.96, + "summary": "These are closely related feature-add PRs in the same multimodal/pipeline area, but they implement different additions: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share infrastructure and docs patterns, yet target different pipelines, models, and tests, so they should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate feature PRs for different pipelines rather than two versions of the same change.", + "canonical_pr_reason": "PR 43613 is the broader/more representative segmentation addition, with more model coverage and a larger surface area, but it is still a distinct feature from 43612 rather than a duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger representative of the cluster because it adds a broader promptable visual segmentation pipeline with more model/test coverage and a more extensive integration surface.", + "best_pr_reason": "PR 43613 is the best single representative of the cluster because it spans the wider segmentation stack and more supporting files, while PR 43612 is a separate concept-segmentation feature.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete features: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share documentation/scaffold files, but they target different pipelines, models, and tests and would not plausibly be merged into a single PR as duplicate work." + "reason": "Different concrete features: concept segmentation vs visual segmentation. They share docs/pipeline plumbing, but the code paths, model integrations, and tests are for different tasks, so they are not the same underlying change." } ] }, @@ -24808,7 +24785,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24824,7 +24801,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "6b7ca88d2cfc6603053d270199ee5e78b726567451dfb52e81bbb5e27968be32", + "prepared_review_unit_hash": "418fd89fc879c69f3015b7be6b711a733460b49106ec229cc5765416562ca57d", "component_budget": { "node_count": 2, "item_count": 2, @@ -24846,18 +24823,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `trainer.py` add separate extension points for custom trainers: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering. They are related to trainer extensibility but not the same bug or change.", - "confidence": 0.97, + "summary": "The two PRs both edit `src/transformers/trainer.py`, but they fix different Trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column inspection for column filtering. They are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate changes with different goals and code paths in `Trainer`.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the more concrete trainer behavior change, but neither PR is a duplicate of the other; they should remain separate.", + "best_pr_reason": "If a single representative is needed, PR 43651 is the more concrete bug-fix style change, but it does not subsume PR 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch `trainer.py` and custom-trainer extensibility, but they address different code paths: gradient-accumulation loss scaling vs. input column filtering. They could not plausibly be merged as one fix for the same underlying change." + "reason": "Same file, but unrelated functionality: gradient-accumulation loss scaling vs. signature-column override. They would not plausibly be merged as one PR." } ] }, @@ -24871,7 +24848,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24887,12 +24864,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "456a085434d78f0e4baf19289dce9a0e1710b783552812935e0c8af2586a9d80", + "prepared_review_unit_hash": "05999022dbf71f5b5cdc8f650c4beb0bf1adcd28c89e843a9dc2e5398150bdb7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24900,7 +24877,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24909,27 +24886,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs touch the same file and both deal with typing/runtime annotation issues, but the packet does not show them fixing the same concrete bug. PR 43842 clearly addresses a `TypeAdapter` NameError; PR 43656 appears to be a broader `from __future__ import annotations`/typing cleanup in `serve.py` and is not clearly the same failure mode.", - "confidence": 0.89, + "summary": "These are related CLI/type-annotation fixes in the same file, but they address different concrete failure modes and should not be merged as duplicates.", + "confidence": 0.76, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the clearest canonical PR because it directly fixes the documented `TypeAdapter` NameError with a targeted `TYPE_CHECKING` import and quoted annotation.", + "canonical_pr_reason": "PR 43842 is the clearer representative: it directly fixes the `TypeAdapter` NameError when `pydantic` is not installed, with a minimal, explicit TYPE_CHECKING-only import and string annotation.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best standalone representative of the underlying bug: it directly resolves the specific `TypeAdapter` runtime failure, whereas PR 43656 is broader and less explicitly tied to that exact issue.", + "best_pr_reason": "PR 43842 is the better standalone fix because it targets a specific runtime import/annotation failure path and has a narrowly scoped change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Do not cluster them as duplicates: the evidence only shows shared file and related typing cleanup, while 43842 specifically fixes a `TypeAdapter` NameError and 43656 mainly changes future-annotations and other annotation syntax." + "reason": "Both touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but PR 43656 appears to be a broader annotation/runtime cleanup, while PR 43842 specifically fixes the optional-`pydantic` NameError path. They are similar, not the same concrete change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The clustering is not sufficiently grounded in the packet. PR 43842 explicitly fixes a `TypeAdapter` NameError by importing `TypeAdapter` under `TYPE_CHECKING` and quoting its annotation when pydantic is absent. PR 43656\u2019s diff preview instead shows `from __future__ import annotations` plus broader annotation cleanups (`PreTrainedModel`, `ProcessorMixin`, etc.); the packet does not clearly show that it targets the same `TypeAdapter` failure. Because the evidence suggests two related but potentially distinct annotation/runtime issues in the same file, I would not treat them as the same bugfix or a clearly mergeable single PR cluster." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -24937,7 +24911,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25003,7 +24977,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -25095,7 +25069,6 @@ "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", @@ -25114,462 +25087,427 @@ "pull_request:43996|pull_request:44129", "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154", - "pull_request:44024|pull_request:44076" + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "606527971bb5f5e61786025b2ec7d3561708c5b5e9f15d790b81023fa6118c02", + "prepared_review_unit_hash": "51b565d7e1af4b74d1c0d414035c7946e03185be5e7fc04125cad9f16a1cbe64", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84507, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "soft_pair_count": 76, + "serialized_chars": 84107, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76937, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76929, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are separate model-by-model output-tracing refactors under the same umbrella issue (#43979), not true duplicates. The only clear duplicate clusters are GPT-Neo and the GPT-J/CodeGen set; the rest touch different model code paths and should stay separate.", - "confidence": 0.92, + "summary": "This cluster is mostly a set of parallel output-tracing refactors across unrelated model families, not duplicates. The only clear duplicate-like subgroup is the GPT-J/CodeGen series, plus a GPT-Neo follow-up pair.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifact is present here; among the PRs, #44722 is the best representative because it most clearly captures the GPT-J/CodeGen output-tracing refactor family and overlaps the strongest duplicate candidates.", + "canonical_pr_reason": "No issue artifact is present; among the PRs, 44722 is the best representative of the GPT-J/CodeGen duplicate subgroup because it is the most complete/latest concrete refactor in the same code path.", "best_issue_reason": null, - "best_pr_reason": "#44722 is the strongest standalone representative of the duplicate-prone GPT-J/CodeGen refactor set; it has the clearest overlap with the other GPT-J PRs and the broadest concrete change scope in this cluster.", + "best_pr_reason": "44722 is the strongest single PR candidate: it targets the same GPT-J/CodeGen output-tracing refactor as the earlier GPT-J PRs, supersets them, and is the most likely to be the merged end state for that concrete code path.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same output-tracing theme, but different model code paths (CVT/FNet vs GPT-J); not the same underlying change." + "reason": "Different models and code paths (FNet/CVT vs GPT-J); only the tracking theme overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and implementations; they share the umbrella refactor idea only." + "reason": "Different model families and implementations; same broad refactor theme is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; they look like overlapping variants that could be merged." + "reason": "Both touch GPT-J output tracing in the same file and appear to be variants of the same concrete refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations (RegNet/ResNet-style vs EfficientNet); same issue tracker does not make them duplicates." + "reason": "ResNet vs EfficientNet; shared decorator-style refactor only, not the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths (EfficientNet vs GPT-J/CodeGen); related refactor theme only." + "reason": "EfficientNet is unrelated to the GPT-J/CodeGen code path in 44722." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Distinct model code paths; no concrete bug/change overlap beyond the shared output-tracing migration." + "reason": "Different model families and different affected code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations; same umbrella issue is too broad to merge." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are unrelated model paths; not the same change." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different code paths; only the general refactor pattern matches." + "reason": "GPT-J/CodeGen and MPT are different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file and same decorator-based output-tracing migration; these look like the same underlying refactor." + "reason": "Same GPT-Neo file and same output-tracing refactor; 44068 looks like a follow-up/revised version of 44018." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations; not a duplicate." + "reason": "GPT-J/CodeGen vs GPT-Neo; same theme but different concrete code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model families (GPT-Neo vs GPT-J/CodeGen); related migration, not the same concrete change." + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific changes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet refactor and GPT-J/CodeGen refactor are unrelated code paths." + "reason": "ResNet output tracing is unrelated to the GPT-J/CodeGen refactor in 44722." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations; not mergeable as one PR." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model paths." + "reason": "ResNet vs GPT-J; same initiative, different concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model code paths; same migration idea only." + "reason": "GPT-Neo and ResNet are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated implementations." + "reason": "ResNet and MPT are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different models; not duplicates." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; different concrete refactors." + "reason": "GPT-Neo vs Flaubert; same output-tracing pattern, not the same change." }, { "left": "pull_request:44068", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." - }, - { - "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated models." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; different concrete models." }, { "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model-specific changes." + }, + { + "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are unrelated model implementations." + "reason": "GPT-Neo vs GPT-J; not the same bug or code path." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated code paths." + "reason": "GPT-J and MGP-STR are unrelated." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model implementations." + "reason": "ViLT vs Flaubert/XLM; unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated concrete changes." + "reason": "GPT-2 and MGP-STR are different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different code paths; same umbrella issue only." + "reason": "SegFormer and LongT5 are unrelated model families." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert are unrelated model implementations." + "reason": "SegFormer vs VisualBERT; same refactor theme only." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated model paths." + "reason": "SegFormer is unrelated to the GPT-J/CodeGen refactor in 44722." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-Neo and MPT are different models." + "reason": "MPT vs ImageGPT; different concrete model changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and VisualBert are unrelated code paths." + "reason": "GPT-Neo and MPT are unrelated model-specific refactors." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and MPT are different model implementations." + "reason": "VisualBERT and LongT5 are unrelated." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and ImageGPT are different model code paths." + "reason": "VisualBERT vs Flaubert/XLM; not the same code path." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are unrelated concrete changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT-2 are different model implementations." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated model code paths." + "reason": "GPT-2 and MPT are different models and changes." }, { "left": "pull_request:44059", "right": "pull_request:44066", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different refactors in different model families." + "reason": "GPT-2 vs GPT-J/CodeGen; similar pattern, but not the same refactor." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated model implementations." + "reason": "Flaubert/XLM and LongT5 are unrelated implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different model code paths." + "reason": "FNet/CVT vs SegFormer; only the shared tracing theme overlaps." }, { - "left": "pull_request:43997", + "left": "pull_request:43996", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated implementations." + "reason": "FNet/CVT and MPNet are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "RegNet and TextNet are different model families." + "reason": "MPT and ImageGPT are unrelated code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are different model implementations." + "reason": "TextNet vs Flaubert/XLM; not the same underlying bug/change." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated concrete changes." + "reason": "RegNet and SegFormer are unrelated model-specific refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and MGP-STR are different model code paths." + "reason": "RegNet vs LongT5; same broad tracking initiative only." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated model implementations." + "reason": "TextNet and LongT5 are different code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBert and LongT5 are different concrete refactors." + "reason": "SqueezeBERT vs MPT; unrelated implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBert and Flaubert/XLM are unrelated model code paths." + "reason": "SqueezeBERT and VisualBERT are different model-specific changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and MPT are different model implementations." + "reason": "SqueezeBERT is unrelated to the GPT-J/CodeGen refactor in 44722." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate model families." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated code paths." + "reason": "MPT vs MGP-STR; same style of refactor, different code path." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44073", + "right": "pull_request:44154", "accept": false, - "reason": "RegNet and Segformer are different model implementations." + "reason": "VisualBERT vs VITS; unrelated model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and MPNet are unrelated concrete changes." + "reason": "GPT-2 and GPT-J/CodeGen are separate concrete refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "SqueezeBert and MPT are different model code paths." + "reason": "GPT-Neo vs GPT-2; not the same underlying change." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." + "reason": "MPNet and LongT5 are unrelated model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and VisualBert are different concrete changes." + "reason": "RegNet and GPT-Neo are unrelated." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and TextNet are unrelated model families." + "reason": "RegNet vs LongT5; only the generic tracing pattern matches." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model code paths." + "reason": "TextNet and LongT5 are different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated implementations." + "reason": "SqueezeBERT and DeBERTaV2 are unrelated model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different model code paths." + "reason": "DeBERTaV2 vs TextNet; different underlying changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same files; they are duplicative variants of the same change." + "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 appears to be the broader successor." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file path, and could be merged into one PR." + "reason": "Both target GPT-J output tracing in the same file and are close variants of the same concrete change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." + "reason": "GPT-J vs SpeechT5; shared issue target does not imply duplicate change." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model implementations." + "reason": "FNet/CVT vs ResNet; unrelated code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "reason": "FNet/CVT and SpeechT5 are unrelated model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model families." + "reason": "DeBERTaV2 vs SpeechT5; not the same bug or change." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViTS are unrelated concrete changes." + "reason": "DeBERTaV2 and VITS are different code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model implementations; same refactor theme only." + "reason": "FocalNet vs ImageGPT; same standardized-output theme only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT and TextNet are unrelated model-specific refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats most PRs as separate model-specific output-tracing refactors under the shared umbrella issue #43979, and it only marks the two strongest overlapping clusters as duplicates/mergeable. The accepted soft-edge pairs are conservative and supported by shared file paths and near-identical refactor scope, while the rejected pairs stay appropriately cautious about different model families and code paths." + "feedback": "The summary is well grounded in the packet: it correctly treats most PRs as parallel, model-specific output-tracing refactors and limits duplicate-like grouping to the GPT-J/CodeGen and GPT-Neo sequences. The accepted PR pairs look mergeable as single bugfix PRs, and the rejected pairs are conservatively separated by concrete code path/model family rather than just shared refactor theme." }, "evaluator_used": true, "retried": false, @@ -25580,7 +25518,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 29, + "component_count": 30, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -25598,70 +25536,63 @@ "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": "e4cdb0e0adce2c586fb119985af39b5bb8b30d68683b2ddd6f4f4b6895efabe3", + "prepared_review_unit_hash": "127f77fa779699cccd7123c198eb1809d7d3e1c0fdb3fb6ca6637217f46b7a35", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84507, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "soft_pair_count": 76, + "serialized_chars": 84107, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 }, "budget": { "node_count": 6, "item_count": 6, - "soft_pair_count": 5, - "serialized_chars": 13070, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "soft_pair_count": 4, + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are model-specific refactors to standardize output tracing across different architectures, not duplicate fixes of the same underlying bug or change. The common theme is broad, but each PR touches a different code path and would not plausibly be merged as one change set.", - "confidence": 0.92, + "summary": "These are model-specific PRs all migrating output tracing to the newer capture_outputs/can_return_tuple pattern, but each targets a different architecture and code path. They look related by refactor theme, not like duplicate fixes for the same underlying bug/change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the best anchored representative: it has an explicit issue target and a concrete, self-contained SpeechT5 output-tracing refactor. The others are similar pattern-matching refactors but for different models.", + "canonical_pr_reason": "PR 44129 is the clearest representative because it has an explicit issue target and a concrete, model-local output-tracing refactor, making it the best anchor for this cluster theme.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest representative because it is issue-linked and clearly scoped, while the other PRs are separate model-by-model standardization changes.", + "best_pr_reason": "PR 44129 is the strongest standalone PR in the set: it is explicitly tied to issue 43979 and shows a substantive, well-scoped migration in SpeechT5 rather than just a partial pattern conversion.", "soft_edge_verdicts": [ - { - "left": "pull_request:44073", - "right": "pull_request:44074", - "accept": false, - "reason": "Same general refactor theme, but VisualBert and TextNet are different model implementations with distinct forward paths; these are not the same concrete change." - }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize output tracing, but they affect different models (MPNet vs VisualBert) and different internal modules; too broad to treat as one duplicate fix." + "reason": "Both are the same general output-tracing refactor pattern, but they apply to different models (MPNet vs VisualBert) and different internal layers; they are separate PRs, not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are separate code paths; the similarity is only the shared refactor pattern, not the same underlying bug or patch." + "reason": "These are parallel migrations in different model implementations (MPNet vs TextNet). Similar decorator refactor, but not the same bug or code-path and not safely mergeable into one PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model-specific implementations; these PRs share a refactor motif but not a single concrete change." + "reason": "RegNet and SqueezeBert are unrelated model code paths. The similarity is only the standardized output-tracing refactor theme, so this is not a duplicate change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch output-tracing plumbing, but SqueezeBert and SpeechT5 are different architectures and the PRs are not mergeable as one fix." + "reason": "SqueezeBert and SpeechT5 are different models with different forward paths and outputs. They share refactor intent, but not the same underlying fix." } ] }, @@ -25675,7 +25606,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25741,274 +25672,262 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "053954f311e9923237b2382c765833c96093997cfb830853345907e545552079", + "prepared_review_unit_hash": "4b7212a8229229306afe29cd09129e8b25b19965e9ca784bd7ab2b5250b3a8e6", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40189, - "estimated_input_tokens": 10048, - "estimated_eval_tokens": 20352 + "serialized_chars": 40182, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40189, - "estimated_input_tokens": 10048, - "estimated_eval_tokens": 20352 + "serialized_chars": 40182, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are highly similar-looking but model-specific refactors for output tracing/can_return_tuple support. They share a theme, but each PR targets a different architecture and code path, so there are no true duplicates to merge.", - "confidence": 0.93, + "summary": "These are thematically similar refactors around output tracing, but they touch different model families and forward paths, so they are not duplicates of the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative in the set: it spans two related model files and introduces the tracing plumbing more completely than the single-file refactors.", + "canonical_pr_reason": "No single canonical PR: the cluster spans unrelated models, and the overlap is only the generic output-tracing refactor pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best overall representative of the cluster\u2019s theme because it is the most substantial model-specific output-tracing refactor and includes the shared utility integration.", + "best_pr_reason": "44025 is the best representative of the theme because it is a substantive two-file refactor within a closely related model family, but it still does not subsume the rest of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor pattern, but timm_backbone and upernet are different model paths with different implementations." + "reason": "timm_backbone vs upernet: same refactor theme, but different model code paths and not one mergeable bug fix." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both refactor output handling, but they touch unrelated model code paths (timm_backbone vs vision_text_dual_encoder)." + "reason": "timm_backbone vs vision_text_dual_encoder: both use can_return_tuple, but they affect unrelated architectures." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Similar tracing cleanup, but these are different models and not the same concrete change." + "reason": "timm_backbone vs univnet: different models and output surfaces; only the tracing pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are tracing refactors, but one is timm_backbone and the other is Mamba/FalconMamba plumbing; not the same bug or change." + "reason": "timm_backbone vs mamba/falcon_mamba: different code paths and model families, so not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward paths; only the refactor style is shared." + "reason": "timm_backbone vs rwkv: unrelated model implementations despite similar output-capturing refactor wording." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated code paths, so this is only superficial similarity." + "reason": "mobilenet_v1 vs univnet: both refactor return handling, but they are separate models with separate behavior." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models and are not mergeable as one fix." + "reason": "mobilenet_v1 vs upernet: shared tracing theme only; different forward signatures and tasks." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and files; same broad tracing theme is not enough for duplication." + "reason": "mobilenet_v1 vs depth_anything: different model families and files; not the same underlying bug." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated model implementations." + "reason": "mobilenet_v1 vs vision_encoder_decoder: unrelated composite model refactors, not mergeable into one PR." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same refactor motif, but the underlying code paths are different model classes." + "reason": "mobilenet_v1 vs speech_encoder_decoder: same generic refactor pattern, but distinct code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-Text dual encoder vs UnivNet are distinct model changes, not one shared bug." + "reason": "vision_text_dual_encoder vs univnet: different architectures and output contracts, so not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "They both modernize forward signatures, but for different models and different outputs." + "reason": "vision_text_dual_encoder vs upernet: same decorator-style change, but different model behavior and files." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and model families; no single concrete fix spans both." + "reason": "vision_text_dual_encoder vs mamba/falcon_mamba: unrelated model families and code paths." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Unrelated model paths; the similarity is only at the refactor pattern level." + "reason": "vision_text_dual_encoder vs depth_anything: both are output-tracing refactors, but not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated changes despite similar output-tracing cleanup." + "reason": "univnet vs upernet: different task domains and forward implementations." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different forward implementations." + "reason": "univnet vs mamba/falcon_mamba: no shared code path, only a similar refactor motif." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Same theme, but depth-anything and UnivNet are separate model-specific refactors." + "reason": "univnet vs depth_anything: different models and output shapes; not one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "univnet vs codegen: unrelated model types and return semantics." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated code paths; not the same underlying change." + "reason": "upernet vs rwkv: different model families and implementation details." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different models and different output-capturing plumbing; no shared concrete bug." + "reason": "upernet vs mamba/falcon_mamba: same broad refactor style, but separate forward paths." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba refactor vs SuperPoint refactor: same broad goal, different implementations." + "reason": "mamba/falcon_mamba vs superpoint: unrelated architectures and code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba tracing changes and CodeGen cache/output changes are different concrete code-path fixes." + "reason": "mamba vs codegen: different subsystems and concrete changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated model internals; only the refactor style matches." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet audio generation code is not the same change as CodeGen cache/output refactoring." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "UperNet segmentation and CodeGen are different code paths with different semantics." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder vs CodeGen: similar utility cleanup, but not the same bug/change." + "reason": "timm_backbone vs codegen: both mention output tracing, but they touch different models and APIs." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are unrelated model implementations." + "reason": "DepthAnything vs VisionEncoderDecoder: different model families and forward APIs, so not a duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; no shared concrete fix." + "reason": "DepthAnything vs SpeechEncoderDecoder: same refactor theme only; separate composite models." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are distinct code paths, so this is not a duplicate." + "reason": "DepthAnything vs SuperPoint: unrelated vision models with different output-tracing logic." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different tasks and model code; only the output-tracing refactor pattern is shared." + "reason": "DepthAnything vs RWKV: different code paths and tasks; cannot be merged as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are separate model-specific refactors." + "reason": "DepthAnything vs DPR: unrelated model architectures and return handling." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated implementations." + "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder: parallel refactors in separate models, not the same underlying change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different code paths, not one fix." + "reason": "VisionEncoderDecoder vs SuperPoint: distinct model implementations and output contracts." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Unrelated models and forward behavior; similarity is only thematic." + "reason": "VisionEncoderDecoder vs RWKV: different architectures and code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are distinct model changes." + "reason": "VisionEncoderDecoder vs DPR: unrelated models; only the refactor pattern overlaps." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint do not share the same underlying bug or patch." + "reason": "SpeechEncoderDecoder vs SuperPoint: different model families and change scopes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and different output handling details." + "reason": "SpeechEncoderDecoder vs RWKV: unrelated implementations and return behavior." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are separate model-specific refactors." + "reason": "SpeechEncoderDecoder vs DPR: same generic output-tracing motif, but not the same fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated code paths." + "reason": "SuperPoint vs RWKV: different tasks and code paths; no shared concrete bug." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; the same refactor label is not enough to merge them." + "reason": "SuperPoint vs DPR: unrelated models and output-handling changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different implementations with different output semantics." + "reason": "RWKV vs DPR: different model families and forward logic, so not mergeable into one PR." } ] }, @@ -26022,7 +25941,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26038,12 +25957,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "55f83ea6c3704760cdf75b01df7e7b413b2c317fe0f23f5d6a0ab030fe361460", + "prepared_review_unit_hash": "a082dc3ac37c9a9f29e1fbcdc4facac1a8ed23aa6e08d6b35d7a0ee2d1f5602d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -26051,7 +25970,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -26060,18 +25979,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-implementation PRs that only overlap on common Transformers scaffolding (docs, auto registries, model package wiring). They do not appear to fix the same code-path problem, so the soft edge should be rejected.", - "confidence": 0.98, + "summary": "These are two unrelated model-addition PRs that happen to touch shared Transformers registration/docs files. They do not appear to fix the same underlying bug or implement the same change, so the soft duplicate edge should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #44662 is the stronger representative: it is a broader, more complete PenguinVL implementation with substantial review activity, while #45401 is a draft PR for a different model family and a narrower TTS-specific integration.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the stronger standalone anchor because it has an explicit issue target and a tighter, model-specific scope, but it is not a duplicate of PR 44662.", + "best_pr_reason": "PR #44662 is the better global PR candidate because it looks like the more established, fully-scoped model implementation. PR #45401 is tied to a specific Voxtral TTS issue and is still draft, so it is less representative of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions: PenguinVL vs Voxtral TTS. Shared auto-registration/docs files are boilerplate and do not indicate the same underlying bug or change." + "reason": "Different models and different codepaths: PenguinVL vs Voxtral TTS. The overlap is limited to shared auto-registration/docs infrastructure, which is not enough to treat them as the same change." } ] }, @@ -26085,7 +26004,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26101,12 +26020,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "6490103c3ad3a67e85f628605eeab1ffa608c2fcc27b0efa0e13b689077fee04", + "prepared_review_unit_hash": "1b9ba81c729a9c57eda6d7062785189ac4f7794060719a675bbdc2d504c3ca12", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26114,7 +26033,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26123,18 +26042,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about fusion, but they address different problems: one introduces a generic module-fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig. They are related in theme but not the same underlying change.", - "confidence": 0.92, + "summary": "These PRs are thematically related to fusion, but they target different layers and changes: one adds a generic module-fusion API, the other wires n-to-1 kernel fusion into model loading via KernelConfig. They should not be treated as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: these are distinct features rather than two versions of the same fix; the kernel-fusion PR is the more concrete, user-facing implementation in this pair.", + "canonical_pr_reason": "No single canonical PR for a duplicate set: 44979 is foundational API work, while 45363 is a separate KernelConfig integration feature.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the better cluster representative because it implements a specific end-to-end fusion workflow via KernelConfig and touches the integration path where the feature is actually used.", + "best_pr_reason": "45363 is the better representative of the cluster\u2019s practical feature work because it implements the end-to-end KernelConfig fusion flow and user-facing integration.", "soft_edge_verdicts": [ { - "left": "pull_request:44979", - "right": "pull_request:45363", + "left": "Module Fusion API", + "right": "n-to-1 kernel fusion via `KernelConfig`", "accept": false, - "reason": "Different code paths and scopes: 44979 adds a general Module Fusion API, while 45363 implements kernel fusion through KernelConfig and integrations. Related theme, but not the same change and not mergeable as one PR." + "reason": "Related theme, but not the same underlying change: 44979 introduces a generic fusion API, while 45363 implements a specific KernelConfig-based kernel fusion integration path." } ] }, @@ -26148,7 +26067,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26164,7 +26083,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "47d5470ce0b3a405056759aa61e1b30c8ac9fa0dcc7d851c625af2f28974c274", + "prepared_review_unit_hash": "b2feb9f729775b2834e4b93e650953b720155829d1afe9593289bfcb9b2f9944", "component_budget": { "node_count": 2, "item_count": 2, @@ -26186,18 +26105,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` for Mistral tokenizers by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds test coverage but targets the same code-path bug.", + "summary": "Both PRs patch the same Mistral regex pre-tokenizer AttributeError in the same file and target the same issue; 45317 is the more complete version because it adds tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the stronger representative because it makes the same fix as #45086 and also adds a test file, making it the more complete implementation of the shared bugfix.", + "canonical_pr_reason": "PR 45317 is the best canonical PR: it fixes the same concrete code path as 45086 and also includes test coverage, making it the more complete representative change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best single PR to track this cluster since it contains the same core patch plus validation coverage, whereas #45086 is just the minimal fix.", + "best_pr_reason": "PR 45317 is the strongest PR in the cluster because it addresses the same bug with additional tests and clearer validation of the fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug and same code change in `src/transformers/tokenization_utils_tokenizers.py`; the second PR is essentially the same fix with added tests, so these are duplicate/overlapping PRs." + "reason": "Same underlying bug fix in _patch_mistral_regex: both change the same tokenizer pre_tokenizer access to resolve the AttributeError, and 45317 is just the fuller tested version." } ] }, @@ -26211,7 +26130,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26227,7 +26146,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "738b4acad02497ba7ac0f02cd0b6e3573215b1d920965e9b4fe7aca3afd26ec8", + "prepared_review_unit_hash": "287aa62e682fb1653a95a6ca5792e7b48e90021c4b060e382d364b3c4916265c", "component_budget": { "node_count": 2, "item_count": 2, @@ -26249,18 +26168,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH refactors, but they address different changes: one is conversion-mapping support for checkpoint key renaming, the other is a broader model-family split into NemotronH Dense/Sparse with docs and tests. They should not be treated as duplicates.", - "confidence": 0.91, + "summary": "These PRs are related NemotronH work, but they are not duplicates: one is a refactor toward GraniteMoeHybrid-compatible conversion/inheritance, the other splits NemotronH into dense/sparse model families with docs and registry updates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better representative because it is the broader, more complete model-architecture change with API/docs/test updates, whereas PR 45115 is only a focused conversion-mapping addition.", + "canonical_pr_reason": "45569 is the better representative PR because it covers the larger end-state reorganization of NemotronH into dedicated dense/sparse variants; 45115 is a narrower compatibility/refactor pass.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best standalone PR for this cluster since it covers the main user-facing refactor and likely subsumes the downstream model definitions and documentation work; PR 45115 is a narrower internal conversion helper change.", + "best_pr_reason": "45569 is the strongest standalone PR in the cluster: it introduces the concrete new model split, updates auto-mapping/docs, and looks like the more complete architectural change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different concrete changes: 45115 adds checkpoint conversion renames, while 45569 introduces NemotronH Dense/Sparse model restructuring plus docs/tests. They are related but not the same fix and would not plausibly be merged into one PR." + "reason": "Related but not the same change: 45115 focuses on GraniteMoeHybrid-style inheritance and checkpoint conversion mappings for NemotronH, while 45569 restructures NemotronH into dense/sparse model packages and updates docs/registry wiring. They touch overlapping files, but the underlying bug/change is different." } ] }, @@ -26274,7 +26193,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26290,7 +26209,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "8b5a13ab8650fcdd943b16ce6568ef986789104ce951c922eba303d2a2097519", + "prepared_review_unit_hash": "03c060b43e7087ed71d8a6202627dec234234ae88a2a37b62ae4f8d54e591a82", "component_budget": { "node_count": 2, "item_count": 2, @@ -26312,18 +26231,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both typing-related, but they are not the same change: one is a broad type-checking sweep across many transformer modules, while the other adds a few typing protocols/aliases to support specific `modeling_utils`/PEFT-related code paths.", - "confidence": 0.92, + "summary": "Two typing-related PRs overlap on shared utilities, but they are not the same change: one is a broad repository-wide type-checking sweep, the other is a narrower typing-annotation/refactor patch around modeling utilities and PEFT-related protocols.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more concrete and cohesive typing change, centered on adding shared typing aliases/protocols to unblock specific code paths.", + "canonical_pr_reason": "PR 45415 is the broader, more cluster-defining change: it introduces type checking across many `src/transformers/*.py` files and adjusts type-checking config. PR 45425 is a narrower typing refactor in a smaller set of files.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better representative because it is narrower and more self-contained, whereas PR 45415 is a broad repository-wide type-checking pass.", + "best_pr_reason": "PR 45415 is the best representative of the cluster because it has the wider scope and clearer central goal of enabling type checking across the codebase.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: 45415 is a wide type-checking cleanup across many files, while 45425 adds targeted typing helpers/protocols for `modeling_utils` and related integrations. They overlap in a few files but do not fix the same underlying bug/change and would not naturally be one PR." + "reason": "Shared typing-related files are not enough to make these duplicates. 45415 is a broad type-checking sweep, while 45425 adds specific typing protocols and annotations for modeling/PEFT utilities; they are adjacent but not the same concrete change." } ] }, @@ -26337,7 +26256,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26353,7 +26272,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "15b11dca784d4843b84b06f2ad374d1f0c80f8acf30f0c763b2499d0fdb2ba16", + "prepared_review_unit_hash": "063a80a6ce5b19a77fd41a78618672c7cba1989c65af3426447b1374e76c99a5", "component_budget": { "node_count": 2, "item_count": 2, @@ -26375,18 +26294,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs both involve expert parallelism loading, but they fix different bugs: 45548 is about preserving distributed_config / exposing has_ep for accelerate+ZeRO-3 loading, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2. Shared subsystem, different failure mode and code path.", - "confidence": 0.96, + "summary": "Both PRs are expert-parallel loading fixes, but they target different failure modes: 45548 fixes config serialization and EP detection for accelerate/ZeRO-3 loading, while 45662 fixes post-shard handling so FSDP2/rank-0 broadcast does not overwrite experts. Not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the changes overlap in subsystem and file touch, but they fix different concrete bugs on different loading paths.", "best_issue_reason": null, - "best_pr_reason": "45662 is the more concrete standalone fix, with a specific overwrite bug and targeted sharding/loading changes.", + "best_pr_reason": "45548 is the narrower, more self-contained EP loading fix for accelerate/ZeRO-3; 45662 is a separate FSDP2 overwrite bug, so it should not be treated as the same representative change.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Not the same underlying bug: 45548 handles distributed_config serialization and EP detection for loading, whereas 45662 addresses expert tensors being clobbered during FSDP2 rank-0 broadcast." + "reason": "Both are EP-related, but 45548 addresses config serialization/has_ep for accelerate launch + ZeRO-3, while 45662 addresses post-shard wrapping to prevent rank-0 broadcast from overwriting experts under FSDP2. Different concrete bugs and code paths." } ] }, @@ -26400,7 +26319,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26416,40 +26335,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "12efcd9bf89ced2a15e86d462c37f7d5981776c53fb23a59e663876b1878eb87", + "prepared_review_unit_hash": "e9f008ee4934ef7be6549bad39ed71448bed37f7b5c8c37126ab8e498c5e0b15", "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 underlying xdist bug around `captured_info` debug artifacts, but `45645` is the more complete fix because it updates both the file creation path and the CI log aggregation step. `45639` fixes only the writer side, so it looks like an earlier/smaller variant of the same change.", - "confidence": 0.94, + "summary": "Both PRs target the same xdist-related captured_info collision problem in transformers testing utilities; PR 45645 appears to be the broader, more complete fix because it also updates CI log collection for multiple worker files.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical PR because it fixes the xdist collision at the source and also updates the workflow that consumes `captured_info` so debug logs are preserved correctly across multiple worker files.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file change plus the CI workflow update to collect all captured_info*.txt artifacts, making it the more complete fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the cluster: same concrete bug, same affected files, and it contains the broader end-to-end fix rather than only the writer-side change.", + "best_pr_reason": "PR 45645 best represents the cluster since it covers the same underlying bug as 45639 and additionally preserves debug logs in CI, so it is the most complete solution.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs target the same xdist `captured_info` collision problem and would plausibly be merged into one change; `45645` simply adds the CI-side handling needed for the same fix." + "reason": "Same underlying captured_info xdist collision fix in the same testing utility path; 45645 is a superset that also adjusts workflow log aggregation, so these are close enough to treat as duplicates/superseding fixes." } ] }, @@ -26463,7 +26382,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26529,7 +26448,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26545,7 +26464,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "d66e3930533a0b348162b200d94458a5776c86f622fefac714769da2270c309c", + "prepared_review_unit_hash": "51cdc15abb2fcb64ec483e94ad869b53a92a3c6e3d29ed03fa29776b8e61a76f", "component_budget": { "node_count": 2, "item_count": 2, @@ -26567,18 +26486,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests in the distributed/MoE area, but they are not the same underlying change. PR 46126 is a focused EP + Trainer integration feature, while PR 46269 is a broad distributed branch base touching many subsystems and files.", - "confidence": 0.96, + "summary": "Two open PRs in the distributed stack, but they are not the same change: #46126 is a narrow EP + Trainer integration, while #46269 is a broad distributed-branch base touching many unrelated distributed/FSDP/integration files. Shared filenames alone are not enough to treat them as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more canonical representative because it is a narrowly scoped, concrete feature PR with a clear code-path target, whereas PR 46269 is a broad base/integration branch and not a single change.", + "canonical_pr_reason": "#46269 is the broader umbrella change and the better representative of the cluster; #46126 is a specific EP/trainer feature layered on top of distributed utilities, not the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best fit for triage since it describes a specific, actionable change; PR 46269 is too broad and mixes many unrelated distributed updates to serve as a clean canonical artifact.", + "best_pr_reason": "#46269 is the best single PR to represent this cluster because it covers the wider distributed infrastructure work, whereas #46126 is a narrower feature PR with a different objective and code path.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough here. 46126 is a specific EP/router-parallel integration change, while 46269 is a large distributed branch base with many unrelated edits; they do not look like the same concrete bug or mergeable PR." + "reason": "Different underlying changes: #46126 focuses on expert-parallel routing and trainer integration; #46269 is a broad distributed branch base spanning FSDP, CI, integrations, and model plumbing. They overlap in subsystem and filenames but do not look mergeable as one PR." } ] }, @@ -26592,7 +26511,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26646,220 +26565,208 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "06931025f20fcac3f664494594bb016f5adb97f0149dff35597c621f5bd97d2e", + "prepared_review_unit_hash": "93eb0bd7322aa743c1fc27e60de258d07c855113ade615e732a64e99968689e4", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26665, - "estimated_input_tokens": 6667, - "estimated_eval_tokens": 13590 + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26665, - "estimated_input_tokens": 6667, - "estimated_eval_tokens": 13590 + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated workflow chore PRs. The only tight cluster is the pr-ci-security-gate edits, but those are separate hardening steps in the same file rather than true duplicates.", - "confidence": 0.95, + "summary": "This cluster is a heterogeneous set of small workflow PRs. The only strong textual overlap is the repeated pr-ci-security-gate.yml file, but those PRs change different security/permission behaviors, so they are not duplicates. No soft edge looks like the same underlying bug/change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive and central pr-ci-security-gate change; the later PRs are narrower follow-ups about permissions, reusable-workflow safety, and secret handling.", + "canonical_pr_reason": "No true canonical PR across the cluster; 46554 is the closest anchor because it makes the most concrete workflow-security logic change, but the rest are unrelated workflow tweaks rather than duplicates.", "best_issue_reason": null, - "best_pr_reason": "46554 is the best representative PR for the only meaningful cluster because it introduces the core security-gate behavior change, while the others are incremental tweaks.", + "best_pr_reason": "46554 is the best standalone representative because it is the most substantive and directly changes CI security-gate behavior; the other PRs are smaller, unrelated workflow edits.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different automation concerns; not the same underlying change." + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs adding security checks to pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow update vs. pr-ci-security-gate hardening; only similar at a broad workflow level." + "reason": "Same broad CI area only; one changes comment handling, the other changes PR CI gate permissions/approval logic." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow update vs. reusable-workflow security note; not the same bug/change." + "reason": "Unrelated changes: PR comment input handling vs a note/comment about the reusable security gate." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different behavior changes; not duplicates." + "reason": "Different code paths: self-comment CI command piping vs changing secrets inheritance in the PR security gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Self-comment CI message handling and build-ci-docker-images commit-message handling are separate workflow fixes." + "reason": "Both use shell piping, but they affect different workflows and different command inputs; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner changes are unrelated to benchmark_v2 schedule/dispatch behavior." + "reason": "SSH runner hardening is unrelated to benchmark dispatch enablement." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH runner hardening vs. anti-slop permissions split; different workflows and goals." + "reason": "Different workflow files and different concerns: SSH runner security vs anti-slop permissions placement." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner hardening vs. assign-reviewers checkout ref fix; unrelated changes." + "reason": "SSH runner changes are unrelated to reviewer assignment checkout ref selection." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different security concerns; not the same underlying change." + "reason": "Different workflows and problems: runner environment hardening vs PR CI security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner hardening vs. pr-ci-security-gate permissions/approval tweak; separate fixes." + "reason": "SSH runner secret handling is unrelated to PR CI gate permissions/approval behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Pinned download and env cleanup in ssh-runner are unrelated to a security-gate comment change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner hardening does not match the PR security gate's secrets inheritance change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permission change and benchmark dispatch enablement are unrelated workflow edits." + "reason": "Anti-slop permission scoping and benchmark_dispatch enablement are distinct workflow changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different issues; no shared concrete code-path problem." + "reason": "Different files and different fixes: anti-slop permissions vs checkout ref for reviewer assignment." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions and build-ci-docker-images commit-message parsing are distinct changes." + "reason": "Anti-slop permissions and build-ci message parsing are unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated functionality; not duplicates." + "reason": "Different workflows and different concerns; not the same bug/change." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref fix and benchmark trigger change are separate workflow updates." + "reason": "Reviewer assignment checkout target and benchmark trigger logic are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different behavior; not the same underlying bug/change." + "reason": "Different workflow files and different shell behavior; not a duplicate change." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers and pr-ci-security-gate address unrelated workflow problems." + "reason": "Checkout ref for assign-reviewers is unrelated to PR CI security-gate logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and build-ci-docker-images commit parsing are unrelated workflow changes." + "reason": "Benchmark dispatch eligibility and build-ci commit-message parsing are different changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark workflow trigger logic is unrelated to pr-ci-security-gate hardening." + "reason": "Benchmark workflow trigger change is unrelated to security-gate file scanning." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Commit-message parsing in build-ci-docker-images and pr-ci-security-gate security checks are different code paths." + "reason": "Both touch workflow scripts, but one fixes commit-message quoting while the other adds PR security checks; different underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different changes; no duplicate bug or change." + "reason": "Build-ci message parsing is unrelated to PR security-gate permission changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but 46554 adds security checks while 46558 adjusts permissions/approval flow; related but not the same concrete change." + "reason": "Same file, but different concrete fixes: one adds workflow-change checks, the other adjusts permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow area, but 46563 only annotates the reusable workflow call; it does not fix the same concrete problem as 46554." + "reason": "Security checks vs explanatory comment only; not the same code-path problem." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "46554 adds local security checks; 46716 only changes secrets passing to the reusable workflow, so they are distinct fixes." + "reason": "Different security-gate edits: added checks vs removing inherited secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Both touch pr-ci-security-gate.yml, but one changes permissions and the other adds a safety note; not the same underlying change." + "reason": "Permissions/approval logic changes are not the same as adding safety comments to the reusable workflow." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval gating and secrets handling are different security adjustments." + "reason": "Different fixes in the same file: permissions/approval gating vs secrets inheritance hardening." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Reusable-workflow note and secrets: {} change are different edits to the same file, not duplicates." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Build-ci-docker-images commit parsing and pr-ci-security-gate notes are unrelated workflow changes." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "SSH runner hardening is unrelated to pr-ci-security-gate reusable-workflow annotation." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow files and different behavior changes; not the same underlying issue." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "SSH runner hardening and pr-ci-security-gate secrets tightening are separate changes." + "reason": "A documentation note about safety is not the same underlying change as switching to empty secrets." } ] }, @@ -26873,7 +26780,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26889,12 +26796,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "4716c3a1d489d573d62691480121526eb7a37ca15961a9cd2c5cee3ea4f9e43e", + "prepared_review_unit_hash": "d0ae67ed2c63e216a266d5bb6ffd9e68528bfca4bb2144d80914bf6170046e2f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26902,7 +26809,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26911,18 +26818,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate tokenizer-related PRs: one fixes CodeLlama decode stripping, the other fixes DeepSeek-Coder/DeepSeek-LLM loading as the wrong tokenizer class. They do not look mergeable into one PR or duplicate manifestations of the same bug.", - "confidence": 0.94, + "summary": "These two pull requests address different tokenizer bugs in different code paths: CodeLlama decode stripping vs DeepSeek-Coder/LLM tokenizer-class resolution. They are not duplicates and should not be clustered together.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two changes address different code paths and different failure modes (CodeLlama decoding vs DeepSeek checkpoint class selection).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46574 is the cleaner standalone representative because it targets one concrete bug, shows the exact decode-path fix, and includes test coverage.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and fix locations: CodeLlama decoder behavior vs auto-tokenizer checkpoint classification for DeepSeek models." + "reason": "Different underlying problems and fixes: one changes CodeLlama decoder behavior, the other changes AutoTokenizer checkpoint-prefix routing for DeepSeek models." } ] }, @@ -26936,7 +26843,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26952,12 +26859,12 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "fd5312655c9216a32d52549937588c7e29a2f53489190d079e86fd05081e9caa", + "prepared_review_unit_hash": "4d30da2d12627de4b3bf56a39568952bb69aad4cb3051ade26ada6c641b5aff4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4580, + "serialized_chars": 4579, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -26965,7 +26872,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4580, + "serialized_chars": 4579, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -26974,18 +26881,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to FA2 long-context performance, but they appear to address different code paths: one is a tracing-vs-eager scalar handling bug in flash-attention kwargs, the other is a broader unpadding/perf regression fix with additional test and utility changes.", + "summary": "Both PRs target the same FlashAttention2 long-context performance regression tied to scalar/tensor sync behavior, with 47215 appearing to subsume the narrower 46696 fix.", "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47215 is the better representative of the broader FA2 perf regression work because it includes the main code-path change plus validation coverage; PR 46696 is a narrower, separate fix.", + "canonical_pr_reason": "47215 is the more complete and representative fix: it addresses the same FA2 long-context regression but broadens coverage beyond the single condition bug, adds related unpadding changes, and includes tests/benchmark updates.", "best_issue_reason": null, - "best_pr_reason": "PR 47215 is the strongest standalone fix in this cluster: it tackles the main long-context perf regression with supporting tests/benchmarks, whereas PR 46696 is a smaller, distinct regression fix.", + "best_pr_reason": "47215 is the best PR representative because it most fully captures the underlying regression and likely supersedes the narrower earlier patch in 46696.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", - "accept": false, - "reason": "Do not merge: both mention FA2 long-context performance, but they fix different underlying problems. 46696 changes tracing/eager behavior in _process_flash_attention_kwargs, while 47215 changes unpadding/max_seqlen handling and broader related files; they are not the same concrete bug and would not plausibly be one PR." + "accept": true, + "reason": "Both PRs fix the same underlying FA2 long-context decode/performance regression caused by unnecessary scalar syncs / tracing handling in the same utility path; 47215 looks like an expanded version of the same fix rather than a different change." } ] }, @@ -26999,7 +26906,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27015,40 +26922,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "902bb74a22da4ae46ebd718ecac0be8665650456597b97021f5f434cb31c1e3e", + "prepared_review_unit_hash": "ad55f27401161c61df700fdf6fd8bc3704d0e9121cc8ac669ae2250a6392ba91", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only by a broad masking theme, but they fix different bugs in different code paths: one is a linear-attention model-specific batch-size-1 padding-mask omission, the other is a recurrent-mask utility regression for continued/chunked forwards. They should not be deduplicated.", - "confidence": 0.95, + "summary": "These PRs are related thematically but do not look like the same bug fix: one addresses padding masks being skipped for batch size 1 in linear-attention model implementations, while the other fixes masking being skipped on continued/recurrent forwards in a shared masking utility.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the better canonical PR because it addresses the shared masking utility with an explicit issue target and a more general continued-forward fix, whereas PR 46773 is a separate model-family patch for a batch-size-1 edge case.", + "canonical_pr_reason": "No single canonical PR: the fixes target different code paths and different failure modes, despite both involving padding-mask handling.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the strongest representative of a concrete upstream bug fix: it has an explicit tracking issue, a focused masking-utils change, and tests aimed at the continued-forward regression.", + "best_pr_reason": "47087 is the better representative of the broader masking infrastructure fix because it centralizes the logic in masking_utils and includes explicit issue linkage and tests.", "soft_edge_verdicts": [ { - "left": "pull_request:46773 (Fix padding mask skipped for batch size 1 in linear-attention models)", - "right": "pull_request:47087 (Fix recurrent-layer padding mask being skipped on continued forwards (chunked prefill, cache continuation))", + "left": "pull_request:46773", + "right": "pull_request:47087", "accept": false, - "reason": "Different underlying defects and different execution paths: 46773 fixes padding-mask handling when batch size is 1 across several linear-attention model implementations, while 47087 fixes recurrent attention masking in continued/chunked forwards via masking_utils. Shared masking terminology is too broad to treat as the same change." + "reason": "Different underlying bugs: 46773 fixes a batch-size-1 condition in linear-attention model code, while 47087 fixes recurrent continued-forward masking in a shared utility. They are related but not mergeable as one PR." } ] }, @@ -27062,7 +26969,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27085,12 +26992,12 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "484ef184e130039b00852d98cb858e2b9a9d427dde57f34221199f0d14c18c51", + "prepared_review_unit_hash": "740b529849cb1652d6448bae38b045e22ce0ab5de76520d7545056ceeac63ea0", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11591, + "serialized_chars": 11590, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -27098,7 +27005,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11591, + "serialized_chars": 11590, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -27107,42 +27014,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are five separate pull requests touching different code paths: pipeline stop-sequence handling, multimodal input key normalization, Gemma4 audio placeholder validation, prompt lookup candidate length capping, and Qwen Omni batched postprocessing. There is only superficial overlap in multimodal/pipeline areas and one shared test file, but no pair appears to fix the same underlying bug or change.", - "confidence": 0.95, + "summary": "These PRs are not duplicates of one another; they cover separate fixes in different multimodal/generation code paths. The cluster is only loosely connected by broad pipeline/model-processing similarity.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate cluster here; if one PR must represent the set, 47074 is the broadest and most central pipeline-side fix, but it is not a duplicate of the others.", + "canonical_pr_reason": "PR 47074 is the broadest, most central fix in the cluster: it corrects AnyToAnyPipeline\u2019s multimodal input key normalization and includes direct test coverage, making it the best representative of the shared multimodal-pipeline theme.", "best_issue_reason": null, - "best_pr_reason": "47074 is the best single representative because it addresses a general pipeline input normalization issue with clear runtime impact and test coverage, while the others are narrower, model-specific, or unrelated generation logic fixes.", + "best_pr_reason": "PR 47074 is the best single PR to anchor this cluster because it addresses a concrete pipeline API bug with a general impact, whereas the others are narrower model-specific or generation-specific fixes.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Different bugs and code paths: one changes image-text-to-text stop_sequence handling, the other fixes Qwen Omni batched output decoding." + "reason": "Different bugs and code paths: 47032 changes stop_sequence handling in image-text-to-text pipeline generation, while 47197 fixes batched text postprocessing for Qwen Omni models." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both are multimodal pipeline-related, but they fix different problems in different components: input key normalization vs Gemma4 audio/text placeholder validation." + "reason": "Both are multimodal, but they fix unrelated issues: 47074 normalizes input keys in AnyToAnyPipeline, while 47076 validates Gemma4 audio placeholders and batch sizing in processor input layout." }, { "left": "pull_request:47074", "right": "pull_request:47197", "accept": false, - "reason": "Shared test context does not imply duplication; the PRs address distinct pipeline/model postprocessing behaviors." + "reason": "47074 is a pipeline input-key normalization change; 47197 is a model-specific batched decode/postprocessing fix. They do not target the same underlying defect." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated fixes: one normalizes AnyToAnyPipeline inputs, the other adjusts generation candidate length capping." + "reason": "47074 fixes multimodal input mapping in a pipeline, whereas 47195 adjusts candidate decoding length caps in generation. Different subsystems and failure modes." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "Distinct functionality and failure modes: prompt lookup decoding budget calculation versus batched postprocessing for Qwen Omni models." + "reason": "These address unrelated problems: prompt lookup candidate length capping versus Qwen Omni batched text postprocessing." } ] }, @@ -27156,7 +27063,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27182,92 +27089,152 @@ "pull_request:47124|pull_request:47150", "pull_request:47150|pull_request:47224" ], - "prepared_review_unit_hash": "105a8a7aad829fa766b6fe010209fe86e0afe4aacdd7d0a5983883d000dad1e2", + "prepared_review_unit_hash": "25a389dda9a54cb008cb1e119ded441ca5c2cd7eb2cbc23148f42d3c85de68da", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12426, - "estimated_input_tokens": 3107, - "estimated_eval_tokens": 6470 + "serialized_chars": 12423, + "estimated_input_tokens": 3106, + "estimated_eval_tokens": 6468 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12426, - "estimated_input_tokens": 3107, - "estimated_eval_tokens": 6470 + "serialized_chars": 12423, + "estimated_input_tokens": 3106, + "estimated_eval_tokens": 6468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated serge test-fix PRs across different models, plus one umbrella PR (47224) that subsumes some of the same concrete fixes for EdgeTam and Whisper.", - "confidence": 0.86, + "summary": "A cluster of unrelated auto-generated PRs for different model/test failures, plus one umbrella PR that bundles several independent fixes. The shared text similarity is mostly from the serge-generated title pattern, not the same underlying bug.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the broad umbrella fix: it includes multiple serge failure fixes across files, including the same EdgeTam and Whisper code-path fixes found in narrower PRs, so it best represents the cluster.", + "canonical_pr_reason": "PR #47224 is the broad umbrella fix and the most comprehensive change set in the cluster, covering multiple independent failures rather than a single narrow test tweak.", "best_issue_reason": null, - "best_pr_reason": "PR 47224 is the most comprehensive representative because it covers multiple related integration failures and already contains overlapping fixes for the same concrete bugs in EdgeTam and Whisper.", + "best_pr_reason": "PR #47224 is the best representative because it consolidates several fixes and is the most complete candidate in the group.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and different failure modes: EdgeTam runtime kwargs handling vs MiniMax-M3-VL load/offload test setup." + "reason": "Different models and different failure modes: edgetam backbone kwargs handling vs minimax_m3_vl load/offload test setup." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "Different concrete bugs: EdgeTam keyword-arg handling vs Falcon-Mamba expected output updates." + "reason": "Separate model bugs: edgetam input-kwarg cleanup vs falcon_mamba generation expectation updates." }, { "left": "pull_request:47122", "right": "pull_request:47150", "accept": false, - "reason": "Different code paths and models: EdgeTam backbone kwargs issue vs Whisper generation length logic." + "reason": "Different code paths and models: edgetam forward kwargs vs whisper generation max-length handling." }, { "left": "pull_request:47122", "right": "pull_request:47224", - "accept": true, - "reason": "47224 includes the same EdgeTam fix for dropping original_sizes before calling the backbone, so these overlap on the same underlying bug/change." + "accept": false, + "reason": "#47224 is an umbrella PR with multiple independent fixes; it is not the same single edgetam change as #47122." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Unrelated model-specific test changes for different failures." + "reason": "Unrelated test fixes for different models; no shared concrete bug or mergeable change." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "MiniMax-M3-VL loading/offload setup is unrelated to Whisper generation behavior." + "reason": "Minimax-M3-VL loading/offload test issue is unrelated to whisper generation behavior." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Different models and fixes: Falcon-Mamba output expectations vs Whisper generation max_length handling." + "reason": "Falcon Mamba output mismatch and Whisper length logic are different underlying problems." }, { "left": "pull_request:47150", "right": "pull_request:47224", - "accept": true, - "reason": "47224 contains the same Whisper max_length update fix, so these are overlapping changes for the same underlying bug." + "accept": false, + "reason": "Although #47224 touches whisper, it is a multi-fix umbrella PR; this is not the same single whisper change as #47150." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 47122/47123/47124/47150 are model-specific serge test-fix PRs, and 47224 does act as a broader umbrella PR that includes the EdgeTam and Whisper fixes. The accepted soft-edge pairs are supported by the diffs, and the rejected pairs stay conservative by treating different models/failure modes as unrelated." + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 30, + "review_unit_index": 1, + "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": "5a1716a7b29a954a91bed561593c683e7defbb58f2a0cb12ddee2d9d0fa4b93c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 }, - "evaluator_used": true, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated pull requests: one fixes gradient inflation with label smoothing during gradient accumulation, and the other adds/respects `min_tokens_to_keep` in `TopHLogitsWarper`. They touch different code paths and should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the better anchor because it targets an explicit issue (#46731) and makes a focused fix to a concrete training-loss bug. PR 47262 is a separate generation-side change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the strongest standalone representative: it has a clear problem statement, explicit issue linkage, and a narrow diff addressing one bug. PR 47262 is unrelated to it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "These PRs fix different problems in different subsystems: training loss scaling vs generation logits warping. They do not look like the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index c08b58b630bfd094015dab0deec39c7f43f53749..d2d096d49a674eb6695b8ac8062813fb8a5dda58 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260711t120022z", + "analysis_id": "hybrid-model-20260711t180021z", "archived_artifacts": { - "hybrid": "snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46376-3", + "canonical_pr_number": 47216, + "duplicate_pr_numbers": [ + 46376, + 47034 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46376-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "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-46693-3", + "canonical_pr_number": 47215, + "duplicate_pr_numbers": [ + 46696 + ], + "target_issue_number": 46693, + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46821-4", + "canonical_pr_number": 46834, + "duplicate_pr_numbers": [ + 47223, + 47229 + ], + "target_issue_number": 46821, + "reason": "PRs in cluster-46821-4 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target, 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-46894-6", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958, + 47090, + 47235 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47205-3", + "canonical_pr_number": 47218, + "duplicate_pr_numbers": [ + 47260 + ], + "target_issue_number": 47205, + "reason": "PRs in cluster-47205-3 are treated as duplicates because they converge on issue #47205 with closing_reference, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-6", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 12 inbound references.", + "score": 174.0 + }, + "best_pr": { + "cluster_id": "cluster-40546-13", + "pr_number": 43451, + "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 13 artifacts, links to 0 issues, and carries 480 review/discussion events.", + "score": 1203.678 + } +} diff --git a/snapshots/20260711T180021Z/analysis-runs/hybrid-model-20260711t180021z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260711T180021Z/analysis-runs/hybrid-model-20260711t180021z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..2db637c6b313e76db35173a61ab85b6adf9a1250 --- /dev/null +++ b/snapshots/20260711T180021Z/analysis-runs/hybrid-model-20260711t180021z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,27242 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260711T180021Z", + "generated_at": "2026-07-11T18:10:19Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + 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"issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "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" + ], + "prepared_review_unit_hash": "003f15c92c37a0402bc65db9978a8a8ea946e26de914d9cb0e6c93bc123576be", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46578, + 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The clearest accepted duplicate sets are the Bert/DeepSpeed ZeRO-3 index-0 failure, the Qwen3.5 MoE rotary-embedding/device-materialization bug, and the torch 2.4.1 compatibility reports.", + "confidence": 0.85, + "canonical_issue_reason": "issue:43638 is the clearest and broadest report of the Bert + DeepSpeed ZeRO-3 index-0 failure; issue:43596 is the narrower variant of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the strongest standalone canonical issue in the set: it states the concrete ZeRO-3/Bert failure clearly and subsumes the narrower sibling report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: missing config attribute vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both mention GPU backends, but one is AMD GPU model support and the other is an MPS histogram op error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different multimodal dtype mismatch vs AMD GPU execution failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to AMD GPU-specific model failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and code paths; 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not the same underlying bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to mask shape mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram op error and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/materialization bug; one report is the offload symptom, the other is the root-cause memory issue." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing shape recomputation and CustomTrainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS TP-only failure are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and failures." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and symptoms; not mergeable as one bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Both are Gemma/Qwen multimodal, but the problems are different: reverse embedding lookup vs video feature/token mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime errors and no shared concrete code path." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Both mention v5-era breakage, but the failures are unrelated: Gemma3 config attr vs Mistral regex patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility issue; one report names the exact transformers version too." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but device-map forward mismatch and expensive reverse embedding lookup are different bugs." + }, + { + "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": "Generic torch-version incompatibility and Qwen3 NVFP4 runtime failure are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP-only failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo tracing failure is unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and errors; no same underlying code path." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram error are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3 NVFP4 runtime and Qwen3.5 embedding unpacking are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3 and index errors, but the models and concrete failures differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Docs still referencing removed pipeline tasks vs removed run command are separate documentation fixes." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram op failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation and autocast dtype mismatch are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to GenerationMixin import breakage." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU issue and RAG docs issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call and mask shape mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are well supported by the titles and descriptions provided: 43596/43638, 45859/45902, and 45800/46515. The rejected soft links are mostly cautious and do not overstate duplication evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "737567c06985f6ead68aa54b461cd0e25805c9311833edcbac5b4faaeae73faf", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39736, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issues. The only clear duplicate subclusters are the v5 AutoTokenizer regression and a ZeRO-3 loader IndexError; everything else looks like distinct model-, platform-, or docs-specific bugs.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45920 is the best umbrella report for the tokenizer regression: it covers multiple affected models, while 45812 is just the Granite-specific slice of the same v5 token-ID bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the strongest representative issue in this cluster because it describes the broader, more actionable regression across several model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different problems: torch/transformers version incompatibility vs v5.9.0 breaking support with USE_DISTRIBUTED=0." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated failure modes: PaddleOCR-VL load failure in vLLM vs distributed-disabled PyTorch support regression." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption is not the same as a model-weights-loading regression." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and different code paths: missing config attribute in vLLM vs CUDA assert with auto device mapping." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both describe the same ZeRO-3 model-loading crash with the identical 'index 0 is out of bounds for dimension 0 with size 0' failure pattern." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they concern different outdated documentation and are not the same underlying issue." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms: AMD GPU runtime failure vs table-question-answering crash." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Storage-object lookup failure is unrelated to the PyTorch distributed support regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different model/kernel behavior: Liger cross-entropy dispatch vs video StopIteration in Qwen3-vl embedding." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "One is a device-mismatch forward bug, the other is a video feature/template mismatch; not the same defect." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure and device-mapping mismatch are separate issues." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer/detokenization bug vs outdated RAG examples; unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption vs Nvidia ModelOpt compatibility are different root causes." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model checkpoint loading failure is unrelated to docs/example updates." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is not the same as PyTorch build/support under USE_DISTRIBUTED=0." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression: 45920 is the broader report and 45812 is a Granite-only manifestation." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both involve loading checkpoints, but one says the checkpoint is corrupted and the other says checkpoints cannot be loaded; no clear shared bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime error and RAG docs are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed build regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the affected models and failures differ enough that this does not look like the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 zero-sized parameter load failure." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading and table QA task crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model load failure is not the same as a corrupted checkpoint report." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "General torch compatibility and pydantic PretrainedConfig breakage are distinct regressions." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Different compiler/runtime failures affecting different model paths; not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization and table QA crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic model breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Chat-template crash in Qwen3.5-35B is not the same as streaming inference failure in Qwen3.5-0.8B." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Different failure families: ZeRO-3 load IndexError vs torch/transformers version incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm tracing error and multi-GPU device-map failure are different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime failure and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and distinct errors; not the same underlying bug." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure is unrelated to the MPS histogram unsupported-int error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import path breakage for GenerationMixin and Gemma3 config attribute errors are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixed-precision grouped_mm tracing failure is unrelated to the MPS histogram bug." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention numeric/runtime issues, but the model paths and exact failures differ; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compile error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and different device-mapping behavior; not a duplicate." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted checkpoint report." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the tensor shape mismatch and ZeRO-3 zero-sized load bug do not look like the same underlying defect." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "flash-attn2 fallback gating and remote-code config_class errors are distinct issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet: 45920 is a reasonable umbrella for the broader AutoTokenizer v5 regression, 45812 fits as a Granite-specific manifestation, and the rest of the cluster is mostly handled conservatively as unrelated. The ZeRO-3 pair (41762/43596) is also a defensible duplicate callout. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:41093|issue:43596", + "issue:45507|issue:47228", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "3ad44373fe45b9bbc25a27d11a3ce19b0b205e58519c1ef2e863b4240234aa37", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38034, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous regression cluster with many unrelated model- or version-specific bugs. I found only a couple of soft pairs that look plausibly like the same underlying issue; the rest should stay separate.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 45020 is the broadest, most central compatibility regression in the set: it describes recent transformers versions breaking remote-code models, which best matches the cluster\u2019s overall theme of v5-era breakages and model-loading regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best representative issue for this cluster because it captures the widest user-impacting regression class, while many other items are narrower model-specific symptoms or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are version-5 config regressions, but they hit different config fields and code paths; not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility vs a Gemma4 device-mapping mismatch are unrelated failures." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different model/runtime issues." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility is unrelated to the Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape-related index errors, but the affected model/trainer paths differ and the titles do not indicate the same bug." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Image-preprocessor dtype mismatch for Mistral-3 is unrelated to a Sam3 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming chat failure are different code paths." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failures are not the same underlying problem." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights`/_is_hf_initialized TypeError is a loading/init bug, not the PretrainedConfig pydantic-field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization memory/OOM behavior is unrelated to tied-weights translation-model issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the config-field regression in v5." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are different problems." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but the mask-shape mismatch and zero3/BertModel out-of-bounds error are distinct." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call is not the same as the Sam3 bf16 compilation issue." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch-version incompatibility are different classes of failures." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3.5 video-token/template mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report Siglip2-base-patch16-224 behaving badly and producing poor/nonsensical outputs; they look like duplicate reports of the same model regression." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Qwen video-input regression and Qwen3.5 video-token mismatch may be related by model family, but the concrete failures differ." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO device-map auto failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BertModel index error and remote-code resume/loading issues do not share the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary-embedding memory are distinct Qwen issues." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code `config_class` AttributeError are different loading paths." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different failure modes; only both are input/shape-related at a high level." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen3.5/TRL embedding unpacking are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization and flash-attn fallback gating are different regressions." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and GLM5 are not the same issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote-code/custom-module handling, but one is a cache-path collision and the other is loading the wrong module after save/load; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weight issues are different model implementations." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo are not duplicates." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight translation-model issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and docs about a removed command are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights issues are different code paths." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 input-embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are validation/error-message bugs around model inputs, with T5 as a concrete affected case of the broader XOR input validation problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the mostly heterogeneous cluster. The two accepted soft pairs are reasonably supported by the issue titles and stay within the same bug class; the rejected pairs are appropriately separated by model, code path, or failure mode." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:46032|issue:47246", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:41553|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "ad331b293fe89108788be0eaee962fc783a8ae95cb19aebb0ca48e8015c73558", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with a few tight duplicate clusters: the v5 non-persistent-buffer corruption regression, the cache.get_seq_length contract bug, the Gemma4 quantized-embedder dtype issue, and the StaticCache tensor-return regression. The SigLIP2 pair is only thematically similar and should not be treated as a confirmed duplicate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43950 is still the strongest global issue anchor: it states the v5 non-persistent-buffer corruption regression directly and best matches the closest model-specific variants (44534, 45902) and the related config-loading buffer corruption report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best cluster representative because it names a concrete, reusable bug class with the broadest confirmed duplicate surface and the clearest root-cause framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Both involve model loading / tied weights at a high level, but they describe different models and different failure modes." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer-related, but the models and concrete symptoms differ too much to be one bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models with different round-trip/output behavior." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Shared SigLIP2 context, but one is a doc-example mismatch/quantization failure and the other is a model-quality complaint; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption regression, described from two angles." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both are Mamba2-family issues, but the titles point to different recurrence/code paths." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated trainer-signature error versus DeepSpeed ZeRO-3 load failure." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Both are v5-related, but one is remote-code config loading and the other is buffer materialization corruption." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/storage errors, but they are distinct incompatibilities with different root causes." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "46932 reads like the same Gemma4 quantized vision/audio dtype-casting bug as 46899." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Version-dependent tokenization is too broad here; the specific SigLIP2 embedding report is not the same as a generic tokenizer-change issue." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is broad multi-model wrong IDs and the other is a specific DeepSeek-Coder v1 detokenization bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the reported symptoms are different enough that this is not a confirmed duplicate." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different numerical failure modes; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same API contract regression: cache.get_seq_length() returning a tensor instead of a plain int." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer materialization/corruption regression, with 45902 as a model-specific manifestation." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but the evidence only shows broad similarity, not a single concrete implementation-mismatch duplicate." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is Flash Attention illegal memory access and the other is CPU-offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Only loosely related by meta/materialization context; different models and different failure mechanisms." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training/memory problems with no shared concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Logging noise versus a model-loading failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different training/early-stopping issues." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression versus an import-time flash-attn KeyError." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise in loading output versus a tokenizer/model loading failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is missing config fields and the other is a broader breakage report." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/config failures with no shared concrete code path." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient-checkpointing/LoRA behavior versus Qwen3 MoE memory usage." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and unrelated failures: error-message quality versus missing attribute." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression versus flash-attn2 fallback logic." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a model class versus a bitsandbytes parameter incompatibility." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong: issue:43054 vs issue:43493 is only supported by broad SigLIP2 similarity, not enough evidence to call it the same bug or a single implementation-mismatch duplicate. The rest is conservative, but this accepted pair overstates the packet evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:41553|issue:43881", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43881|issue:43883", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "f1efbcc760f7d4dae2321b29cb13dcaca2e47e442cf511090720645981222d62", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36629, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not a single duplicate set. The only clear duplicate pair is the v5 docs regression around removed pipeline tasks; the other soft-similarity pairs look model-specific or symptom-level matches only.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44509 is the broadest, clearest statement of the shared v5 docs regression, and it subsumes the narrower wording in issue:43827.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44509 is the best representative issue for the only true duplicate pair in this cluster: it clearly describes the removed pipeline-task docs breakage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both involve tokenizer/attention internals, but one is a Mistral regex crash and the other is a flash-attn fallback gating issue; different bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-loading failures for different model families; the shared theme is too broad to treat as the same bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated failures: MPS histogram on Int vs Gemma4 device-map forward mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage and a Gemma4 device placement bug are different code paths and fixes." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "One is a tokenizer-mapping edge case in add-new-model-like, the other is a broader remote_code regression." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both mention GLM models, but one is a bad AutoTokenizer error message and the other is a loading failure; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different root causes: dtype/autocast mismatch versus device_map placement mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code model loading regression and tokenizer codec handling regression are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 MoE/LoRA warnings or incompatibilities, but the reported failure modes and code paths differ." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance issues, but they affect different APIs and do not look like the same underlying bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping and remote-code config_class errors are different model-construction bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are loading failures, but they involve different models and different missing attributes." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same v5 docs cleanup regression: both say removed pipeline tasks are still referenced in docs." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer pre-tokenizer override and token conversion slowdown/incorrectness are distinct issues." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Different remote-code failures: generic recent-version breakage versus missing config_class on model_class." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying and non-persistent buffer corruption are unrelated bugs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "They share a symptom pattern, but the model-specific reports are not evidence of the same concrete code-path bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and errors; no shared underlying code path is apparent." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "DeepSpeed weight-loading failure and DeepSpeed gradient averaging bug are separate problems." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "A Trainer signature mismatch and a mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing not taking effect in PEFT/LoRA is different from a missing supports_gradient_checkpointing flag in remote-code model classes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but they affect different Qwen variants and do not clearly share the same root cause." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and NemotronH checkpoint loading failure are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight shape error vs image processor void segmentation maps." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related regressions, but the symptoms and model families differ enough that they should stay separate." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The error strings are similar, but there is not enough evidence that they are the same underlying mask-shape bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/SDPA fallback problem and flash_attention s_aux=None crash are different failures in different paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 43827/44509 pairing is well-supported by the titles, and the other soft pairs are reasonably kept false given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:41553|issue:44991", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:41553|issue:44488", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "a580ab08176d7d9e5a0221fbc25520198126d43642ad90ded7f94a9020ccecad", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38007, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model-specific bugs or regressions. Only two soft duplicate pairs look like the same underlying issue: custom model initialization failures in Transformers 5.0 and the SigLIP2 wrong-output/zero-probability regression.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43646 is the broadest, most core formulation of the custom-model initialization regression and cleanly subsumes the notebook-specific variant in issue:43645.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue for the cluster's main Transformers-5 custom initialization regression subtopic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading failures, but they involve different architectures and different failure modes (checkpoint loading vs missing text encoder weights)." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different code paths: PagedAttentionCache crash vs checkpoint loading failure." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF support for gpt-oss vs dtype mismatch in Phi-tiny-MoE under autocast." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both mention tokenizer loading, but they are different models and different symptoms; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3-MoE sliding-window behavior versus GGUF architecture support." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different problems: Zero3/BertModel index error vs a broad torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen-family bugs: rope/position-id scaling versus uninitialized memory after meta-to_empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Non-pretrained Bert + ZeRO-3 index error is a different issue than generic torch version incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/text generation bugs: embedding/token leakage across tracks vs empty-transcription handling." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-4 related, but one is an FSDP2 forward KeyError and the other is a device-mismatch bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different models; no clear shared code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and meta-device loading regressions are separate issues." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing Qwen2_5_VLForConditionalGeneration is a distinct failure from meta-device loading." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal failures: image preprocessor dtype mismatch vs video StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Silent non-persistent buffer corruption is unrelated to Kosmos2.5 long-ocr indexing." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same bug: 3d_parallel.py runtime failure vs GGUF model support." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5.0 custom model initialization regression; 43645 is just the Jupyter-specific manifestation of 43646." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and failure modes: Qwen3-vl video handling vs MPS histogram support in MoE." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/position-related, but one is a Qwen3.5 flash-attention memory access bug and the other is a static-cache slice arithmetic issue on non-CUDA backends." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 failures." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version problems affecting different attention paths; not the same underlying bug." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen-family models, but the video StopIteration and SFT embedding unpacking failures are distinct code paths." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different attention implementations; no evidence they share the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Related to PEFT/gradient checkpointing in general, but one says ineffective checkpointing and the other is a specific ZeRO-3 CheckpointError." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-map mismatch is unrelated to the torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different issues: tokenizer mapping validation failure versus Gemma4 forward-time device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different shape/indexing failures with no clear shared code-path." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 wrong-output regression on google/siglip2-base-patch16-224; one reports zero probabilities, the other nonsensical outputs through AutoModel/pipeline." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation related, but they concern different models and different validation breakages." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero-3/BertModel loading failure is unrelated to add-new-model-like tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: Deepspeed ZeRO-3 Bert index error vs tokenizer mapping-name handling." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different implementation areas and failure modes; shared theme of loading is too broad to be a duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well supported by the issue titles and appear to describe the same underlying regressions, while the remaining pairwise rejections do not overclaim duplicates. No PR-mergeability concerns apply here since this is issue-only data." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:45672|issue:46899", + "issue:44661|issue:44805", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:46897|issue:46901" + ], + "prepared_review_unit_hash": "f65956b620ded677ca47d27604c6287c48a798e0beeb6e717de117c7fea57a9c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of model-loading, quantization, and Transformers v5 regression reports. Only one pair is a clear duplicate; the rest are thematically similar at best but not the same concrete bug.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43644 is the clearest exact duplicate target in the set, with a near-identical follow-up report (issue:44534) and slightly stronger discussion/inbound reference signal.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the most suitable representative because it captures a concrete, reproducible Transformers v5 regression and has the strongest evidence of duplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both report the same Gemma4 4-bit multimodal failure around unsafe dtype casting/uint8 weights in audio/vision embedders." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated bugs: tokenizer-mapping model addition vs a mask/tensor shape IndexError." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different problems and code paths: _is_hf_initialized regression vs long OCR input indexing." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload concerns, but one is gpu+cpu offload loading and the other is mmap OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is doc-example/model-processor mismatch plus quantization errors." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical title and regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related failures, but one is auto device mapping cuda assert and the other is FineGrainedFP8Config; different failures." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "No concrete overlap beyond general performance/memory concerns." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different issues: Qwen3 MoE/hf4.x compatibility vs Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms: GLM5 vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar loading-failure theme, but the model repos and failure descriptions are too different to treat as the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs Qwen3.5 TP plan OOM/shape error; unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 load/save regressions, but one is ZeRO-3 language_model loading and the other is incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: GraniteMoEHybrid invalid method call vs broken Nemotron example." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is loading composite checkpoints and the other is from_config leaving config.dtype stale." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Shared Transformers v5 context only; buffer corruption and Jupyter custom-model initialization are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different loading regressions: a Scandinavian BERT model load issue vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion vs GLM-4.7-Flash unit-test loading mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but the described failures differ: doc example mismatch/quantization vs nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory pressure, but one is Qwen3 MoE training inefficiency and the other is quantization offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different code paths and models: Qwen3 MoE compatibility vs generic resize_token_embeddings output_embeddings behavior." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different models and paths: Qwen3 MoE incompatibility vs t5gemma decoder.embed_tokens resizing." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading failures, but on different models with different failure modes." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps bug is unrelated to SGD argument handling." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both touch memory, but one is training inefficiency and the other is int4 reserved-memory/OOM regression." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 model issue vs quantized save_pretrained/from_pretrained corruption; unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state and init_empty_weights/_is_hf_initialized are different bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but on different architectures and different embedding submodules; not enough to call them the same bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer-pretokenizer override in LlamaTokenizer vs wrong token IDs for Granite models are different regressions." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss shift issues, but they are reported for different models and are better treated as similar patterns rather than the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is well supported by the identical 43644/44534 titles and the extra inbound signal on 43644, and the negative soft-edge calls stay conservative. The only place I\u2019d slightly soften is the Gemma4 45672/46899 pair: \u2018likely same bug\u2019 would be a safer phrasing than \u2018same bug,\u2019 but the acceptance is still reasonable from the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:45362|issue:45406", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:44291|issue:44756", + "issue:45663|issue:45759", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "12ae592a7d066d089e0b5d0afc1952681d0fc056c6f26265e219367f867ef0cf", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36782, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one clear duplicate-like pair around `resize_token_embeddings` not propagating updated embedding/output weights. Most other soft pairs share only broad subsystems or symptom classes, not the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45292 is the best canonical: it states the shared `resize_token_embeddings` failure in the broadest form, while 45276 looks like a specific Gemma4 manifestation of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the clearest representative of the underlying bug family and is more reusable than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and different failures; both are runtime crashes but not the same bug." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading/tokenizer issues, but the reported symptoms and root causes differ." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Unrelated problems: Torch compatibility vs meta-device loading." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "No meaningful bug overlap; documentation/example errors vs a GLM5 issue." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but they describe different code paths and different crash causes." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems: init_empty_weights argument handling vs mmap/OOM behavior." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and unrelated loading/training problems." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different symptoms and model paths; not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they are separate model-specific issues and not clearly one fixable code path." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT vs T5 apex memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory/quantization related, but the causes and failure modes differ." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Output-object field assignment bugs in different classes; not clearly the same defect." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model components and different offload/device issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both involve quantization, but different formats, models, and symptoms." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error vs Whisper pipeline regression; no shared underlying bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading and Strix Halo mmap OOM are distinct issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model architectures and different forward-path failures." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug vs Gemma4 FSDP attention bug; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both can OOM, but the causes are different enough that they should not be merged." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same model family, but loading checkpoints and a broken example are not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same `resize_token_embeddings` propagation bug; 45276 is a more specific Gemma4 instance of 45292's broader issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config regressions with no shared code-path indicated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode limitation vs Qwen3.5 position_id/SDPA instability are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load extra_state handling is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but they target different behaviors and likely different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs Gemma4 FSDP issue are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load, but permissions propagation and wrong-module loading are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-specific regression reports; no shared underlying defect is evident." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Related theme, but one is about `output_embeddings` generally and the other about `decoder.embed_tokens`; not clearly the same defect." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failures are distinct issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and grounded in the packet. The canonical choice of 45292 is well supported by the titles, and the single accepted duplicate-like pair (45276/45292) is plausible without overstating the evidence. The other soft-edge rejections are appropriately cautious given only title-level overlap and do not claim shared root causes too strongly." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47228" + ], + "soft_pairs": [ + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:43906|issue:44530", + "issue:44164|issue:45759", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:44164|issue:46821", + "issue:43856|issue:44756" + ], + "prepared_review_unit_hash": "5c44666883c0b4418243ec0205dbd1b698118d08c5315e44112ad12beeae7c27", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37788, + "estimated_input_tokens": 9447, + "estimated_eval_tokens": 19150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers regression reports. The only clear duplicate-like pair is the custom model initialization issue pair; the rest share broad themes like tokenizers, quantization, or torch compatibility but do not look like the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the broadest formulation of the custom-model initialization regression; issue:43645 is the notebook-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the clearest general report of the custom model initialization breakage and can subsume the notebook-specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Different bugs: custom-model init in notebooks vs save/from_pretrained extra_state handling." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Both are torch-related, but one is version incompatibility and the other is a bf16 compilation regression." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Different failure modes: missing Float8 storage vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading/tokenizer problems, but the affected models and root causes differ." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Same general pattern of a training-loss shift, but these appear to be separate model-specific bugs." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch incompatibility is distinct from an autocast dtype-mismatch issue." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids is unrelated to CodeLlama round-trip tokenization behavior." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Different tokenizer regressions: wrong token IDs vs slower token conversion." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "These are different code-path failures: PagedAttentionCache group-type handling vs template compilation." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language behavior is unrelated to general tokenization changes." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base-model-prefix loading breakage is a different regression from custom model initialization in notebooks." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility and YOLO multi-GPU device-map failure are separate issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device mismatch during forward." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper return_language and from_pretrained inside Python classes are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic torch incompatibility does not match the Mistral-3 image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression for Qwen models is not the same as the mask/tensor shape mismatch error." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different documentation gaps and different pipeline/task areas." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 bad outputs and ModelOutput key assignment are separate bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to gguf_file loading breakage." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as the PagedAttentionCache crash." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and text_config unwrapping are different from_pretrained/from_config problems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different failure path from Perceiver non-default-resolution inference." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage is unrelated to continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction issue and a tokenizer continuation bug are not the same underlying problem." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta is different from the Mistral regex patch crash." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked LM regression and a tokenizer loading failure affect different models and code paths." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior has nothing to do with MXFP4 quantization fallback." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4 multimodal behavior, but one is a device-map forward mismatch and the other is an unsafe dtype cast in 4-bit embedders." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero-loss classification and ASR training-loss double shifting are distinct bugs." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Save/load extra_state handling is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency and disabling mmap on Strix Halo are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:45479|issue:46897", + "issue:44488|issue:45081", + "issue:43299|issue:43931", + "issue:43632|issue:47050", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:44451|issue:44987", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:40990|issue:43421", + "issue:44737|issue:45859", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482" + ], + "prepared_review_unit_hash": "704e70efb2247f1125b5714cb209f88ad2c4b4aaff7e35d2ff374bf405401bbf", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35983, + "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 mostly a set of separate Transformers v5/v5.x regressions across tokenizers, model loading, generation, training, and backend/device handling. The soft pairs share broad themes but not the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the closest thing to a cluster anchor: it is a broad v5 regression report with systemic loading/state implications, whereas most other items are narrower model- or tokenizer-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue because it is the most general, cross-cutting regression among a largely heterogeneous set of failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems and failure modes: DeepSpeed ZeRO init/BertModel index error vs torch>=2.9 compiled flex_attention error." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different root causes; no shared concrete code-path bug is evident." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different loss bugs in different modeling tasks; same broad symptom class is not enough to treat as the same issue." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure vs Mistral regex patch crash; unrelated implementation paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL/MoE loading, but one is a version break and the other is a weight-shape mismatch; not enough evidence of one underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated bugs: HF init flag regression vs ONNX export dtype mismatch in Canine attention." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; different code paths." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict in T5 vs FineGrainedFP8Config failure in Qwen3Moe; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizers, but one ignores tokenizer.json and the other is a DeepSeek-Coder output regression; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral BPE marker handling and Mistral3 lm_head tying are separate issues in different parts of the stack." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency vs Sam3Model weight loading failure; different models and failure mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compilation error are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different areas: model-registration helper logic vs torch flex_attention compilation on newer PyTorch." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error vs Whisper pipeline return_language regression; different paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but for different repos and distinct loading logic; no shared concrete fix is apparent." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type errors." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen3-family failures: FP8 config handling vs cache group-type validation." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template compilation error." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model vs runtime special-token post-processor update bug; not the same issue." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related, but one is XLNet positional encoding on CPU and the other is Qwen3_5Moe CPU-offload incompatibility; distinct bugs." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token accounting vs multimodal IterableDataset failure; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is junk buffers and the other is custom model init breakage; different underlying code paths." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal training failure vs mistral_common continue_final_message tokenizer bug; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/install backend omission vs backend registry validation error for tensorflow_text; different problems." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but for different models and no shared root cause is shown." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loading breakage in general vs a specific Qwen2.5-GGUF load failure; not enough evidence they are the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "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:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45923", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:44403|issue:45081", + "issue:43208|issue:47013", + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44464|issue:45987", + "issue:43883|issue:44488", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "2975284733ea9117bbc86619121912ff04999c78c754756f8b1ce8f5cf6c27f3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by loosely related Transformers regressions around loading, initialization, and model-specific behavior, but the individual issues are mostly distinct bugs. No PRs are present. The broadest and most representative issue is the v5 custom model initialization regression.", + "confidence": 0.47, + "canonical_issue_reason": "issue:43646 is the best umbrella issue: it describes a broad Transformers 5.0.0 regression affecting custom model initialization, which matches the cluster\u2019s general loading/init theme better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the clearest global representative because it is broad, version-centric, and covers the most generic failure mode in the set; the others are narrower symptom reports or model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is about batch_decode skipping special tokens and the other is about empty transcription after align_special_tokens; different code paths and failures." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "A template-compilation TypeError is unrelated to GraniteMoEHybrid calling an invalid method; they do not describe the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Both concern model loading, but one is dequantized device_map/offload behavior and the other is a Qwen2.5-GGUF v5 incompatibility; not the same defect." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local checkpoint loading and mistral_common continue_final_message behavior are separate tokenizer/model-loading issues." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Sampling-rate defaults in audio chat templates and missing padding-mask support in MIMI encoder are different audio bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and a Mistral regex patch crash are different symptoms with different root causes." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both involve xLSTM, but one reports multiple training bugs for small models and the other is a return_last_states unpacking crash; not the same issue." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper failing to run and a YOLO multi-GPU device_map load problem are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Custom model initialization in Jupyter notebooks and remote-code models lacking config_class are distinct initialization failures." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "A Qwen3MoE FineGrainedFP8Config failure is unrelated to the non-template-nodes compilation error." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "One is a broad custom model initialization regression; the other is about non-persistent buffers being filled with junk. Different bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Batched-vs-single output mismatch from padding-mask handling is not the same as DAC.from_latents diverging from forward due to missing STE." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "These are different Qwen model bugs affecting hidden_states and rope index scaling, respectively." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A loading failure for physical-intelligence/fast and a Mistral tokenizer regex patch crash are unrelated issues." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and TrainerState.num_input_tokens_seen updating are separate trainer features/bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Mistral3 tied-weight initialization and device-dependent lm_head serialization are related only loosely by weights; they are not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and init_empty_weights rejecting _is_hf_initialized are different initialization pathways." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer AddedToken special-argument conflict and MobileLLM-125M loading KeyError are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Loading ScandiBERT and crashing in _patch_mistral_regex are different model/tokenizer failures." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 producing nonsensical outputs and OmDet-Turbo using the wrong input size are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-kwarg duplication is unrelated to the physical-intelligence/fast loading regression." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length returning the wrong type are separate runtime issues." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and inability to load cjvt/sleng-bert are not the same underlying bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to the OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "A Qwen3MoE FP8-config issue and missing Float8 storage object are different quantization/runtime problems." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and Gemma4 unsafe dtype casting are separate multimodal bugs." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing on a trust_remote_code variant and PEFT+ZeRO-3 checkpoint errors are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and strict granite_speech config loading are different model/config issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43089|issue:45987", + "issue:45216|issue:45357", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43872|issue:44291", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:43883|issue:44991", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568" + ], + "prepared_review_unit_hash": "a81bf6b418b609d591f5578b17536dd6c0639c3164a75b11418210e96deea9e9", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36718, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and the soft edges are largely false positives. Two pairs do look like true duplicates: the `_is_hf_initialized` loading regression pair and the Qwen3.5 `save_pretrained` regression pair. Everything else is model-, feature-, or code-path-specific enough to keep separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43872 is the strongest anchor: it describes the broad `_is_hf_initialized` incompatibility with downstream references, making it the clearest representative of the shared loading regression subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the best global issue to represent the cluster because it captures a widely observed, root-cause-style regression rather than a narrow symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer constructor conflict and CUDA device-mapping assert are unrelated failures." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal, but one is Llava Next loading segfault and the other is Qwen3OmniMoe video-input processing; different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen VL family, but one is a video-input regression and the other is still-image temporal position scaling; not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "`_is_hf_initialized` loading regression and TimesFM `window_size` attribute error are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility issue vs noisy logging; no shared underlying defect." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and `StaticCache.get_seq_length()` returning a tensor are different code-path problems." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 `save_pretrained` regression; the latter is a specific manifestation of incorrect checkpoint serialization." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure and Qwen3-MoE sliding-window behavior are unrelated." + }, + { + "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 rope/position-id scaling for still images." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but `base_model_prefix` loading and non-persistent buffer initialization are different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction failure and compiled flex attention on new torch are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` performance regression are different tokenizer issues." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility: one shows the bitsandbytes failure, the other the `init_empty_weights` TypeError." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are dtype-related multimodal bugs, but the model, quantization setting, and failure mechanism differ." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Logging noise during model load is not the same as tokenizer load failure." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and semantics (Granite token IDs vs CodeLlama leading-space round-trip)." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient-checkpointing behavior and missing support flags on a trust_remote_code variant are different issues." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5 loading regressions, but `_is_hf_initialized` arg handling and Float8 storage lookup are different breakages." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable-dataset failures are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and Float8 storage lookup error do not share a concrete code path." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skipping special tokens are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are different bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image dataset finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are different model-loading problems." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "`ModelOutput` key assignment semantics and Gemma4 FSDP `shared_kv_states` KeyError are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading regression are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and missing BOS/EOS insertion for `add_special_tokens=True` are different tokenizer behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the mostly heterogeneous cluster. The two accepted pairs are defensible from the titles alone: `issue:43872`/`issue:44291` clearly describe the same `_is_hf_initialized` regression, and `issue:45216`/`issue:45357` are both Qwen3.5 `save_pretrained` regressions. The rejected soft edges are also phrased cautiously and do not overclaim duplicate status for unrelated model/feature/code-path failures." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43482|issue:45538", + "issue:44509|issue:46909", + "issue:44079|issue:44534", + "issue:42175|issue:43296", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:40444|issue:45381", + "issue:43493|issue:43994", + "issue:43818|issue:45357", + "issue:45325|issue:45834", + "issue:44829|issue:45479", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:40444|issue:47217", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584" + ], + "prepared_review_unit_hash": "ec3088b99921b9531511eaf5752ecdc2a5bd3c09600067209c6ce80688f49860", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36007, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous false-positive cluster: most items are unrelated model/regression reports. A few small duplicate subgroups do stand out, especially SigLIP2, tokenizer loading, and TF-backend packaging issues.", + "confidence": 0.48, + "canonical_issue_reason": "Among the genuine duplicate subgroups, issue 43493 is the cleanest anchor: it states the core SigLIP2 implementation discrepancy directly and is the best representative of that subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the most tightly scoped, reproducible bug report in the cluster and best captures a real duplicateable defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different model/path failures: Qwen3 auto device mapping cuda assert vs Mistral regex patch crashing in tokenizer loading." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Both describe the same packaging/backend dependency problem around TensorFlow being omitted from install extras, leaving the TF backend unusable." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Both point to AutoTokenizer loading the wrong tokenizer source in v5, producing incorrect Granite tokenization/token IDs." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different models and failures: vLLM/PaddleOCR-VL load error vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated tokenizer/model-max-length issues: GGUF loading with v5 vs CLIPTokenizer using an extreme max length." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related, but they concern different docs problems and different model areas." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Distinct regressions: ModelOutput key assignment vs non-persistent buffer initialization." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Both mention backend/model loading, but one is TF packaging and the other is a PaddleOCR-VL/vLLM load failure; not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different quantization/offload vs training-memory concerns with no shared concrete failure mode." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; too different to merge." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding behavior, but they hit different models and different mechanisms (encoder padding masks vs Gemma3 sliding-window all-padding NaNs)." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different v5 regressions: non-persistent buffer junk vs ModelOutput key handling." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal/model-loading bugs: Video-LLaVA tower structure vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Separate failures in unrelated subsystems: torch.export/torch_compilable_check vs dtype mismatches under bfloat16 inference." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal bugs, but one is IterableDataset/multi-image finetuning and the other is video vision_position_ids; not the same concrete defect." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 defect: one reports HF vs JAX implementation discrepancy, the other reports the resulting bad outputs on siglip2-base-patch16-224." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different Video-LLaVA and Qwen3.5 save_pretrained issues; not the same code path." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and failure modes: Qwen2.5-VL rope index scaling vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different classification regressions: flash_attention_3 training degeneration vs zero-loss single-label classification bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen2.5-VL positional issues, but one is still-image temporal scaling and the other is video-input vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Different tied-weight problems: AyaVision lm_head tying vs inconsistent lm_head serialization by device." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL placeholder/input formatting issues, but one is multi-image finetuning and the other is user-text image placeholder handling; too broad to merge." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different loading/config regressions: init_empty_weights argument mismatch vs strict config rejection for granite_speech." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Unrelated issues: FP8 MoE config failure vs GGUF loading failure in Transformers v5." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional indexing." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior and tokenization changes are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Different tokenizer/model bugs: BPE marker handling vs Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different CPU offload device-mismatch and torch.export/compilable-check failures." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated issues: perplexity regression on GPT-OSS vs Whisper empty transcription failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and well grounded in the packet. The accepted soft pairs are plausible duplicates of the same underlying bug, and the rejected pairs are appropriately cautious. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:41553|issue:43582", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:45823|issue:46821", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:42617|issue:42915", + "issue:43454|issue:45072", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:43322|issue:46050", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "e2abecd561c2225448f6ba91ab7888bbd5bbaafd1c12ef01e37e4bf7975cc6cd", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues. A few pairs share broad themes like tokenization regressions or offloading/quantization, but none look like the same concrete bug closely enough to merge as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the most active and broadest anchor in the set, with the highest discussion/inbound signal around offloading/quantization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue here because it is the most central, high-activity, and generally framed problem in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes: a video-input regression vs a Gemma4 device-mismatch forward error." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT adapter checkpoint loading." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation-path issue, not a Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "A dtype mismatch under autocast is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset handling is unrelated to generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crashes are not the same as torch.export failures caused by torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but the concrete bugs are different models and different runtime failures." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging for Voxtral is unrelated to an AppleSilicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same bug as DAC.from_latents not matching forward pass without STE." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying failure in AyaVision is a generation-quality bug, not a torch.compile SDPA issue in Bamba-9B-v2." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion during accelerate/deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failing on B200 hardware." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-mismatch forward failure is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across many models; not clearly the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batch-vs-single output mismatch from missing padding-mask support is unrelated to OmDet-Turbo producing the wrong input resolution." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py runtime problem is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying is a model initialization bug, not a dtype-mismatch problem in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "An off-by-one in MoonshineStreaming masking is unrelated to a tokenizer lookup performance regression." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as failing to unwrap text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both touch v5 loading behavior, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization; too different to merge." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different code paths and failures." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a specific device_map dequantized-model load failure and the other is a broader offloading regression; not clearly the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batching behavior is unrelated to Perceiver interpolation failing at non-default resolutions." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "A CustomTrainer compute_loss signature mismatch is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cuda asserts and Llava Next segfaults are different model-loading failures." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API mismatch and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory growth is unrelated to an apex FusedRMSNorm memory leak in T5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:41720|issue:42617", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43881|issue:44488", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:36010|issue:42617", + "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:42915|issue:46291" + ], + "prepared_review_unit_hash": "b2efed8dcfd2d156515b9d0d83cafbaa0a8317f0ba9611070eafd6e824982e7c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36750, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The pairs are mostly superficial matches on broad subsystems (trainer, multimodal models, offloading, serve, tokenization) but do not describe the same concrete bug/change. I would not deduplicate any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43708 is the most concrete, well-scoped bug report here: it describes a specific Trainer resume_from_checkpoint/max_steps miscalculation with a clear reproduction path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43708 is the strongest standalone issue candidate because it is narrowly defined, reproducible, and tied to a specific code path in Trainer state/step calculation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Both mention model behavior changes, but one is a perplexity regression and the other is tokenization drift; different failure modes and code paths." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug vs tokenizer/version-dependent tokenization; unrelated artifacts." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is not the same as failing to run 3d_parallel.py; no shared concrete bug path." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is lm_head tying on save while the other is visual encoder key names; too different to merge." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume iterator exhaustion and early-stopping metric lookup are distinct Trainer issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload malfunction and Strix Halo mmap OOM are different runtime problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a dummy Conv2d concern and the other is missing text-encoder weight loading; different fixes." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two separate model-loading failures for different checkpoints; no evidence of the same root cause." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom processor/tokenizer regression is not the same as version-dependent tokenization drift." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache logic, but one is beam-search reorder omission and the other is prefill seq-length arithmetic; distinct bugs." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram on Int vs TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure and packed-weight loading failure are different concrete code paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer max_steps calculation are unrelated issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention custom model/from_pretrained behavior, but they do not describe the same failure or fix." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Cannot load ScandiBERT and XLMRobertaTokenizer/Unigram type mismatch are different loading/tokenizer issues." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are inference/runtime bugs, but one is compile+SDPA and the other is CPU-offload device mismatch; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding is distinct from a processor producing the wrong image resolution." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying and visual encoder key serialization are different multimodal save/load regressions." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and gpu+cpu offload dequantization failure are both quantization-related but not the same underlying defect." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-input sizing issues, but they affect different models and different preprocessing/model expectations." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric lookup and Qwen2-VL multi-GPU training are separate Trainer/config concerns." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve distributed execution, but one is an A800 cuda assert during auto device mapping and the other is tensor-parallel-only GPT-OSS MoE behavior; not mergeable." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Serve KV-cache continuation indexing bug and static-cache seq-length device-tensor bug are different code paths." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal processor crashes, but they fail for different reasons and at different attributes; too broad to treat as one bug." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Variable-name collision in Gemma3n forward and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantized Qwen3Moe failure and pipelines import dependency error are entirely separate problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:36331|issue:41720", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:45632|issue:45684", + "issue:44186|issue:44361", + "issue:43881|issue:44991", + "issue:28530|issue:30064", + "issue:43526|issue:43883", + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:43540|issue:43782", + "issue:43452|issue:47020", + "issue:43257|issue:47254", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:44534|issue:46665", + "issue:42490|issue:43329" + ], + "prepared_review_unit_hash": "70f0391b47bc2bb54e4cfdcc686e7ba2d4731d642febb31653a5a9f3ddc8b136", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35146, + "estimated_input_tokens": 8787, + "estimated_eval_tokens": 17830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly unrelated across tokenizers, multimodal loading, generation/cache behavior, configs, and training utilities. None of the soft pairs look like the same underlying bug, so this cluster should not be collapsed into a single duplicate set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: trainer API signature mismatch vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/compile, but one is inconsistent chunked generation output while the other is a static-cache slice arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: CamemBERT masked-LM predictions vs Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Separate filesystem issues: cache-path collision vs read-only permission propagation in save_pretrained." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer-related, but they describe distinct tokenizers and different crashes." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading problems for unrelated models; no shared concrete bug path." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and image processor void-segmentation handling are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version compatibility and TimesFM window_size attribute error are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config discrepancies, but for different models and different fields." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization-version behavior change is not the same as FP8 checkpoint weight_scale being skipped." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 MoE FP8 loading vs Llava Next segmentation fault are different bugs." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as T5 tokenizer load-time add_special_tokens conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor void segmentation maps and BarkProcessor voice_preset are different subsystems and failures." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and stale docs for removed pipelines are separate documentation issues." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and composite Qwen multimodal config unwrapping are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing failure and weight_only loading error are distinct Qwen multimodal issues." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file breaks from_pretrained loading, while XLMRobertaTokenizer passes the wrong type to Unigram." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "DeepSpeed/accelerate MoE weight conversion bug is not the same as PEFT + ZeRO-3 checkpointing error." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different bugs." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-branch variables in multimodal token counting are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43606|issue:43720", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:43531|issue:45923" + ], + "prepared_review_unit_hash": "1dfc175a5af326a4054ef7bd2976846264c3bc97755df9bdd7f8d8bab8004739", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36636, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, trainer behaviors, tokenizer/config regressions, and serving/offload bugs. I do not see any pair that is the same underlying bug/change, so no soft edges should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43873 is the most broadly scoped and highest-engagement open item in the set, but the cluster does not form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative anchor if one must be chosen: it is open, active, and directly describes a substantive runtime bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Different failures in different models/code paths: Bark CPU offload device mismatch vs BitNet packed-weight unpacking during loading." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated trainer metric update bug vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but one is a Qwen3-MoE sliding_window issue and the other is a TimesFM window_size AttributeError." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different systems and symptoms: Gemma4Processor missing _tokenizer in serve vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Both involve Bark, but one is CPU offload device mismatch while the other is mask-token special-token registration/empty decode." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different code paths: gather_for_metrics label truncation vs SAM3 PCS multimodal text/box behavior." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window configuration bug and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen composite-config bugs: text_config unwrapping vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input validation error in Qwen3OmniMoe is unrelated to static-cache seq_length arithmetic on non-CUDA backends." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal model persistence bugs: incorrect visual encoder keys on save vs text encoder weights not loaded on from_pretrained." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init policy issue is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in 5.0.0 is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: model loading failure for one checkpoint vs unintended torchvision requirement in PIL-backed image processors." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword conflict is unrelated to ScandiBERT loading failure." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation of num_labels is not the same bug as single-label classification degenerating to zero loss." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution/interpolation bug and bfloat16 dtype mismatch are different failure modes." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient inflation." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Docs example errors are not the same as OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 A800 cudaErrorAssert is unrelated to T5 apex FusedRMSNorm memory leak." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter checkpoint loading and quantized save/load corruption are distinct problems." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Checkpointing-in-eval and T5 RMSNorm leak do not share a concrete code-path bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking failure is unrelated to trainer.train() followed by trainer.evaluate() failure." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation bug and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor refresh bug is not the same as losing custom token IDs on save/load." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading for PEFT adapters is unrelated to offloading problems with quantization." + }, + { + "left": "issue:43531", + "right": "issue:45923", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to a missing supports_gradient_checkpointing flag." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43295", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45507", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47050" + ], + "soft_pairs": [ + "issue:42886|issue:44843", + "issue:43526|issue:43881", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:46032|issue:46463", + "issue:44464|issue:47050", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:45507|issue:46858", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:44625|issue:47050", + "issue:46829|issue:46832", + "issue:43540|issue:46294", + "issue:45381|issue:46693" + ], + "prepared_review_unit_hash": "a9a77ead70c02033e8f5fbc1d4c6e06848a26ff7a93d24c244658f7c54961869", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36057, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form one true duplicate set. I only see two clear duplicate pairs: the offline tokenizer / _patch_mistral_regex bug, and the Qwen2_5_VLProcessor batched padding=False crash.", + "confidence": 0.88, + "canonical_issue_reason": "Among the actual duplicate subcluster, issue:44843 is the clearest root-cause report: it names the exact code path (_patch_mistral_regex), the offline failure mode, and the unconditional model_info() call that likely drives the breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best single issue to anchor the only clearly duplicated theme; it is explicit, actionable, and broader than the older symptom report issue:42886. The rest of the cluster is unrelated noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline tokenizer bug in _patch_mistral_regex; 44843 states the root cause, while 42886 reports the cache/offline manifestation." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: BEiT label reduction vs glm-4v-9b loading." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated areas: image processor void segmentation maps vs GenerationMixin import error." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime special-token/post-processor updates and the other is BigBird mask-token registration." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is doc/example mismatch and quantization, the other is a model implementation discrepancy." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-exact duplicate: same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and different symptoms: SigLIP2 pipeline outputs vs CamemBERT masked LM predictions." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Quantization/offloading regression vs T5 decoder-input error message; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different code paths: compiled chunked generation inconsistency vs ONNX export dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-related, but one is a weight_only load error and the other is a video position-id mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but the reported failures are different enough that they do not clearly look like one concrete bug." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different model/runtime issues: LwDetr AMP crash vs Canine fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenization-related but not the same bug: runtime special-token updates vs LayoutLMv2 NER/padding crash." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression vs list_repo_files revision forwarding; unrelated code paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example problems vs quantization offloading behavior; no shared concrete failure." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems: GraniteMoEHybrid invalid method call vs cache seq-length arithmetic under compile." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "SigLIP2 example/discrepancy issues are unrelated to Canine ONNX export dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different mechanisms: packed-weight loading in BitNet vs DAC missing STE behavior." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Custom processor/tokenizer regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure is unrelated to DiaConfig save/load token-id loss." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different failures and model stacks: Bamba SDPA compile issue vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Both are tokenizer/model loading issues, but the concrete bugs are different." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO3 BertModel index error vs audio feature extraction issue; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision vs tokenizer loading failure for cjvt/sleng-bert; not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs Canine ONNX dtype mismatch; unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output field mix-up vs RT-DETR feature-level mismatch; different models and bugs." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input Qwen issues, but the concrete failures differ and do not clearly collapse to one fix." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position ids vs FA2 long-context performance regression; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Duplicate of the earlier LwDetr pair? No\u2014still unrelated to Canine ONNX export dtype mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays mostly conservative. The two accepted pairs are strong title-level duplicates, while the other rejections are generally cautious rather than overstated. The cluster summary also matches the visible heterogeneity. One minor caveat: the confidence is a bit high for title-only evidence, but not enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46665", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:45987|issue:46829", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:44488|issue:47020", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:45987|issue:46932", + "issue:34634|issue:36010", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:44008|issue:46858", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:44991|issue:47020", + "issue:45183|issue:45479", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43644|issue:43749", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "a662468a6d75ef3e69d1b5a9c993d7e41735b9c142fd187c4f7ef31d7e857b58", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports with only superficial similarity in a few loader/tokenizer/version regressions. None of the soft pairs look like true duplicates or mergeable into one fix.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s recurring v5/remote_code loading-regression theme, even though the overall set is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single issue to anchor the cluster because it is the most general and most likely to subsume nearby remote-code loading breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model loading, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior in user-defined classes; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "These are both load failures, but one is a cudaErrorAssert during auto device mapping and the other is a tokenizer-loading failure for a specific model." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length contract and VideoPrism hidden_states misassignment are unrelated code paths and symptoms." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure and TOKENIZER_MAPPING_NAMES handling in add-new-model-like are different areas with different root causes." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "One is a tokenizer special-token/decode issue; the other is a DAC from_latents vs forward mismatch involving missing STE." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation and Perceiver non-default-resolution image classification failure are not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different tokenizer classes with different failure modes and fixes." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer creation with num_sparse_encoder_layers=0 and Smollm3 RoPE-layer dropping are distinct model-config bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA breakage in Bamba and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions and RTDetrV2 output differences in v5 are separate model-specific regressions." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config/loading strictness, but one is missing fields from trust_remote_code config loading and the other is a granite_speech config rejection." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache seq-length return type and Gemma4 quantized embedder dtype casting are unrelated implementation issues." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset and GenerationMixin import failure are different processors/modules and not the same underlying bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation errors are entirely different code paths." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one fails due to an unconditional model_info() call in offline mode while the other fails on backend_tokenizer access; same helper, different bugs." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision and cache.get_seq_length() device-tensor arithmetic are unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "A SigLIP2 documentation example with multiple errors is not the same as a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "One is a LayoutLMv2 tokenizer crash on NER/padding, the other is AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "They are both v4-v5 output regressions, but for different models and different underlying causes." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Gemma3n audio-mask attribute collision are separate multimodal bugs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR long-input indexing are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer loading failures, but one is a Transformers v5 regression for a specific model and the other is an XLMRobertaTokenizer/Unigram initialization bug." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Wrong XOR validation error messages and degenerate zero loss in sequence classification are different functional problems." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and pipelines import failing on kernels version constraints are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/v5 breakage, but one is specifically about removing is_torch_fx_available and the other is a broader remote_code compatibility report." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk initialization and FSDP_CPU_RAM_EFFICIENT_LOADING being broken are different v5 regressions." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram_mps Int support are unrelated runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846", + "issue:47217" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43550|issue:45072", + "issue:43782|issue:44977", + "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43716|issue:44008", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:34634|issue:36331", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43577|issue:43582", + "issue:45003|issue:46285", + "issue:43262|issue:47217", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "a67a56cd9e57ae0d989af118c8593c18845d62813120a5da394e23141b12e0e8", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35645, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports were grouped together by broad semantic similarity. The only likely duplicate pair is the tokenizer added-token spacing / slow-vs-fast tokenizer inconsistency; the rest describe distinct bugs, regressions, or model-specific failures.", + "confidence": 0.89, + "canonical_issue_reason": "issue:28218 is the most concrete statement of the tokenizer bug, and issue:29159 appears to describe the same slow-vs-fast tokenizer inconsistency around added tokens.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best representative for the cluster\u2019s only clear duplicate pair because it names the exact observable behavior and likely code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: CPU offload device mismatch for Bark vs bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is Whisper decode parameter handling." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype loading bug and Video-LLaVA architecture/weight-sharing issue are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Separate video-input regression vs OCR long-input index error." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different model/runtime problems: SDPA+torch.compile on Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different code paths: Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape error during tensor indexing is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/documentation issue around pipeline removals; the other is a model output quality problem." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different models and failures: video feature/token mismatch vs T5 decoder-input validation message." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Gathering metrics label truncation and Mamba2 use_cache correctness are distinct bugs." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL-30B is not the same as missing tensor-parallel plan entries for Qwen3.5." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer added-token spacing inconsistency between implementations." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both involve multimodal models, but one is a dtype mismatch and the other is a variable-name collision causing AttributeError." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-input bugs in different model families; no shared concrete failure mode." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to general dtype mismatches." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention model initialization/loading, but one is a Transformers 5 notebook regression and the other is from_pretrained inside Python classes." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature errors are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Shared v5/pipeline context, but one is an error message bug and the other is documentation drift." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as a general tokenization-version change." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue and tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different dtype/loading issues affecting different components and platforms." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to CLIP text model structural inconsistency." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio processor sampling-rate default bug is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different audio/video code paths and failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only clear duplicate candidate is the tokenizer pair 28218/29159, and the rest of the soft-edge rejections are plausibly distinct based on the titles alone. Minor note: the \u2018added tokens\u2019 detail for 29159 is a bit more specific than the visible title evidence, but it is hedged and 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": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:46175|issue:46932", + "issue:43653|issue:44912", + "issue:43782|issue:45325", + "issue:46697|issue:46728", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43531|issue:45042", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43854|issue:44977" + ], + "prepared_review_unit_hash": "fc7f075440fd563a8494951d9f91269dcf07120f031eaff4ae940c73b152fcf3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36227, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone bug reports rather than true duplicates. I found no soft pair that clearly meets the same-underlying-bug threshold for merging into one report.", + "confidence": 0.75, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the broadest and most actionable regression report in this set, but it is not a duplicate umbrella for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a memory blowup in vision patch embeddings and the other is a dtype-casting bug in quantized embedders; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird tokenizer special-token decoding and MXFP4 quantization fallback are unrelated failures." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different bugs: Qwen3VL weight_only loading versus Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing issues, but the symptoms differ: over-padding versus wrong patch-count math." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "FP8 storage lookup failure is unrelated to the torchvision dependency regression in PIL image processors." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading one model is not the same concrete bug as the broader remote_code regression." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP crash in LwDetrImageLoss are separate backend-specific failures." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is an import error blocking Gemma 4 loading and the other is a tokenizer behavior bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to MXFP4 quantization loading behavior." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different regressions." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE conversion/loading and multimodal token counting are different subsystems and bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the torchvision requirement regression." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different image-processing/model issues." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling in from_pretrained and a tokenizer-loading regression for est-roberta are not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of another issue and an FP8 inference failure on B200 are not the same underlying problem." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero-3 training index error with a non-pretrained BERT and train-then-evaluate failure are different trainer/model bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow backend in the torch extra and kernels version/revision import failure are unrelated packaging/import issues." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are different model/config bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are unrelated tokenizer/processor failures." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen-family warnings, but one reports a wrong tied-weights warning and the other a repeated config warning during LoRA fine-tuning; not clearly the same bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting and stale auto_mappings CI references are unrelated maintenance/logic issues." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local PEFT checkpoint loading and Whisper batch_decode skip_special_tokens handling do not share a concrete code path." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash path import warnings and Qwen3 MoE weight conversion are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation TypeError and CLIPTokenizer max-length constant are different failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation issue are distinct model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45200", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47050", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:45859|issue:47050", + "issue:43262|issue:44811", + "issue:45200|issue:47254", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:43257|issue:43696", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:44912|issue:47145", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:44387|issue:44617", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43749|issue:44756", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:45859|issue:47254" + ], + "prepared_review_unit_hash": "2d508715fe113be692921dd4fb60e1728893c44471852b91ff33a3e37a1a9033", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35551, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: tokenizer, multimodal/video, quantization, cache, loading, and training-state issues all mixed together. None of the soft pairs look like the same underlying bug or change, so there is no meaningful duplicate canonical item here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config/model-loading behavior, but one is missing fields from `trust_remote_code=True` AutoConfig results and the other is `AutoModelForCausalLM.from_config` not unwrapping `text_config` for composite Qwen multimodal configs. Different code paths and failures." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: one is unexpected zero probabilities in SigLIP2 inference, the other is a processor/model input-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "One is a CPU-offload incompatibility in Qwen3_5Moe rotary embedding; the other is an fp16 ONNX export dtype mismatch in Canine attention. Not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are processor-related, but one is audio chat-template sampling-rate defaults and the other is Whisper batch_decode ignoring `skip_special_tokens`. Unrelated behavior." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "Both touch training/integration workflows, but one is `mm_token_type_ids` defaults for Gemma 4 fine-tuning and the other is a PEFT + DeepSpeed ZeRO-3 checkpointing error. Different root causes." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "A docs example with SigLIP2 processor/model mismatch and quantization failure is unrelated to GPT-oss loading falling back from MXFP4 to bf16." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video/VLM paths, but one is undefined helper variables in multimodal token counting and the other is a broader video input regression across several model families. Too different to merge." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "One is Qwen3 MOE weight conversion under accelerate+deepspeed; the other is a GPT-oss CUDA OOM. Different models and failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading issues, but one is MOE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL shape mismatch. Not the same underlying bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video, but one is a multimodal token helper bug and the other is batched video processor output shape. Distinct code paths." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config handling versus a key error when loading MobileLLM-125M." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is `init_empty_weights` breaking on an unexpected `_is_hf_initialized` argument; the other is PIL image processors wrongly requiring torchvision in v5.4.0. Unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated problems in different subsystems." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both concern quantization/loading correctness, but one is MXFP4 falling back to bf16 and the other is FP8 compressed-tensors checkpoints missing `weight_scale`. Different formats and bugs." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState's `num_input_tokens_seen` not updating." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but one is an int4 quantization reserved-memory regression and the other is a SAM3Video workload OOM. Different root causes and fixes." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but one is tokenizer decode errors being hidden by protobuf fallback and the other is a bare `except:` in Fuyu batch feature conversion swallowing exceptions. Not the same bug." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy cache initialization causing spurious recompilation and the other is `max_cache_length` semantics for Quantized Cache only. Different behavior." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague data request and an isolated reproduction of another issue are not the same bug or change." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 missing `pad_token_id` and pipeline import failing due to kernels package version requirements are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch import availability error and BART generate decoder attention-mask assignment error are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A transformers>=5.1.0 model-loading failure and CLIPTokenizer's absurd `model_max_length` are different issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is missing PyTorch for AutoModel import; the other is Llama 3.2 Vision loading breaking in 4.46.2. Different causes." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is FSDP CPU RAM efficient loading broken and the other is disabling mmap on Strix Halo to avoid OOM. Not the same failure." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels v0.15 import-version requirements are unrelated compatibility problems." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and DiffusionGemma image-text-to-text pipeline failure are different code paths." + }, + { + "left": "issue:45859", + "right": "issue:47254", + "accept": false, + "reason": "CPU-offload incompatibility in Qwen3_5Moe rotary embedding is unrelated to PEFT/DeepSpeed ZeRO-3 checkpoint errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020", + "issue:47254" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:39379|issue:44554", + "issue:43454|issue:43577", + "issue:45137|issue:45405", + "issue:43697|issue:45357", + "issue:45081|issue:47020", + "issue:43404|issue:45127", + "issue:28282|issue:29127", + "issue:44857|issue:46832", + "issue:44936|issue:46821", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:43582|issue:47254", + "issue:44062|issue:44991", + "issue:45538|issue:46869", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:44849|issue:45701", + "issue:42175|issue:44488", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:43577|issue:46512" + ], + "prepared_review_unit_hash": "63f1eb4886cda7836ee288e54307ab4345d471168c3a46b43c4a91805951ec9b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges are false positives. The cluster is over-broad and mixes unrelated tokenizer, multimodal, training, loading, and distributed-runtime bugs, so there is no duplicate core to merge around.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span unrelated subsystems and failure modes, so none can safely subsume the rest as a duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue either; the cluster is too heterogeneous for one issue to serve as a representative canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms: missing BOS/EOS insertion vs codec handling / fix_mistral_regex warning." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error while loading a CLIP model is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend from a torch-only install is a dependency packaging issue, not the same as a missing Qwen2.5-VL import." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling and an MPS attention value/head-dim correctness bug are different models and different code paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision/Mistral3 lm_head tying and BLIP2 dtype propagation are distinct bugs, even though both touch model initialization." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to a dependency version bump for PEFT." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained key mapping are unrelated model-specific regressions." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both involve tokenizers, but one is a Mistral regex patch crash and the other is an XLMRoberta Unigram constructor mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings, but one is a missing lm_head tie in Mistral3 while the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-not-found import failure and LayoutLMv3 box validation messaging are completely different issues." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and RTDetrModel num_feature_levels/backbone mismatch are different detection-model bugs." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "trainer.evaluate() after train() and a TimesFM window_size AttributeError do not share a concrete underlying defect." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key loading failure and init_empty_weights passing an unexpected argument are distinct loading-path problems." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and a FlashAttention2 long-context performance regression are different symptoms and code paths." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and PEFT+DeepSpeed checkpointing error are unrelated platform/training bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-kwarg duplication is a tokenizer API bug, while EMBEDDIA/est-roberta loading is a different tokenizer-load regression." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "A CLIP tokenizer max-length constant issue is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape runtime error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta with Flash Attention 2 is unrelated to an environment missing PyTorch." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and FSDP_CPU_RAM_EFFICIENT_LOADING broken are both training-related, but they are different features and failure modes." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and an Apple Silicon allocator TypeError are different subsystems." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Qwen3OmniMoe video ValueError are both Qwen-family issues but not the same underlying bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and generic tokenization changes across versions are different regressions." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing TensorFlow backend from a torch install is unrelated to a specific sleng-bert load failure." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related in Qwen models, but one is processing-input ValueError and the other is a StopIteration during embedding/video handling; not the same fix." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights and AutoImageProcessor-from-URL failure are unrelated load paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is model weights staying float32 in BLIP2 and the other is config.dtype not being updated from from_config()." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "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:44821", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:45042|issue:45081", + "issue:43257|issue:43756", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:44625|issue:44877", + "issue:45672|issue:45674", + "issue:43577|issue:45072", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:43906|issue:46468" + ], + "prepared_review_unit_hash": "2b090d5639ed4cc9b6c39f69e5a63e0e7edd4aa35c10966c02d20eb816273cc5", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35827, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a low-cohesion lexical bucket of mostly unrelated Transformers issues across tokenizers, vision/multimodal models, trainer behavior, config loading, and inference regressions. None of the proposed soft edges look like true duplicates of the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different problems: Qwen3.5 model loading failure vs CI breakage from list_repo_files not forwarding revision." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but they target different models and different failure modes; not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related only by the video-input theme; 44479 is a broad regression report, while 45381 is a specific Qwen2.5-VL vision_position_ids bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer-related, but one is num_input_tokens_seen not updating and the other is a compute_loss signature mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failures: Janus image-generation test vs Phi-4 multimodal model loading error." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated tokenizer bugs: AddedToken special-kwarg duplication versus a Mistral regex patch/backend_tokenizer AttributeError." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are model inference issues, but on different architectures and symptoms; not the same underlying defect." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both concern tokenizer behavior, but they affect different tokenizers and different regressions." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems entirely: PIL image processors requiring torchvision vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific bugs: Qwen3 MoE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading/runtime issues: MobileLLM key error vs missing Float8 storage object." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding_window bug versus AutoImageProcessor URL loading failure." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary/RoPE concepts, but the concrete bugs and affected models differ." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-family issues with different code paths: Smollm3 RoPE layers versus Qwen2.5-VL still-image position scaling." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Both are maintenance/config issues, but they are unrelated: PEFT version pin vs auto_mappings referencing removed configs." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Different bugs: XLNet CPU placement issue versus T5 decoder-input validation error message." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal model failures with different symptoms and code paths." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "No overlap beyond being bugs in model handling; Gemma4 device mismatch is unrelated to T5 validation messaging." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but not the same one: mdeberta BOS/EOS handling versus CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is an isolated reproduction of another issue, the other is a performance regression; no evidence they are the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Different training/generation failures: DeepSpeed weight dimensionality error vs Bart decoder_attention_mask assignment bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config issues: num_labels propagation in Qwen3.5 versus strict config blocking granite_speech loading." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve quantized inference, but one is a uint8 torch.finfo failure in Gemma4 audio modules and the other is a BitsAndBytesConfig skip-module regression." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-mismatch bugs on different model families and inference paths." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading problems, but one is gguf_file handling for AutoTokenizer/AutoModel and the other is a specific model load failure." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input crash versus FA2 long-context performance regression; unrelated code paths." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely different errors: missing PyTorch import versus unsupported NoneType broadcast in Trainer." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "The issues are unrelated: a reproduction of another bug versus a broken Nemotron example." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47000" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:46463|issue:46899", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:44737|issue:45588", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:45357|issue:45920", + "issue:45200|issue:46463", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:43994|issue:44898", + "issue:43819|issue:44811", + "issue:29159|issue:33357", + "issue:44857|issue:47000", + "issue:45372|issue:46170", + "issue:43761|issue:46829" + ], + "prepared_review_unit_hash": "506818c3c03407db2bfc409670c5e9a048ad7d0ce578cd5be0f8f6b1da44e856", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35501, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster: most issues are model- or loader-specific regressions with different failure paths. The only soft-edge pair that looks like a true duplicate is the tied-weights / save_pretrained regression pair; the Gemma 4 processor ImportError and Windows ROCm/torch.distributed failure are not the same bug and should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45920 is the best representative issue because it captures a broad, concrete v5 regression with wrong tokenizer output across multiple models, making it more central than the narrower single-model reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest standalone triage candidate: it has the widest blast radius and a clear, user-visible correctness failure affecting several model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config/RoPE-related code, but one is rotary_pct resetting on reload and the other is a TypeError from JSON-loaded ignore_keys_at_rope_validation; different bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and failures: RTDetrV2 output drift vs VideoPrism hidden_states being misassigned in the output object." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 TP-plan linear_attn omissions causing OOM/shape errors are unrelated concrete bugs." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation messaging is unrelated to Gemma4 multimodal 4-bit dtype-cast failures." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels returning one label and sequence-classification zero-loss with num_labels=1 are different failure modes." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference divergence and Qwen3.5 save_pretrained key corruption are separate regressions." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement in relative_positional_encoding and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights / save_pretrained regression in v5, affecting lm_head serialization and translation-model weight tying in the same code path." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train() are different failure paths." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated model-loading issues." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic trust_remote_code AutoConfig field loss and Qwen3.5 vision field dropped by strict parsing are distinct config bugs." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual-encoder save_pretrained key issues and AutoTokenizer wrong token IDs are different regressions." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder-input validation error text are not the same underlying bug." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLuke task AttributeError and FastSpeech2ConformerTokenizer load failure are different tokenizer bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration/empty decode and MLuke task AttributeError are separate tokenizer issues." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantized save/load breakage are different serialization problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities and processor.tokenizer/images regression are different multimodal failures." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file support and unconditional model_info() in offline mode are distinct AutoTokenizer code paths." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M key error are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver interpolation failure are different model-specific issues." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and CLIP Mac bus error are not the same underlying bug." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different detection-loss crashes with different error conditions and model families." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor loading fails on a mistral_common ImportError, while the other is a Windows AMD ROCm / torch.distributed dependency failure; these are not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but one omits them when requested and the other mislabels last_hidden_state as hidden_states; different output bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is not fully grounded because it overstates one soft-edge match: issue:45372 and issue:46170 do not look like the same bug from the packet titles/descriptions. One is a Gemma 4 processor loading ImportError from `mistral_common`, the other is a Windows AMD ROCm / `torch.distributed` dependency failure. That is too strong to accept. The tied-weights pair (issue:44466 / issue:45005) looks plausible, but the overall cluster summary and soft-edge verdicts need to stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:43525|issue:46701", + "issue:43688|issue:45704", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:46832|issue:46932", + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:44821|issue:46821", + "issue:42898|issue:46491", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43761|issue:47013", + "issue:43452|issue:43577", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44484|issue:44704", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:44734|issue:46612", + "issue:43278|issue:43688" + ], + "prepared_review_unit_hash": "a884fb5ab2d34919a246e51b21cd9520d2ecdd43f41c68308a4a51e5899375c6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36305, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: it spans many unrelated bugs, regressions, and model-specific issues across tokenization, generation, loading, dtype, and backend behavior. None of the soft pairs look like the same underlying problem, so all are rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4 config missing `pad_token_id` is unrelated to DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: MoE auxiliary-loss normalization vs T5 using `apex.FusedRMSNorm` memory leak." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard/TensorFlow backend wiring is unrelated to the `tensorflow_text` backend mapping error." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "One is a processor/tokenizer API regression for multimodal custom code; the other is a tokenizer codec/warning regression for Kimi-K2.5." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug does not match a broad tokenization-version change report." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird mask-token special-token registration is unrelated to mDeBERTa BOS/EOS insertion regression." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR backbone/feature-level mismatch is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer loading issue is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is broader API regression, not the same as FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token decode failure is unrelated to Dia config losing custom token IDs on save/load." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline `model_info()` call in Mistral regex patch is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same as recurrent states resetting in modular_qwen3_5 cache handling." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading failure is unrelated to TimesFM `window_size` attribute access." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "`clean_up_tokenization_spaces` behavior change is unrelated to CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression in Qwen VL models is unrelated to Qwen3.5 `num_labels` not propagating to text config." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and `GenerationMixin` import error are different subsystems and failure modes." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVision hidden-states regression is unrelated to xLSTM train-mode state unpacking." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breakage is not the same as Blip2 dtype staying float32 after half/bfloat16 load." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization inconsistency is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "`max_shard_size` default question is unrelated to `AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to native DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert with auto device mapping on Qwen3 is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention generation failure is a correctness bug, not the same as a performance regression in long-context FA2 generation." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading failure and Bamba torch.compile/SDPA failure are unrelated model bugs." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to beam-search cache reorder being skipped for other model families." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval vs training is unrelated to auxiliary-loss normalization." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46846", + "issue:47254" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43504|issue:43720", + "issue:45405|issue:47254", + "issue:43720|issue:43927", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:45491|issue:46002", + "issue:44964|issue:45405", + "issue:43643|issue:44561", + "issue:44625|issue:45584", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:44568|issue:46489" + ], + "prepared_review_unit_hash": "554ecbbe52e7ee20f731a1f45d1942ff2638b3ff9b4dcd2359fd764a273a6d34", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36538, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, configuration, training, and performance regressions. None of the soft pairs look like the same concrete bug/change, so no soft edge should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 28218 is the cleanest single representative in the set: it describes a specific, self-contained tokenizer behavior regression with a clear symptom. The cluster overall is not a true duplicate family, though, so this is only a weak canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 28218 is the most self-contained and broadly understandable bug report among the issues shown. It is still not a strong cluster-wide canonical because the rest of the items are mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different problems: multi-GPU training support vs a CustomTrainer API signature regression." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading failures, but they hit different models and different code paths: BEiT legacy fields vs BitNet packed-weight unpacking." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "A dependency-version pin problem is unrelated to a PEFT + DeepSpeed checkpointing/runtime error." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading failure and DiaConfig token-id persistence loss are unrelated bugs." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight-only loading error is unrelated to a FlashAttention long-context performance regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to DiaConfig save/load token ID corruption." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Generic base_model_prefix loading breakage is not the same bug as missing Qwen3.5 TP-plan entries." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "A dtype propagation issue in BLIP2 is unrelated to an MPS attention correctness bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading failure and OmDet processor image-size mismatch are different issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme, but different config classes and missing fields; not the same concrete bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading failure and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window padding behavior and the other is classification-head init/checkpoint NaNs." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A Phi-4 multimodal model-loading failure is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code regressions, but one is missing fields from AutoConfig and the other is an is_torch_fx_available removal breakage." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API family, but different edge cases: batched padding=False crash vs assistant tool-call/no-content crash." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and pipeline translation error-message regression are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing behavior and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and FP8 inference failure on B200 are different hardware/backend issues." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An attention correctness bug on MPS is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 PLE device mismatch and sinq save/load quantization breakage are different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 bad outputs and return_tensors being ignored are unrelated processor/API issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A documentation example problem is not the same as a processor.tokenizer regression in custom model code." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is not the same bug as gradient inflation under ZeRO-3." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a ZeRO-3 gradient regression do not share the same underlying cause." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype mismatch during evaluation is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage in v5 is unrelated to device-dependent lm_head serialization inconsistency." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-output regressions, but they affect different tokenizers and different code paths; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:33357|issue:33666", + "issue:44849|issue:46209", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:44849|issue:45357", + "issue:44589|issue:45520", + "issue:45245|issue:46710", + "issue:43334|issue:43572", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44849|issue:47145", + "issue:43844|issue:44964", + "issue:44464|issue:45584", + "issue:46399|issue:46846", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29159|issue:32090", + "issue:43937|issue:46701", + "issue:44869|issue:46752" + ], + "prepared_review_unit_hash": "5ba7a7c916ce5e4812ebef6c82dcc7143bbb35b4d5e5552d157670b2dfb372c4", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct Transformers bugs across unrelated model families, tokenizer edge cases, offload/quantization, and CI regressions. None of the soft pairs look like the same concrete underlying issue, so I reject all proposed duplicate links.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45812 is the strongest canonical candidate because it describes a broad, concrete regression with a clear symptom and scope: AutoTokenizer returning wrong token IDs for all Granite models after a version change. It is well-formed, user-facing, and more central than the narrowly scoped one-off failures in the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best issue to represent the cluster if one must be chosen, because it is the clearest high-impact regression with a shared failure mode and broad model impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different problems: FP8 inference on B200 vs accuracy regression after upgrading Transformers. Different failure mode, hardware context, and likely code paths." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are generation/loading errors, but the models and root causes differ: DiaConfig loses custom token IDs after save/load, while MLukeTokenizer raises an AttributeError on tasks." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct TP OOM is a runtime memory issue; MIN_PEFT_VERSION bumped too high is a packaging/versioning issue. Not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenization regressions, but one is mdeberta-specific BOS/EOS handling while the other is Granite token IDs globally wrong. Different concrete code paths." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated: MacOS bus error with a pretrained CLIP model versus Qwen2-VL multi-GPU training behavior. No shared underlying bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is a model-specific forward/output issue, while FP8 on B200 is an inference compatibility problem. Not mergeable as one fix." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading cjvt/sleng-bert and HF_HUB_OFFLINE breakage in AutoTokenizer are both loading-related, but they concern different mechanisms and model-specific behavior." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx after 5.0 and init_empty_weights passing unexpected _is_hf_initialized are both version-related, but they are distinct config/API compatibility bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id AttributeError and AutoModelForCausalLM not unwrapping text_config are different composite-config loading issues with different failure points." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy field loading failure and bark-small CPU offload device mismatch are unrelated model-loading/runtime problems." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2_5_VL import error and Float8 storage lookup failure are unrelated: missing symbol export vs backend storage/type issue." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RTDetr feature-level mismatch are different model architectures and different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen3.5 save_pretrained visual-key regression are separate symptoms in different lifecycle stages (forward pass vs serialization)." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn KeyError on Python 3.13 are both import/runtime compatibility issues, but they affect different modules and causes." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit error in categorical features is unrelated to the DeepSeek accuracy regression." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing fields: Qwen3-VL pad_token_id vs StableLm pad_token_idx." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position_id key and CLIP text-model structure change are not the same bug; one is a state-dict/key mismatch, the other an API/attribute shape change." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy field loading and BigBirdTokenizer special-token registration are separate model/tokenizer issues." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device behavior, but bark-small CPU offload mismatch and GraniteSpeech stale device override test are distinct failures." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same as RTDetr feature-level count errors." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden_states regression and FP8 compressed-tensors weight_scale omission are unrelated model/output vs quantization-loading bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient explosion with HfDeepSpeedConfig+ZeRO-3 and inability to load Phi-4 multimodal are completely different issues." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure are both generation-related but not the same code path or bug." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Missing decorator for apply_rotary_pos_emb registration is a kernel-registration bug; missing linear_attn entries in TP plan is a tensor-parallel planning bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and unexpected position_id keys are unrelated model inference vs state-dict issues." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading not working and sinq save/load breakage are both quantization-related, but one is runtime offload behavior and the other is serialization persistence." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and Trainer _gpu_broadcast_one NoneType error are entirely different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 and DiffusionGemmaGenerationOutput pipeline failure are different model/config issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper trailing replacement-character crash and apply_chat_template empty-list IndexError are both empty/edge-case crashes, but in different helpers and different input formats." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42947", + "issue:43065", + "issue:43295", + "issue:43381", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:28218|issue:34567", + "issue:42947|issue:43381", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:45084|issue:45520", + "issue:42490|issue:43696", + "issue:45588|issue:46050", + "issue:47013|issue:47254", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:44554|issue:45446", + "issue:29942|issue:30333", + "issue:41720|issue:46710", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45406|issue:46121", + "issue:45588|issue:45759", + "issue:43295|issue:43873", + "issue:43540|issue:45200", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:43550|issue:43844" + ], + "prepared_review_unit_hash": "224e10c59cacff9e808336cda3b76ec7ad7e18d6be267b64c704269eddb72012", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35764, + "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: it mixes unrelated tokenizer, training, multimodal, import, and performance bugs. I found no true duplicate pair among the soft edges, so there is no clear canonical issue or PR for the cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits: the items describe many unrelated failures across different models, APIs, and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue among these for deduping; none appears to subsume the others or represent a shared underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA inefficacy and the other is eval-mode incompatibility; different bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM in multi-GPU inference is a different failure mode from device-mismatch errors in forward with device_map='auto'." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids defaulting is unrelated to CUDA OOM during multi-GPU inference." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and flash_attn import KeyError are different code paths and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to GPT-oss CUDA out-of-memory." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention s_aux=None crash and sinq save/load breakage are different quantization-related bugs." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM return_last_states unpacking error is unrelated to PEFT + ZeRO-3 checkpoint errors." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp support has no relation to SigLIP2 zero-probability output." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import-version check are distinct issues." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Failing Flash Attention 2 tests and MLflow job-status reporting are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and DeepSeek accuracy regression after upgrade are different problems." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3-LiteText memory overflow." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma image-text-to-text pipeline failure are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Serve multimodal AttributeError on '.to' and KV-cache continuation tensor indexing are different serving bugs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing _flash_supports_window_size import and meta-device loading failures are separate regressions." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape errors do not share the same root cause." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the DeepSeek accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation list handling are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention s_aux=None crashes are different from missing text_config unwrapping in composite multimodal configs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "processor.tokenizer regression is not the same as offloading failing under quantization." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are different model/config bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on padding/NER inputs are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and ZeRO-3 gradient explosion are distinct training/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:45823|issue:46192", + "issue:43572|issue:44987", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43824|issue:43975", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:44442|issue:45198", + "issue:43950|issue:46285", + "issue:43526|issue:46192", + "issue:45200|issue:46899", + "issue:44792|issue:45563", + "issue:45200|issue:46932" + ], + "prepared_review_unit_hash": "d822fdbb3abcdd14893e95474e79b02422d1f5614dd8aa0d0bbef8bdc99f9155", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36788, + "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 noisy set of text-similar but semantically different issues across tokenization, processors, model loading, quantization, and serialization. None of the soft edges look like the same underlying bug, so no pair should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous, and the apparent overlaps are mostly broad API/theme similarity rather than one shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be picked as the closest representative, issue 44521 is the broadest processor/chat-template bug in the set, but it still does not represent the rest of the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: v4.57.5 regression in processor/tokenizer access vs an OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and Qwen2-57B TP OOM are unrelated subsystems and failure modes." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device-map mismatch is not the same bug as return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm pad_token_idx regression and loading physical-intelligence/fast are different model-loading issues." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart decoder_attention_mask initialization and Flash Attention 2 test failures are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import KeyError is distinct from the tensorflow_text backend mapping error." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing _flash_supports_window_size import and missing Qwen2_5_VLForConditionalGeneration symbol are different import breakages." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "mm_token_type_ids defaulting and Gemma4 PLE device mismatch are different multimodal bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to the SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom model processor/tokenizer regression and SigLIP2 JAX-vs-HF mismatch are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example errors and return_tensors/text_kwargs behavior are not the same underlying issue." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call messages with no content." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to a missing Qwen2_5_VL export/import symbol." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space detokenization and embedding reinit after resize are different bugs in different layers." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids error is not the same as FP8 inference failing on B200." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory inefficiency are unrelated training/runtime issues." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights depends on device, while the LoRA-vocabulary collapse is a different post-merge behavior." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU-side XLNet relative_positional_encoding is a different bug from CohereASR training-loss double-shift." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration and GraniteSpeech stale device override are distinct CI/test issues." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template default sampling rate and batched video output shape are different processor bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import failure for Qwen2_5_VLForConditionalGeneration is unrelated to DeepSeek-Coder detokenization regression." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures and from_config(dtype=...) leaving config.dtype stale are different from_pretrained/from_config issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error and Llama4Config pad_token_id error are similar in shape but not the same model or fix." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save_pretrained/tokenization failures are different tokenizer bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP class structural changes." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "mm_token_type_ids defaulting and Gemma4 quantized embedder dtype-cast failures are different multimodal issues." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is not the same as a stale paged-generate warning for num_return_sequences." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "The Gemma4 mm_token_type_ids bug is distinct from the quantized vision/audio embedder dtype-casting issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:44995", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43653", + "issue:44206|issue:45584", + "issue:37428|issue:43425", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:44995|issue:46858", + "issue:43335|issue:43504", + "issue:43611|issue:44466", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:44448|issue:44743" + ], + "prepared_review_unit_hash": "fd52c573f2fb10369bf6dd5e9ae199cdd9e7f824d3243bd232287dfcfd53719d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37113, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate group: the items span unrelated issues across model configs, cache behavior, docs, CI, import errors, and device/runtime failures. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: Perceiver non-default-resolution inference failure vs RT-DETR memory release on deletion." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: DAC latent reconstruction mismatch vs GraniteSpeech CI device override test." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated models and failures: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA crash." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal issues: Gemma 4 text-only mm_token_type_ids defaulting vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both GPU-related, but different model/runtime failures on different hardware and code paths (Qwen3 auto-mapping assert vs FP8 on B200)." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both import-utils related, but distinct missing symbols and breakages; not the same underlying bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different logic: DAC forward/latent mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different model subsystems: OmDet-Turbo preprocessing size mismatch vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both docs-related, but one is obsolete pipeline docs and the other is return_all_scores wording/behavior; not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different problems: CPU-offload device mismatch in bark-small vs qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different model failures: float16 CUDA crash vs D-FINE auxiliary-loss behavior when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different components: SwitchTransformers config bug vs BigBirdTokenizer special-token decode bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported center arg in LasrFeatureExtractor vs Whisper empty transcription after token alignment." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a flash-attention import failure, the other Torch 2.10 compatibility; related theme, not the same concrete bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both label-handling issues, but different functions and symptoms: metric gathering vs BeitFast label reduction." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different failures: stale config dtype after from_config vs TimesFM window_size attribute error." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different architecture issues: composite Qwen 3.5/3.6 from_config unwrapping vs CLIP text model structural inconsistency." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 tests vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch vs MacOS bus error in community CLIP model; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory leak." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both cache-related, but one is max_cache_length semantics and the other is device-tensor seq length breaking slice arithmetic." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Different cache bugs: stale indexer cache in GlmMoeDsa vs device-tensor seq length in _prefill." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model paths: SwitchTransformers sparse-layer config bug vs BeitSemanticSegmentation legacy field load failure." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Different regressions: base_model_prefix loading break vs inconsistent lm_head.weight serialization." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different issues: Python 3.13 IndentationError in DebertaV2Model vs qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: Bamba torch.compile/SDPA failure vs GraniteSpeech stale device override CI test." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import/dependency failures: flash_attn KeyError vs Windows ROCm torch.distributed issue." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated model bugs: SwitchTransformers sparse-layer creation vs qwen3_omni_moe feature length helper." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config bug vs GraniteSpeech CI test flake." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but different missing symbols and different causes; not mergeable as one fix." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different models and semantics: sparse-layer config bug vs D-FINE auxiliary-loss omission." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behavior bugs: Pegasus v4/v5 output drift vs qwen3 modular recurrent-state reset." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:43278|issue:43825", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:43819|issue:44493", + "issue:46431|issue:46566", + "issue:28218|issue:32090", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44448|issue:44779", + "issue:44206|issue:45823", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:44617|issue:46697", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:45593|issue:47000", + "issue:44857|issue:45072", + "issue:27957|issue:34689" + ], + "prepared_review_unit_hash": "63788162326ec022a8d617817543401539e3f716ae3f3f894469cb0da48170fd", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36095, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form a single duplicate set. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (45310/45478); the rest are different bugs or documentation/runtime issues in unrelated code paths.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the earliest report of the only exact duplicate pair, and it describes the same Qwen3.5 MoE `from_pretrained` failure as 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best issue candidate because it is the clearest representative of the only true duplicate pair; however, the broader cluster is too mixed for one issue to represent it well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Both mention evaluation/chat-related errors, but they are different bugs in different APIs and code paths." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat/template handling, but one is a crash on assistant tool-call messages and the other is a `continue_final_message` tokenizer behavior issue." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated problems: model loading for Llama 3.2 Vision vs embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different issues: local-path import warning vs failing to load a specific model in tests." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same subsystem, but different concrete failures: batched padding crash vs incorrect assistant masks for multimodal inputs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different attention/model-offload bugs in separate code paths." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Clarity of a LayoutLMv3 error message is unrelated to a Trainer broadcast TypeError." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors are unrelated to a BeitImageProcessorFast `reduce_labels` bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime failures: CPU offload device mismatch vs float16 AMP crash." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: DAC latent consistency vs unexpected position-id keys in model loading." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template error is unrelated to DiffusionGemma staying on meta with `device_map=auto`." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug is unrelated to Trainer GPU broadcast failure." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same model-loading regression with identical title and symptom (`transformers>=5.4.0`, Qwen3.5 MoE `from_pretrained` error)." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs issues are unrelated to position-id key warnings." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading bug is unrelated to a stale CI device-override test." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Both are subtle runtime bugs, but they affect different functions and models; not the same underlying defect." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 regressions, but they concern different models and different tokenizer/model behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor arg and device-mismatch during forward are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume iterator failure is not the same bug as FineWeb training not starting." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA collapse after vocab extension is unrelated to the category-count runtime error." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking from protobuf handling is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS bus error in CLIP loading are different failures." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path slash warning is unrelated to an OOM during tensor-parallel loading." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the Qwen3 Omni MoE helper behavior." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection-loss issues, but they describe different failure modes and likely different fixes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Float16 AMP crash and bfloat16 inference dtype mismatch are different code paths and symptoms." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention support and Llama 3.2 Vision model loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45310/45478 is the only exact title duplicate, and the rest of the pairwise verdicts are conservative given the available evidence. No overstatement stands out, and the cluster-wide conclusion that the set is heterogeneous is supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:38175|issue:44493", + "issue:44464|issue:46424", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:29870|issue:33290", + "issue:43257|issue:43299", + "issue:37428|issue:42175", + "issue:44448|issue:44977", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:44360|issue:44561", + "issue:32090|issue:33290", + "issue:45290|issue:46655", + "issue:43927|issue:45698", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:43381|issue:43701", + "issue:43873|issue:45229", + "issue:46421|issue:46858", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:44871|issue:44977", + "issue:43976|issue:45440", + "issue:29127|issue:34567", + "issue:33357|issue:39692" + ], + "prepared_review_unit_hash": "31910fbe495141130a0c3c4aaf4cef41966ef4b938095e9bf52a295536ff5f25", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37005, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad theme words (generation, cache, loading, training, vision) but not the same concrete failure mode. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the strongest representative because it has the most discussion/inbound references and a concrete, reproducible bug report, though the overall cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue representative due to its activity level, references, and clearly scoped technical problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Both involve model output anomalies, but one is a SigLIP2 zero-probability issue and the other is a position-id/key mismatch; different bugs and code paths." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "One is about chunked generation inconsistencies with compiled forward, the other about cache length handling for quantized cache; related area, different defect." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization after resize are unrelated failures in different subsystems." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "A BART generate() UnboundLocalError is not the same as a Trainer broadcast TypeError; different stack traces and causes." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel runtime issue and torch.jit GeneratorExp export failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is a different problem from undefined variables in multimodal token counting." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different multimodal/template failures." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation-time decoder mask error does not match an Adafactor/deepspeed OOM." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is loading/conversion with accelerate+deepspeed and the other is a version regression for Qwen3VL MoE loading; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention import and missing TensorFlow backend packaging are completely unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure do not share the same code-path." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Dtype change in evaluation and gradient checkpointing in eval mode are distinct behaviors." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import parsing failure from a decorator/comment issue is not the same as a missing decorator registration error in Qwen3.5 kernels." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType GPU broadcast during Trainer and deepspeed Adafactor OOM are different failures." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call handling and SmolVLM video padding calculation are separate multimodal bugs." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior, but one loses custom token IDs in config and the other loads the wrong custom module; different underlying issues." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across models and return_tensors being ignored are unrelated API bugs." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image dataset finetuning and BEiT label reduction are different processor/training issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are not the same concrete problem." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading behavior are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading misbehavior and Gemma4 multi-GPU OOM are both memory-related but clearly distinct bugs." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Lazy cache initialization causing recompilation and get_seq_length returning a device tensor are different cache/compile bugs." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to a Trainer broadcast TypeError." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different-output regression and lm_head.weight serialization inconsistency are separate model-state issues." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE divergence are different classes of problem." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error for a community CLIP model and SigLIP2 doc-example errors are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43278|issue:43575", 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"item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "No true duplicate cluster here: the soft matches are mostly superficial title similarity across unrelated bugs, regressions, and model-specific issues. I would not merge any of these pairs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: embedding dtype drift in eval vs tensor-parallel OOM when loading Qwen2-57B." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Unrelated: missing `is_torch_fx_available` import for trust_remote_code models vs DeepSeek tokenizer output regression." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer failures on different models/codepaths; no shared underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior vs Gemma3 NaNs from sliding-window attention; separate bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are GPU-related, but one is a cuda assert under auto device mapping and the other is a multi-GPU OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression vs a stale warning in paged generate(); not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different codepaths: flash_attention `s_aux=None` crash vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare `except` swallowing errors." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Model loading via `base_model_prefix` is unrelated to rope-config JSON list handling." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate-time unbound variable vs Llama 3.2 Vision model loading break; different failures." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Failing FA2 tests and void-segmentation-map processing are separate issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs Qwen recurrent-state reset; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported `center` arg in LasrFeatureExtractor vs video-input regression in Qwen vision models." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model-implementation mismatches in different architectures; not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token bug vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are distinct quantization issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization bugs." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to gradient checkpointing being invalid in eval mode." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3 dummy Conv2d cleanup and Siglip2 wrong outputs are different bugs in different models." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "NaN embeddings bug vs FA2 long-context performance regression; not the same issue." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer in Sam3PixelDecoder and RT-DETR memory not released are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization in `post_init` are separate problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error and stale warning emission are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export issues for Gemma3n are unrelated to flash_attention crashes on sink-less models." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import error from mistral_common is unrelated to flash_attention `s_aux=None` handling." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking from protobuf handling is unrelated to leftover dummy classes in `dummy_pt_objects.py`." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45588", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:43526|issue:47217", + "issue:43575|issue:44387", + "issue:45406|issue:46701", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:45372|issue:45406", + "issue:45412|issue:46369", + "issue:44442|issue:45072", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43526|issue:45834", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44743|issue:44811" + ], + "prepared_review_unit_hash": "e17b3d055dc6c35888131137c09329182b177dcee3e57d5e348c8348ac1526dc", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35619, + "estimated_input_tokens": 8905, + "estimated_eval_tokens": 18066 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate: most pairs share only a broad subsystem label (Qwen, tokenizer, Flash Attention, memory/OOM) but describe different failure modes, code paths, or model families.", + "confidence": 0.96, + "canonical_issue_reason": "If a single issue must anchor the set, issue 46693 is the clearest, most specific report with strong discussion activity; however, the items are too heterogeneous to treat it as a real duplicate canonical for the group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 has the strongest standalone signal: a concrete Flash Attention regression, an explicit version boundary, and substantial engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Different bugs: one is a BeitImageProcessorFast label-reduction bug, the other is a VL image-placeholder parsing failure." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes differ: tensor-parallel load OOM vs int4 quantization memory regression." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor init failure is unrelated to a DiffusionGemma generation/pipeline output bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both are tokenizer-related, but one is about decoder type selection in v5 and the other about AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated failures: bad/nonsensical SigLIP2 outputs versus RT-DETR memory not being released." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizersBackend post-processor updates and Gemma3 NaN embeddings are different code paths and symptoms." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "ImportError from mistral_common and missing _tokenizer on Gemma4Processor are different loading issues." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both involve memory, but one is a GC/memory-release leak and the other is a model load/runtime overflow." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatch warnings are unrelated failures." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "An import dependency break is not the same as protobuf-related tokenizer error masking." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Different subsystems: Flash Attention integration vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label handling and Kosmos2.5 long-OCR index errors are not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed is unrelated to a model-loading regression for Llama 3.2 Vision Instruct." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in optimizer state handling is not the same as embedding reinitialization after resize." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing export/import of Qwen2.5-VL class is unrelated to a generic dependency issue with transformers." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in an image processor is unrelated to a Flash Attention long-context performance regression." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss and sink-less Flash Attention AttributeError are different failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL loading and sliding_window behavior in Qwen3-MoE are separate issues." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are vague Flash Attention titles, but there is no evidence they refer to the same concrete bug or code path." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 bad outputs and sam3-litetext memory overflow are unrelated model-specific problems." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different behaviors with different causes." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash Attention sink handling and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation on JSON-loaded lists and a missing decorator for apply_rotary_pos_emb are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one crashes on batched chat template padding=False while the other has wrong video vision_position_ids." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model init breakage in Transformers 5.0 and PatchTSMixer post_init restrictions are not the same issue." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation problems and a category-count runtime limit are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3 modular recurrent-state reset and Whisper batch_decode token skipping 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": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "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:44898", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:45003|issue:45440", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:45325|issue:46697", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:44442|issue:45803", + "issue:43575|issue:43742", + "issue:43232|issue:43388" + ], + "prepared_review_unit_hash": "8ff7c2ac8d017792403e83349596950162e671edb353a6b99553d3ff7af1dcde", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35993, + "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 mix of unrelated issues; none of the soft pairs look like true duplicates or the same concrete change. No PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43873 is the broadest and most active open bug in the set, so it is the best anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable standalone issue here because it is open, well-discussed, and describes a concrete user-facing failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different model bugs: CLIPVisionModel hidden_states regression vs Qwen3_5Moe CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated failures: FastSpeech2Conformer tokenizer loading vs Perceiver image classification with non-default resolution." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different code paths: audio chat-template sampling rate vs LasrFeatureExtractor passing an unsupported arg." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "One is a local-path import warning; the other is recurrent state reset with cache in Qwen3.5 modular code." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate vs tokenizer loading failure are unrelated bugs." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask initialization are different issues." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing import_utils helper symbol; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSTMixer post_init deprecation and Qwen video-input regression affect different models and code paths." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing pipeline() after removals." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are different config bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg collision and list_repo_files revision forwarding are 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"right": "issue:43701", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and resume_from_checkpoint key mismatch do not share the same code path." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and FuyuBatchFeature exception handling are unrelated bugs." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label dropping are different training/inference paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + 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The soft-similarity pairs mostly share only broad subsystem language, not the same concrete bug or code path, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical duplicate stands out because the issues are unrelated. If one representative must be chosen, issue 44521 is the strongest candidate because it has the most activity and a concrete multimodal regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best representative issue: it is specific, actively discussed, and has the clearest reproducible symptom among an otherwise unrelated set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: FlashAttention support for XLMRoberta vs a Trainer broadcast TypeError." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a CLIPVision hidden_states regression; the other is a general ModelOutput None-key assignment bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated problems." + }, + { + "left": 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"issue:22355", + "accept": false, + "reason": "A model_max_length question and a missing transformers.onnx import are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both mention v5 behavior, but one is custom processor/tokenizer regression while the other is a pipeline error-message issue." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal, but one is assistant_masks being zeroed and the other is failure on an image placeholder in user text; not the same bug." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels version/revision import failure are different dependency issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Config API inconsistency is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload persistence are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation and non-persistent buffer junk are not the same underlying change." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency and chunked-prefill recompilation are related at a high level but not the same concrete defect." + }, + { + "left": "issue:43452", + "right": 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"issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: evaluation metric label dropping vs auxiliary loss normalization." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is unrelated to VL image-placeholder failures." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing issue is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and PEFT version pin mismatch are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() UnboundLocalError and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline() is not 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+ "issue:44617|issue:45584", + "issue:44077|issue:44877", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:43673|issue:46421", + "issue:43335|issue:44190", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:45381|issue:46655", + "issue:45588|issue:47013", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44464|issue:45563" + ], + "prepared_review_unit_hash": "b3447b630f43831b96dd66877556a194b6d3fb30b3a119aaf56373eb90729f4e", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35585, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links connect unrelated issues across generation, model loading, vision preprocessing, config, cache, and CI. I don\u2019t see any true duplicate pair here.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue stands out; the items are not duplicates and span unrelated bug reports, so there is no single issue that can safely represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping: none of these issues is a clear anchor for the others because the linked items do not share the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code/cache handling, but one is a local leaf-directory cache collision and the other is a FileNotFoundError when loading from cache; different failure modes and code paths." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count overflow and device-tensor seq_length arithmetic are unrelated bugs." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype casting/mismatches, but they affect different models and different quantized vision paths; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer construction with num_sparse_encoder_layers=0 is unrelated to a Python 3.13 torch.jit script parsing error." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are different subsystems and failure types." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to XLMRoberta with Flash Attention 2." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weight warnings are different model-loading/config issues." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init in patchtsmixer and strict config rejection for granite_speech are not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both concern training loss, but one is a missing load-balancing loss term and the other is a double-shift bug in Florence2; different code paths." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate stale warning and Whisper empty transcription are unrelated generation issues." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Wrong video vision_position_ids in Qwen2.5-VL is unrelated to Sam3-litetext memory overflow." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and local dataset loading in an example script are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow are different problems." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B chat crashes." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked prefill/cache, but one is missing cache in GenerationMixin and the other is spurious recompilation from lazy init; not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config bug and local dataset loading issue are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash loading in unit tests and janus image-generation test failure are distinct issues." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different model/preprocessing bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen models is unrelated to KV-cache continuation tensor indexing in transformers serve." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video/image preprocessing, but they affect different models and different bugs: wrong position ids vs incorrect padding calculation." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash attention s_aux=None AttributeError and xLSTM bare-tensor unpacking are unrelated runtime bugs." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "CUDA OOM in Sam3Video and memory overflow in sam3-litetext are both memory-related but not the same underlying issue." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "processor.tokenizer/images regression and gemma4 resize_token_embeddings not updating embed/output embeddings are different API bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to loading a local dataset in the image-classification script." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary and incorrect visual encoder keys on save_pretrained are different persistence/model-state bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and a stale paged-generate warning are different generation issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46506", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47217" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:25251|issue:29870", + "issue:44112|issue:45600", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:43854|issue:44964", + "issue:44938|issue:45542", + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:43526|issue:46697", + "issue:43673|issue:46858", + "issue:44964|issue:45600", + "issue:44737|issue:45803", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44496|issue:47217", + "issue:32090|issue:35141", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:44295|issue:46506" + ], + "prepared_review_unit_hash": "5082622571621173a94ce1ee87ba71f87f2b6eac3bd9b1ac923b327cbd612adf", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35802, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issues spanning different models, loaders, processors, and CI failures. The only clear duplicate-like pair is the DeepSeek tokenizer regression; the rest are too different to merge as the same bug/change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most reference-heavy and active item, so it is the best representative issue in this set, though the overall cluster is too heterogeneous for a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5; 46489 is a model-specific instance of incorrect tokenization/output and references the same fix gap." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: Gemma4 resize_token_embeddings behavior vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are multimodal/serving issues, but one is Qwen3OmniMoe video processing and the other is KV-cache continuation tensor indexing in serve." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call/no-content handling and the other is empty-list IndexError; different edge cases and code paths." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated bugs: pipeline top_k nesting vs BART generate() decoder_attention_mask assignment error." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both involve CI, but the roots differ: stale GraniteSpeech device override test vs removed Sam3LiteText configs in auto_mappings." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both touch repository/file listing behavior, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files revision forwarding." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both concern config/model loading, but one is missing fields with trust_remote_code and the other is an unrecognized model due to missing model_type." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal template/model issues, but one is assistant_masks from apply_chat_template and the other is Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-load failures for different models; no shared concrete bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-related, but one is Python 3.14 loading and the other is TensorFlow backend detection with tensorboard-only installs." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown vs unsafe sys.modules access are related only loosely; not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and token-embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both image-processor bugs, but one is label reduction and the other is over-padding in Swin2SR." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache, but one is missing cache in v5.0 chunked_prefill and the other is a device-tensor seq_length issue in static cache/torch.compile." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model-loading failure vs stale auto_mappings references; different subsystems and fixes." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and Fuyu bare-except error handling are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Different CI/load failures with no shared underlying code path." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific backend-packaging bug vs vague dependency issue; not the same concrete problem." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config loading issue vs VL image-placeholder handling in user text." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error and embedding resize reinitialization are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache path collision and missing import_utils helper are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are distinct issues." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing specific Qwen2.5-VL image processor export vs missing top-level AutoImageProcessor import; different symbols and causes." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but for unrelated missing symbols in different modules." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration vs Qwen3.5 save_pretrained regression are different model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer reading error and CPU/CUDA result differences in PPDocLayoutV3 are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft edge, 44779/46489, is well supported by the titles\u2019 shared DeepSeek tokenizer regression. The rejected pairs are mostly justified by clearly different titles/subsystems, and the representative-issue choice is reasonable given the reference/activity counts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:46932", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:46082|issue:46121", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:43582|issue:46932", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:43901|issue:47217", + "issue:43299|issue:45216", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43295|issue:44779", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "db8f8ef1f70f8b00c324305bce755c908c3ab1878138a4e189f959b8811435bf", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36832, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous transformer bugs and docs/runtime regressions. I found no pair that clearly meets the bar for duplicate acceptance; the closest matches are only same-subsystem, not same underlying bug.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the clearest, most concrete regression in the set and a strong representative of high-impact multimodal API breakage, even though the overall cluster is not a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions: processor/tokenizer multimodal access vs embedding resize behavior." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Unrelated topics: video-classification processor lookup vs notebook syntax error." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache wording, but one is GenerationMixin chunked prefill and the other is quantized-cache max length handling." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config validations: Llama head_dim vs rope validation list typing." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated: qwen3_omni_moe helper length calculation vs CPU/CUDA output divergence." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: unrecognized model loading vs PIL image processor torchvision dependency." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache bug vs ANSI formatting in loading_report; no shared code-path." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are environment/dependency related, but one is Python version support and the other is loading a specific model." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs wording issue vs model-loading error; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedder casting are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same subsystem (flex_attention) but different failures: compiled flex attention on torch>=2.9 vs incorrect version check for AuxRequest import." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different Ministral failures: save_pretrained/quantization vs FlashAttention runtime." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Non-informative data request vs audio feature extraction bug; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Different dependency issues: Python support vs generic transformers dependency problem." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max-length handling." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific Ministral-3 failure and the other is a generic s_aux=None AttributeError; not enough evidence of the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import/export problems affecting different symbols." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Separate multimodal config bugs in different models and fields." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not the same underlying defect." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription bug are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs mismatch vs VL image-placeholder parsing failure; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen model loading regression and checkpoint save regression are different code paths." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer backend language-state bug vs thread-safety regression; different issues." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch is_last logic vs memory overflow in sam3-litetext are unrelated." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds error is unrelated to empty chat-template input IndexError." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor/tokenizer image handling and the other is Deepseek tokenization correctness." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs PEFT minimum-version bump; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:43644|issue:47145", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:44462|issue:45081", + "issue:43931|issue:47145", + "issue:43299|issue:43854", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44336|issue:46851", + "issue:45081|issue:45907", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "de53889a9ac4c53f3e1485658fbedbbea6baf1a1d138993f4b655293e19e554f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35414, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft pairs are mostly superficial similarities across unrelated bugs. I found no safe duplicate merges among the candidates; the strongest issues are concrete regressions, but they live in different code paths/models.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45812 is the strongest anchor: clear regression, explicit symptom, broad impact across Granite models, and a crisp, reproducible tokenizer failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best global representative for triage because it is specific, high-signal, and easier to route than the more doc-oriented or vague reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a SigLIP2 example with model/processor and quantization failures; the other is a TextClassificationPipeline API docs mismatch. Different artifacts and failure modes." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer bug vs a nonspecific 'ADD THE DATA' issue; no shared code path or concrete overlap." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both are model-config/runtime regressions, but one is dtype propagation on load and the other is incorrect save_pretrained serialization for Qwen3.5. Different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a tie_word_embeddings warning during Qwen LoRA fine-tuning." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug vs remote_code breakage across recent versions; too broad and unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Importing HybridCache is a specific symbol export issue; the other is a broad post-upgrade import regression. Not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support problem vs an unreleased PEFT minimum-version bump. Different dependency issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and symptoms; not enough evidence of one underlying defect." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible-cost-matrix failures." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "One is save_pretrained tied-weights serialization behavior, the other is resize_token_embeddings not updating Gemma4 embeddings. Distinct code paths." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token decode bug vs D-FINE auxiliary-loss logic. No plausible common root cause." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation for head_dim is unrelated to a missing decorator registration crash in apply_rotary_pos_emb." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen multimodal regressions, but one is model loading and the other is checkpoint serialization of visual encoder keys. Different concrete failures." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both touch config objects, but one is constructor validation and the other is stale dtype metadata after from_config. Not duplicates." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Processor lookup in video-classification is unrelated to Gemma4 PLE device placement during forward." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk fill and missing FP8 weight_scale application are both v5-ish state issues, but they are separate mechanisms and not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "The left issue has no meaningful technical content; the right is an FP8 inference failure on B200. No overlap." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating is unrelated to Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading paths and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Docs about return_all_scores do not match an FP8 compressed-tensors weight_scale loading corruption bug." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading issues, but they concern different models and different underlying failures; too broad to merge." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to TensorBoard/TensorFlow backend installation errors." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights argument mismatch. Different layers of the stack." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention s_aux=None crash and RTDetrLoss infeasible cost matrix are separate runtime failures with no shared code path." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI formatting in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patching crash vs forwarding a revision argument in list_repo_files. Different APIs and bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig defaulting None values and Llama4Config missing pad_token_id are distinct config-class issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45103", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:44623|issue:44749", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:43873|issue:47145", + "issue:45859|issue:46851", + "issue:44246|issue:47217", + "issue:45103|issue:45372", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:47176|issue:47177", + "issue:44671|issue:44779", + "issue:45600|issue:45712", + "issue:43901|issue:44246", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:44188|issue:44336", + "issue:44186|issue:47000", + "issue:44336|issue:44373", + "issue:43575|issue:47145", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:43824|issue:43976", + "issue:44987|issue:45542", + "issue:43723|issue:44162", + "issue:42796|issue:43441" + ], + "prepared_review_unit_hash": "3c718f96956cbbdb5fd3f12565a2977bb5358d658ad04d74fbe17896bbf2f69f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34956, + "estimated_input_tokens": 8739, + "estimated_eval_tokens": 17734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans unrelated bugs in loading, tokenization, quantization/offload, deepspeed, docs, and security. None of the soft pairs look like the same underlying defect, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a good canonical target because the set does not form one coherent duplicate cluster; the items cover many unrelated subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is globally suitable as the cluster representative for deduplication, since there is no dominant shared bug theme across the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: missing processor save artifacts vs a preprocessing slowdown regression." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one is a save failure and the other is a load/offload mismatch; not the same code-path bug." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: FlashAttention regression vs OCR long-input index error." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer, but one is OOM from Adafactor and the other is double optimizer stepping." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated components and symptoms: MLA layernorm config precision issue vs torch.split return-value handling." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Related broad area, but not the same bug: general quantized offload behavior vs missing weight_scale application for FP8 frozen checkpoints." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but different failures: CPU offload incompatibility vs variable-length position_ids behavior." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "No overlap in failure mode: import-time slowness vs vision-language placeholder handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different root causes: auto-docstring crash with future annotations vs Gemma processor import error." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save artifacts missing is distinct from Gemma-4 Zero3 from_pretrained loading failure." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backends issue and Python version support issue are unrelated." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but they are different vulnerabilities with different attack surfaces and fixes." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models/code paths: CamemBERT MLM vs DeepSeek tokenizer." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Repository hygiene/CI problems, but not the same defect: stale auto-mapping references vs leftover dummy classes." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch in a pipeline vs intermittent import slowness; no shared underlying bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading issues, but they involve different models and different missing-field symptoms." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different regressions in different code paths: generation cache during chunked prefill vs CLIP hidden_states output." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Completely unrelated: torch.compile attention-kernel branching vs ANSI codes in loading report." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer/padding crash and RTDetr loss infeasible matrix are distinct bugs in different subsystems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Minor cleanup issues, but unrelated: terminal color codes vs wrong docstring." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Both mention loading/quantization, but one is tensor-parallel OOM and the other is FP8 scale application." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward failure are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both concern missing config fields, but the generic remote-code config issue is not clearly the same as the Llama4 pad_token_id attribute bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a specific class is unrelated to Python version support." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Different loading failures: model-specific failure in transformers>=5.1.0 vs missing TensorFlow backend installation." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading issue and ESM2 breakage are different model-specific bugs." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:44295|issue:45397", + "issue:45072|issue:46829", + "issue:45561|issue:45563", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:36246|issue:42757" + ], + "prepared_review_unit_hash": "942114c3c6d9ec488d331972e4084789d92c119c0b07fc628a56f97da0da7448", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35967, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues span many unrelated transformers bugs; none of the soft pairs look like true duplicates or safely mergeable PR-equivalents. The closest recurring theme is Qwen3/Qwen3.5 regression reports, but the actual failure modes differ.", + "confidence": 0.83, + "canonical_issue_reason": "issue:46851 is the most concrete and broadly representative of the repeated Qwen3.5 regression theme, with multiple nearby soft-similarity links around position_ids/variable-length behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46851 is the strongest single issue to anchor the cluster if one must be chosen: it is user-facing, specific, and sits in the densest Qwen3.5-related subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: FP8 storage lookup corruption vs Qwen3.5 chat loading crash." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen vision/language regressions, but one is Qwen2.5-VL RoPE scaling and the other is Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch is unrelated to Gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized model config are not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen3-family internals, but feat-length calculation in Qwen3OmniMoe is distinct from Qwen3.5 position_ids handling." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and FP8 frozen-checkpoint weight_scale omission are separate model-loading problems." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel import dependency requirements vs a Qwen3.5 decorator/registration crash are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor and Python version incompatibility are not the same underlying issue." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers nn import failure is unrelated to the TensorFlow backend/tensorboard issue." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Incorrect video padding math is distinct from missing-vision-backend processor resolution." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is use_kernels registration/decorator failure and the other is variable-length position_ids; not mergeable as one fix." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL image-placeholder parsing failure." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access safety." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError and empty apply_chat_template input are different failure modes." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotations crash and Qwen3.5 apply_rotary_pos_emb registration are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a registered buffer error does not match Gemma-4 zero3 loading." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference is unrelated to returning the wrong hidden_states tensor." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and a stale generate() warning are separate testing/generation issues." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code emission in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import takes long sometimes and Gemma eos_token_id mismatch are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is not the same as Qwen3.5 chat crashes." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention s_aux=None crash and variable-length position_ids are different Qwen3.5 issues." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Version-compatibility for a LoRA checkpoint and Qwen3VL MoE loading are not the same concrete failure." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access safety and TimesFM window_size AttributeError do not share a concrete code path." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "MoE load-balancing loss omission and D-FINE auxiliary-loss behavior are distinct model-training bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are not the same issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import failure is unrelated to huggingface_hub.is_offline_mode import 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": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46897", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:46726|issue:47217", + "issue:41950|issue:44220", + "issue:43257|issue:45137", + "issue:43540|issue:46655", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44295|issue:44749", + "issue:44479|issue:46655", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:44162|issue:45200", + "issue:45137|issue:45600", + "issue:43295|issue:45292", + "issue:45003|issue:45561", + "issue:36246|issue:43596", + "issue:44466|issue:45335", + "issue:43475|issue:46369", + "issue:44038|issue:46506", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "858274ae4eae553b9134d5f7b089e5584c25e85c2c304d8902f4f91214d6dde3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36104, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items cover unrelated bugs across models, configs, tokenizers, video pipelines, DeepSpeed, and tests. None of the soft pairs look like the same underlying issue, so they should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this set; the items are unrelated enough that collapsing them would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue exists for this cluster because it is not a coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings behavior are different code paths and different bugs." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules with unrelated causes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline option is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend handling is not the same as VL failures when the image placeholder is in user text." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and _torch_extract_fbank_features are unrelated processing failures." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque/indexing failure." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "These are different video-processing bugs in different models with different symptoms." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "One is strict-dropping a missing config field; the other is failing to unwrap text_config in composite multimodal configs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer access error is unrelated to a performance regression during filtering." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video, but they affect different models and likely different defects." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in rotary embedding is not the same as a missing-decorator kernel registration crash." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "resize_token_embeddings behavior and RTDetrLoss infeasible cost-matrix failures are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific issues." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "A ZeRO3 deque/index error is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Custom processor/tokenizer regression is not the same bug as output_embeddings not updating after resize." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and an xdist race in captured_info.txt are different problems." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "These are separate failures: an import error versus a Zero3 init/BertModel index error." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Weight serialization inconsistency and decoder.embed_tokens not updating on resize are related only broadly, not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video encoder attribute loss and sam3-litetext memory overflow are different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in save_pretrained is a different issue from AutoProcessor failing to recognize an image processor." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config handling, but they concern different models and distinct config-loading failures." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss gating and an AMP/CUDA loss crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is not the same as Florence2's training-loss double-shift bug." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A model-loading regression and protobuf-specific tokenizer error masking are different issues." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLFlow reporting after failed jobs do not share a code path." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention 2.0 unsupported error is not the same as a generic Flash Attention 2.0 topic." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46832", + "issue:46851", + "issue:46894", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:44479|issue:46170", + "issue:43526|issue:46894", + "issue:42199|issue:46851", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43723|issue:46710", + "issue:46170|issue:46832", + "issue:44188|issue:46202", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:45987|issue:46082", + "issue:44995|issue:45588", + "issue:44361|issue:44749", + "issue:45685|issue:46431", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "3eb6cf549901fd7281f0477df8f72cba27bc824c286452d4471d1735fdd496bd", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36225, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated closed issues spanning tokenizers, vision models, Qwen/Gemma, RT-DETR, and runtime/config regressions. None of the soft pairs appear to describe the same underlying bug or change, so they should all stay separate.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 44479 is the broadest, most user-facing regression in the set: it affects multiple model families and clearly describes a concrete v5.3.0 breakage, making it the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest canonical candidate because it is broad, specific, and regression-oriented; the other issues are more model-specific or narrower in scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Both are regressions, but one is a video-input model bug and the other is a Windows/ROCm import dependency problem; different code paths and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a CohereASR training loss double-shift issue. Same general ML area, but not the same bug." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class error is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained loading and deepspeed optimizer stepping are different failures in different subsystems." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance are unrelated config/validation issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode failure and ESM2 breakage are not the same tokenizer/model bug." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a tied-embeddings warning for Qwen3.5 fine-tuning; the other is a flash-attention generation failure. Different concrete problems." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and Windows ROCm torch.distributed import errors are separate compatibility issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder missing attribute and Qwen3OmniMoe video-processing ValueError are distinct model-specific bugs." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not released on deletion is unrelated to MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different failure modes with no shared code-path." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "AutoTokenizer loading in v5 and an accuracy regression after upgrade are not the same defect." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "A Windows/ROCm distributed import issue is unrelated to RTDetrModel.forward failing when feature levels exceed backbone outputs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile branching divergence in attention kernels and Gemma pipeline roundtrip failure are separate issues." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker loading warning are different SAM3 concerns." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch is a loading problem; the other is a tied-embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-embeddings warning and a stale num_return_sequences warning in paged generate() are unrelated warnings." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward in GlmMoeDsa is unrelated to Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change and FP8 frozen checkpoint weight_scale omission are different bugs in different components." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection in v5.3 and Gemma token roundtrip failure are not the same issue." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of a prior issue and a Gemma pipeline token roundtrip bug do not match." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to cache lazy initialization causing recompilation with chunked prefill." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss handling and deepspeed_sp_compute_loss host synchronization are separate training-path bugs." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache.get_seq_length returning a tensor and LlamaConfig head_dim validation are unrelated API/config issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and flash_attention s_aux=None crash affect different code paths." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrading Transformers are not the same defect." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram Int support error in moe code and missing chat template in apply_chat_template are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer_class mismatch on save_pretrained and processor.save_pretrained missing files are both save/load issues, but they are different artifacts and different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:43994|issue:46726", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:45561|issue:47217", + "issue:44188|issue:46851", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:45310|issue:45375", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:39692|issue:46726", + "issue:46463|issue:46877", + "issue:46877|issue:47000", + "issue:42994|issue:43525", + "issue:44869|issue:45356" + ], + "prepared_review_unit_hash": "ef24d590c8f4af927c1847acfa0cbd9724aeea93dda49ff6e6c8ef6dfdf168ea", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35244, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports across different models/features. The only strong duplicate-like pair is the Qwen3.5 MoE v5.4 `from_pretrained` regression tied to a missing config field; the rest should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45375 is the most useful anchor for the only likely duplicate pair: it states the concrete missing `deepstack_visual_indexes` field and points to the probable root cause, rather than only the symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45375 is the best representative issue in this set because it is specific, actionable, and likely describes the underlying cause of the Qwen3.5 MoE v5.4 loading failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems and failures: auto-docstring annotation handling vs static-cache slice arithmetic under torch.compile." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated problems: checkpoint key mismatch vs a slowdown after upgrading Transformers." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Different domains: data filtering slowdown vs DeepSpeed optimizer-step duplication." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Different model/pipeline bugs with no shared code path evidence." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both mention vision/image processing, but one is incorrect outputs and the other is a missing-backend error path." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission is unrelated to DeepSpeed optimizer stepping." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom-model init breakage is too broad; ESM2 regression is a separate model-specific issue." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS-token config mismatch is unrelated to AttentionInterface registration behavior changes." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention/Ministral failure is not the same bug as empty-list chat template indexing." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE Transformers v5.4 regression; one report exposes the concrete missing `deepstack_visual_indexes` root cause, the other reports the loading failure symptom." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring mismatch for `position_ids` is unrelated to Qwen3.5 variable-length input handling." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The generic bug report and the Gemma-4 ZeRO3 loading issue do not appear to share a concrete code path." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision encoder attribute error and TimesFM `window_size` attribute error are different model bugs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different bugs: missing `fpn_position_embeddings` vs `AutoConfig` returning incomplete fields with `trust_remote_code=True`." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file race is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different attention/caching issues in different models; not the same underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is a sync_gpus kwargs update bug and the other is missing cache state during chunked prefill." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and distinct code paths." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading is not the same as missing files from `processor.save_pretrained(...)`." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5 MoE v5.4 loading regression; the missing config field in 45375 plausibly explains the from_pretrained failure in 45310." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found import error is unrelated to a Sentence Transformers loading stall." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they point to different missing symbols and likely different API breakages." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc example errors are not the same as AutoProcessor's missing-vision-backend error reporting." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 decoder-input error messaging is unrelated to doc-lint diagnostics being printed at import time." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint output and RTDetrLoss infeasible-cost-matrix crash are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is not the same as `Llama4Config` missing `pad_token_id`." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper decode crash at trailing replacement character is a different tokenizer bug from Kimi-K2.5 codec handling." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "The two import errors do not share enough evidence to be the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example breakage and runtime missing-backend behavior are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted Qwen3.5 MoE pairs are well supported by the issue titles/descriptions, and the rejections are appropriately cautious rather than overstated. No PR mergeability concerns apply here because the packet contains issues only." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43704", + "issue:43723", + "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:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:43784|issue:46399", + "issue:44038|issue:45310", + "issue:42994|issue:43824", + "issue:44945|issue:45753", + "issue:45561|issue:47059", + "issue:44222|issue:45310", + "issue:44857|issue:46877", + "issue:44661|issue:47059", + "issue:45593|issue:46877", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42673|issue:43704", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568" + ], + "prepared_review_unit_hash": "8f309e428cd0e9f34985489db0fe1e6a83946ea10a9485cc9c157b57d69674ea", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36235, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated similarity matches. The only accepted soft edge is the exact duplicate VRAM-leak report pair: issue 42673 and issue 43704 share the same title and symptom. Both are closed, so the canonical choice should be based on earliest/report quality, not open-state assumptions.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 42673 is the better canonical issue because it is the earlier report and has the same title and symptom as 43704, making it the most likely original report for this bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42673 is the strongest global issue candidate: it is the earliest instance of the exact duplicate pair and has matching title/symptom coverage for the Qwen3ForCausalLM VRAM leak.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different failures: AutoTokenizer loading vs continue_final_message/mistral_common behavior." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Different problems: missing TensorFlow in a torch install versus remote-code model incompatibility with v5 meta initialization." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is a different code path from pipeline-parallel output corruption." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasible cost matrix are unrelated crashes." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different fixes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin and AutoImageProcessor import failures are distinct API/export regressions." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 rotary registration error are unrelated failures." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same model family, but different model variants and versions; not clearly the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and missing Qwen2_5_VLForConditionalGeneration import are separate issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output mismatch and Qwen3_5 image infinite loop are different symptoms and paths." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file race and Hugging Face CLI completion attribute error are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure is not the same as Qwen3.5 from_pretrained loading failure." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash and auto_docstring stdout logging are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer mapping logic and CLI completion attribute issues do not share the same bug." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary loss behavior is unrelated to auto_docstring diagnostics printing." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are different code paths." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are distinct problems." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma, but one is token roundtripping and the other is an image-text-to-text pipeline failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs syncing and janus image-generation test failure are not the same underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained/moe serialization issue." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These are the same reported bug: identical title and same Qwen3ForCausalLM VRAM-leak symptom." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend and missing image_utils import are unrelated package/API issues." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and DeepSpeed host synchronization are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and auto_docstring import-time diagnostics are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and image_utils import failure are not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition and pytest-xdist file race are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting failure and DeepSpeed OOM are separate training-time issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang and post_init embedding reinitialization are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer v5 regressions, but they concern different APIs and symptoms." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the anchor rationale overstates the packet. Issue 42673 is not open in the provided data; it is closed, as is 43704. The duplicate relationship itself is well supported because the titles are identical, but the justification should stay conservative and not add unsupported status/quality claims. The soft-edge verdicts are mostly conservative, but the incorrect state claim is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:27957|issue:30333", + "issue:42673|issue:47085", + "issue:44843|issue:47085", + "issue:43479|issue:44079", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:42222|issue:45200", + "issue:30333|issue:36331", + "issue:44734|issue:45103", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "d400953102972b9b06c24b9709883d55b4eb38986fb779344d24c8175502fc57", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36364, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a very heterogeneous cluster of unrelated issues (tokenizer regressions, multimodal model bugs, training/serving failures, docs, packaging/import errors). The soft pairs mostly share broad themes like \u201ctokenizer\u201d or \u201cimport error,\u201d but not the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items cover distinct models, APIs, and failure modes rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a representative duplicate target, because the cluster does not describe one underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different packaging problems: missing TensorFlow in a torch extra vs leftover dummy PT classes leaking into repo checks." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different bugs and models: Phi4MultimodalConfig default initialization vs VideoPrism hidden_states being assigned incorrectly." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "One is a specific add_special_tokens regression for mdeberta-v3-base; the other is a broad tokenizer thread-safety regression." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Save-time missing files vs from_pretrained load failure in a different model family; not the same code path." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is a tokenizer behavior bug, not the same issue as tokenizer thread safety." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings CI breakage from removed configs is unrelated to the CLI completion API break." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask logic and MaskGenerationPipeline partial-batch handling are separate bugs." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance-related, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 slowdown." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is wrong Granite token IDs." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer.from_pretrained v5 loading issue is distinct from the mdeberta special-tokens regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 config defaults and Whisper trailing-replacement-character decode crash are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is not the same as a documentation parameter-name mismatch." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Broken SigLIP2 example and broken DIA example are different documentation issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different root causes." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: a global v5 cleanup-behavior change vs Deepseek-specific incorrect tokenization." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and MLFlow reporting on failed training jobs are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in multiple dataloader threads is not the same as tokenizer thread-safety degradation." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline mode model_info() call in AutoTokenizer is unrelated to tokenizer thread safety." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization and ModelOutput key assignment are different subsystems and bugs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow job-status reporting and Llama 3.2 Vision model loading regression are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing processor method in GLM46V and meta-init incompatibility in InternVL2 are different multimodal model issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior change and processor.tokenizer/images regression are not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a registered buffer and deepspeed causing double optimizer steps are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v4\u2192v5 output changes, but one is tokenizer cleanup semantics and the other is Pegasus generation output drift." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma 4 token-type defaults are different model-specific bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow failure reporting is unrelated to the new compute_loss argument error in CustomTrainer." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash and auto_docstring AttributeError are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/setup failures." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config class metadata." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args not used is a runtime bug; the other is only a docs parameter-name mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46762", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44060|issue:45125", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44360|issue:46762", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:43504|issue:47059", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:44295|issue:44623", + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:44263|issue:44360", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:42831|issue:45310" + ], + "prepared_review_unit_hash": "cdbafb550934fe74fe7a7998ba71a1f7e0b1bb87e1a15d1b50cdfb3ea4e9dc83", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37295, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most soft pairs are false positives where titles share generic loading/tokenizer/config language but describe different bugs or changes. No pair looks like the same underlying issue with a mergeable common fix.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical representative because the set spans unrelated topics (tokenizers, configs, generation, FP8, CLI, docs, and model-specific regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global best candidate; the cluster is too mixed for one representative to cover the underlying problems without conflating distinct bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different bugs in different example scripts: multi-label classification vs local dataset loading." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config class mismatch and optimizer stepping twice are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and processor.save_pretrained missing files are unrelated code paths." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent image_utils import vs dummy class cleanup; different problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is distinct from processor serialization issues." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenization/loading, but one is BPE marker handling and the other is AutoTokenizer import/load failure." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different model bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and junk non-persistent buffers are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and attention registration behavior are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring error is not the same bug as a RoPE implementation discussion." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch and Qwen3.5 MoE from_pretrained failure are different failures." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor and missing is_offline_mode are distinct import regressions." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion vs Minimax attention numerical differences are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are different config issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained behavior and max_shard_size default are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation bug are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization-version differences and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy-field model loading and CLI completion breakage are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and quantized-embedder dtype casting are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return values in a DSA indexer and remote-code meta init incompatibility are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer return-value bug and docstring mismatch are not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading registered position_ids buffers and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus and cache_length honoring are different generation behaviors." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "sync_gpus generation kwargs and long OCR index errors are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and zero-probabilities in SigLIP2 are unrelated model issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is about split return values and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 video missing attribute and MoonshineStreaming off-by-one are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but one is sliding-window masking and the other is padding calculation; different fixes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy and Qwen3.5 MoE from_pretrained 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": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44279", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46664", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46369|issue:46909", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:43986|issue:46726", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:44964|issue:47059", + "issue:44829|issue:46002", + "issue:45381|issue:46305", + "issue:44483|issue:45406", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:39379|issue:46172", + "issue:22355|issue:28218", + "issue:44188|issue:44373", + "issue:46305|issue:46664", + "issue:44327|issue:47059", + "issue:43986|issue:47217", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:45381|issue:46909" + ], + "prepared_review_unit_hash": "0eeaa236dde7934e8080b4cb8206852aa39007e023b761ae257d1c97f9251a00", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36338, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous and does not form a coherent duplicate cluster. All soft-edge pairs appear to be different bugs or changes, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Import failure for transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load of quantized models, but they involve different model families and failure modes." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "These are both backend-missing AutoProcessor crashes, but for different model types and error paths." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue is not the same as a SequenceFeatureExtractor padding performance regression." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility is different from incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss is unrelated to the Qwen3-VL-Moe bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta-initialization compatibility." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing symbols from transformers; these are not the same import bug." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "A multimodal model load failure is unrelated to a huggingface_hub CLI completion breakage." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration is a different problem from NaNs after checkout/init." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and MoonshineStreaming mask off-by-one are different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A sam3 tracker/video type warning is not the same as text encoder weights not loading." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy issues are unrelated to a Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Incorrect mllama mask handling is unrelated to a deepseek-v4 transpose/dtype issue." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing module import is unrelated to tokenizer spacing after added tokens." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring." + }, + { + "left": "issue:46305", + "right": "issue:46664", + "accept": false, + "reason": "Sliding-window mask off-by-one is different from inconsistent num_frames semantics." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans kth-out-of-bounds is unrelated to a huggingface_hub CLI compatibility failure." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Missing torchvision crash on AutoProcessor is different from image-placeholder handling in user text." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 is unrelated to BOS/EOS token insertion regression in mdeberta-v3." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing huggingface_hub import is not the same as broad import errors after upgrade." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure is unrelated to quantized model saving failure." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type are different bugs." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta is unrelated to Sentence Transformers loading hangs." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Ministral BPE marker handling is not the same as cross-version tokenization drift." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3 model-type warning is unrelated to memory overflow in sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug is unrelated to a broken documentation example." + }, + { + "left": "issue:42831", + "right": "issue:46369", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to sam3-litetext memory overflow." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "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:45478", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:43576|issue:43784", + "issue:30990|issue:33357", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:42371|issue:44263", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:43756|issue:44060", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43329|issue:47059", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:46172|issue:46762", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44295", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:45216|issue:45478" + ], + "prepared_review_unit_hash": "924ae0c7d42a16a83d67584606f488b33aad927ea575c118418116b07805a36b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35735, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: tokenizer, multimodal, model-specific, CLI, and import/regression reports with no strong duplicate cluster. I found no soft edges that look like the same underlying bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45278 is the broadest, most cluster-like regression report (multiple import errors after a version upgrade), so it works best as a general anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most representative high-level regression in the group; the other issues are more specific to particular models, APIs, or failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Different model/input path vs documentation example; no shared bug or code change." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "One is custom model init breaking in v5, the other is NaNs after checkout/init; different failure modes." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access error and tokenizer config mismatch are unrelated bugs." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models is unrelated to pipeline-parallel generation output corruption." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage and a missing import in sentence-transformers are different code paths." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Stuck loading sentence-transformers and a MacOS bus error on CLIP are different issues." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure does not match multimodal model load failure." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version support issue is unrelated to pipeline-parallel incorrect output." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning has nothing to do with the DSA indexer split bug." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing export while the other is a broad upgrade regression." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Missing nn import in sentence-transformers and broken Sam3LiteText auto-mappings are separate import bugs." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer count issue and tied-weights warning are different GLM-5 problems." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save/pretrained dequantization failure is unrelated to invalid GenerationConfig." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling and AutoProcessor kwargs forwarding are different API bugs." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting bug is unrelated to the CLI completion attribute error." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mapping for Qwen3 tokenizer and failure to load a specific model are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug and multimodal assistant mask bug are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash-attention training degeneration are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are separate issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwarg forwarding and chat-template tool-call crash are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-v4 tensor op bug and Minimax attention numerical mismatch are different models/code paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue and tokenizer save metadata mismatch are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Version-dependent tokenization drift and continue_final_message handling are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer-related, but one is tokenization drift and the other is multimodal assistant mask generation." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and position_ids buffer read error do not share a concrete code path." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Wrong model class warning and missing fpn_position_embeddings attribute are distinct SAM3 video issues." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file handling in from_pretrained are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe are different failures." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and v5.4.0, but one is save_pretrained corruption and the other is from_pretrained failure; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44355", + 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"issue:43066|issue:44779", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:42673|issue:45072", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:42371|issue:43874" + ], + "prepared_review_unit_hash": "1d55ab959129dff404efc2ca10e0c314707996e009bef833460cddc71e5a878a", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35977, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are model-specific regressions, tokenizer bugs, import errors, or documentation issues. None of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: multiple import failures after upgrading from 4.57.0 to 5.5.0. It is the closest thing to a cluster representative, though the overall set is not a clean duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general, user-facing regression report among the issues and best captures the shared import-regression theme seen in a few nearby items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated problems: one is an example script returning empty labels, the other is a multimodal config default issue." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer families and different bugs: wrong offset mapping vs stale phonemizer backend state." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Separate missing-import regressions involving different packages and symbols." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training behavior is unrelated to the classification example script bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "One is a missing module import, the other is an unclear error message in LayoutLMv3 handling." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different runtime issues: dtype drift in evaluation versus wrong output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Unrelated environment/support issues: backend extras packaging vs Python 3.14 loading failure." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/multimodal bugs in different code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both are vision-related, but they concern different models and different failures." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence and pad performance regression are not the same bug." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter mismatch is unrelated to import-time docstring diagnostics on stdout." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but generation config validation and RoPE implementation are distinct problems." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization cleanup behavior in v5 is unrelated to phonemizer language cache state." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad upgrade regression report, but the former is a specific missing import; not the same concrete issue." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "API request validation and VL image-placeholder handling are different failures." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Different version-check bugs in different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but from_pretrained/load errors here are not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different symptom sets." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 Moe, but save_pretrained key handling and from_pretrained loading are different code paths." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to a docstring parameter-name mismatch." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "A config propagation bug is not the same as NaNs in classification heads." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage under dataloader threads and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification script behavior and SigLIP2 implementation mismatch are different bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length calculation is unrelated to the PyTorch version-check import bug." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor/model input-size mismatch is unrelated to a broken documentation example." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration guidance and a missing image-processor method are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44466", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46897", + "issue:46981", + 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"node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35906, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues. The soft edges reflect broad keyword overlap around v5/tokenizers/attention, but the underlying bugs and code paths are different, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43066 is the broadest, clearest v5 tokenizer regression in the set and best represents the tokenization/infrastructure side of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the most suitable single issue to anchor the cluster because it is general, concrete, and centrally about a v5 tokenizer regression rather than a model-specific one-off.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different training bugs: one is SGD arguments being ignored, the other is evaluate() failing after train(); no shared code-path or fix." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field regressions, but for different models and different fields (CLIP attentions vs VideoPrism hidden_states); not the same bug." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "AutoProcessor-related, but one is missing-vision-backend handling and the other is repeated 429 retries in from_pretrained; unrelated failures." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "A padding performance issue in SequenceFeatureExtractor versus a streaming pipeline regression; different subsystem and symptom." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is GPT-2 support and the other is an unspecified flash-attention bug; not the same concrete change." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight-loading omission and AutoProcessor cached_file kwargs forwarding are separate loading paths with different root causes." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression in v5 versus a DeepSeek accuracy regression after upgrade; different model behavior and likely different causes." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug versus pipeline() messaging about translation support; unrelated functionality." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation references to removed pipeline APIs versus a flex_attention import version check; docs and runtime guard are separate issues." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old remote-code checkpoints versus numerical differences in Minimax attention; not the same code-path." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both tokenizer-related, but one is a loading regression and the other is wrong offset_mapping for Qwen3; different bug classes." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-threaded inference versus tokenizer BPE marker handling; completely different subsystems." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache on second forward and Swin2SR over-padding images are unrelated model-specific bugs." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer versus Minimax attention numerical differences; no shared fix." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing during chunked prefill versus a numpy/list conversion inefficiency in padding; different issues entirely." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing model class versus repeated HTTP 429 retries in processor loading; unrelated failure modes." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer/FSDP/PEFT optimizer-state corruption versus generation cache handling in chunked prefill; training and generation paths differ." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Mllama masked-row handling and auxiliary-loss normalization are both model-internal, but they affect different components and fixes." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig in GLM-5 versus a stale warning in paged generate(); not the same defect." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Package version pin mismatch versus a PyTorch version check bug; different kinds of maintenance issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but GPT-2 scaling under SDPA/FlashAttention and Gemma4 bidirectional masking are different model behaviors." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage versus RTDetr loss infeasibility; unrelated vision model bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral-3 FlashAttention failure share only a vague model-bug framing, not a concrete code-path." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug versus flash_attention.py crashing on s_aux=None; unrelated code and symptom." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5/init/type-checking regressions, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model failures are unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "State serialization inconsistency for lm_head.weight versus NaNs in classification heads; different mechanisms and fixes." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and failure modes: mllama mask handling versus Florence2 double-shift training loss." + }, + { + "left": "issue:46640", + "right": "issue:46726", + "accept": false, + "reason": "General flash-attention issue versus AutoProcessor missing-backend error; only the word 'flash' is loosely related, not the bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:39401|issue:44779", + "issue:45071|issue:46512", + "issue:45071|issue:47059", + "issue:44704|issue:47110", + "issue:44829|issue:45216", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485" + ], + "prepared_review_unit_hash": "6950e666c91e58310b860c12b3bb63fb187253f7e5e34995f9c4b27aab06941c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36077, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like false positives: they share broad subsystems or release regressions, but not the same concrete bug/change.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is canonical for this set; the items span unrelated failures across tokenization, model loading, config handling, optimizer behavior, and testing utilities.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue had to be the broadest representative, issue:45071 is the closest because it describes a core PretrainedConfig regression, but it still does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: missing Qwen3Next projections in a layer vs a Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different failures and code paths: invalid GenerationConfig vs flash-attention generation behavior." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms (offset_mapping vs general tokenization output)." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is PretrainedConfig type-checking breakage; the other is dtype propagation leaving config stale." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Core config typing regression vs CLI completion incompatibility; unrelated bugs." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Different paths: AutoProcessor kwargs forwarding vs special_tokens list handling." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are distinct issues." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utility bug vs SequenceFeatureExtractor.pad performance problem; not the same change." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs missing torchvision crash during AutoProcessor loading." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and Mistral regex patch failure are different loading edge cases." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A minor testing_utils bug and an xdist race on captured_info.txt are separate problems." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models is unrelated to repeated 429 retries in AutoProcessor." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils fix are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading bugs: sam3_video/sam3_tracker warning vs MobileLLM key error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression across versions vs noisy logging message; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the set_training() doc parameter mismatch." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and unsupported BACKENDS_MAPPING backend are different backend/model issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA rms_norm_eps precision are unrelated numeric/config concerns." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping regression is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model config are separate loading/validation failures." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but they concern different models and implementations." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size discussion is unrelated to Qwen3.5 MoE loading errors." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import and a broader import-breakage report are not the same concrete issue." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 configuration guidance has nothing to do with trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3.5-MoE, but the reported failures are different layer/projection and from_pretrained error cases." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored and optimizer.step being called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different failures: missing layer_type_validation import vs _torch_extract_fbank_features behavior." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44483|issue:45464", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:44038|issue:44410", + "issue:38617|issue:42757" + ], + "prepared_review_unit_hash": "d9c9a6c76b3dbcdeedfd7ebcb496d8bf0c57a12d2c97fc903f364d8ed6fd657c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36927, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of Transformers/Hugging Face bug reports, mostly version regressions and model-specific failures. None of the suggested soft pairs look like the same underlying bug or a mergeable duplicate PR candidate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43097 is the strongest representative if one issue must be chosen: it is a concrete, version-wide regression with a specific removed API and clear breakage, making it more canonical than the narrower model- or subsystem-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the most actionable and self-contained report in the set, with a precise change/regression claim and broad impact across v5 users.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is about decoder type selection and the other about output differences from the same tokenizer; distinct failure modes and code paths." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different model families and bugs: xLSTM training blockers versus CohereASR loss double-shift. Similar symptom class, not the same underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed method/API regression versus unexpected key warnings in position IDs. These are unrelated breakages." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "One is a model class validation issue; the other is repeated HTTP 429 retry behavior in loading. Not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked prefill cache handling and a testing utility bug are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen/VL models, but one is a weight-shape loading mismatch and the other is missing projections in a different architecture layer. Not mergeable as one fix." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty chat-template input crash versus streaming pipeline regression; different APIs and failure points." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PretrainedConfig type-checking are unrelated issues." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper versus a LayerNorm epsilon precision/config issue; different subsystems." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a generic API rejection and the other is a streaming failure on a specific Qwen3.5 model. Too broad to treat as one bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Different models and different Flash Attention 2 support gaps; not the same concrete defect." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to a from_pretrained error in Qwen3.5 MoE." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split handling in one indexer and a dtype/transpose bug in DeepSeek-v4 are separate implementation issues." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to the DeepSeek-v4 tensor conversion bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both mention Qwen3-VL/MoE, but one is a load-time shape mismatch and the other is a broader v5 compatibility report. Not the same underlying bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both concern FlashAttention variants, but one is a Ministral model crash and the other is a degenerate-training regression in sequence classification; different concrete problems." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch warning during bfloat16 compilation versus BLIP2 dtype loading mismatch; not the same code path." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed config/helper API in v5; the other is a gguf_file loading break. Different regressions." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layer norm epsilon/config precision issue versus GLM-5 RoPE implementation bug. Distinct model internals." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor crash without torchvision is unrelated to a testing utility bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading and repeated 429 retries are both loading-related but are different networking/cache behaviors." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and testing_utils are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing multimodal token helper versus torch.split return-value handling are different errors." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image and memory overflow in a text model are unrelated failures." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A mapping-name None-handling issue and a specific from_pretrained failure are related by loader code, but not the same concrete bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed API in v5 versus flash_attention AttributeError on s_aux=None; separate code paths." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation and a DeepSeek-v4 tensor op bug are not the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in qwen3next and a config field being dropped by @strict are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache/chunked_prefill behavior and MaskGenerationPipeline batching are different pipeline bugs." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen3 families, but one is a MoE compatibility issue and the other is missing projections in qwen3next. Not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different modules; no shared underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44117", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:47116" + ], + "soft_pairs": [ + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:46298|issue:46752", + "issue:43097|issue:43873", + "issue:43986|issue:44484", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:46172|issue:46710", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43352|issue:44380" + ], + "prepared_review_unit_hash": "7f6522b2e6b08fb1b78982a5b71dae83dbea687f30acfd85aa5d9c949e80956e", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37468, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad v5/regression/import-error surface similarity; none of the soft pairs look like true duplicates or mergeable PR equivalents.", + "confidence": 0.82, + "canonical_issue_reason": "issue:47116 is the broadest, most representative user-facing regression report in the set: a generic Transformers v5 streaming pipeline breakage rather than a narrow model- or package-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47116 is the best single issue representative for the cluster because it captures the widest v5 runtime regression theme and is phrased as a concrete end-user failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: one is a v5 API removal/behavior change, the other is quantized save/load breakage after serialization." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading failures, but they involve different components and missing symbols (`torchvision`-related processor loading vs `ReasoningEffort` from `mistral_common`)." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distinct training-path issues: FSDP2 optimizer state mismatch vs Liger Kernel not being applied under `model_init`." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Completely different models and failure modes: xLSTM training blockers vs Florence2 training-loss double-shift." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same subsystem, but different video-processor bugs: padding calculation vs the meaning of `num_frames`." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: missing `set_seed()` in a model integration test vs a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing names and code paths (`layer_type_validation` vs `HybridCache`)." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Different tokenizer problems: duplicate `special` kwarg handling vs `TOKENIZER_MAPPING_NAMES` returning `None`." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A logging nuisance is unrelated to `apply_chat_template` crashing on an empty list." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is about a removed/changed config API; the other is quantization offloading not behaving as expected." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Different concerns: missing `torchvision` during processor loading vs the default `max_shard_size` in save_pretrained." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch warning about bfloat16 precision is unrelated to TimesFM's `window_size` attribute crash." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Different failure modes: tokenizer mapping assumptions vs DiffusionGemma image-text-to-text pipeline behavior." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is an offline-networking bug in `from_pretrained`; the other is a missing embedding weight in UMT5 encoder loading." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different model-level regressions: a dtype/transpose code bug vs an accuracy regression after a version upgrade." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated areas: `AutoProcessor.from_pretrained` kwargs forwarding vs auto-docstring crashing on postponed annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "A trainer state bug after training is not the same as failing to import `Trainer` because of `datasets`." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Different failures: model loading for a specific checkpoint vs a streaming pipeline regression in v5." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Separate code paths: GPT-2 attention scaling ignored under SDPA/FlashAttention vs cache lazy init causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and an invalid backend mapping error are not the same underlying defect." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Different subsystems: distributed training optimizer-state corruption vs pipeline streaming regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A save/load quantization issue is unrelated to an infinite-loop image-processing bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Different persistence issues: dequantized model saving vs saving `Pipeline` objects." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup/leakage is unrelated to noisy logging." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning on bfloat16 compilation is not the same as a Bamba SDPA `torch.compile` failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they are about different model/config warnings and different fixes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embedding weights during load is unrelated to the default shard size used in saving." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Documentation still referencing removed pipelines is distinct from an actual streaming pipeline runtime regression." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron flash-attention support and a Python-version compatibility/load issue are separate bugs." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not clearly the same as the isolated reproduction of a different issue number." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failures are different model-specific issues." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect pipeline error message is unrelated to saving pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported FlashAttention for NemotronH is different from GPT-2 attention scaling being ignored under SDPA/FlashAttention backends." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44734", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:42757|issue:43824", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:43012|issue:44683", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43618|issue:44380", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43208|issue:43526", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:36683|issue:43475" + ], + "prepared_review_unit_hash": "b9ae99dd89176a1904a1727eef20dad1dfe72c68de1d17f7a2c263e182f7edb5", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36392, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most soft pairs are false positives spanning unrelated model bugs, import errors, packaging issues, and serving regressions. No PRs are present. I selected a broad v5 model-loading regression as the least-bad issue representative, but there is no strong duplicate canonical.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43611 is the broadest, most representative user-facing regression here (`base_model_prefix`-related v5 loading breakage), though the overall cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best standalone representative because it captures the common v5 breakage theme and is clearly actionable compared with the more niche or unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Both are v5 regressions, but one is a KV-cache continuation indexing bug in serve and the other is a streaming pipeline regression; different code paths and fixes." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "`tie_embeddings_and_encoder_decoder` removal is a breaking API change, while 46298 is just a noisy logging issue." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation on empty transcription and Trainer import conflicts are unrelated bugs." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 model breakage and DeepSeek tensor transpose/dtype handling are different concrete failures." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "`patchtsmixer` post_init validation is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Saving FP8/quantized MoE models and loading Qwen3.5 MoE models are different operations and bugs." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "A flaky SAM HQ integration test due to missing seeds is unrelated to a CLI completion incompatibility with huggingface_hub 1.22.0." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols in different modules and different breakages." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend behavior is unrelated to the zero-loss classification bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "A missing `vocab_size` config attribute in Gemma3 is unrelated to the Apple Silicon warmup TypeError." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption with FSDP2/PEFT is a different bug from GPT2 attention scaling being ignored." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Package backend selection under `.[torch]` is unrelated to failing to import Trainer because of datasets." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is not the same as a hard failure in compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request rejection and batched processor padding crashes are different API layers and failures." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing `layer_type_validation` import and unwanted network requests despite `local_files_only=True` are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer-dropping bug and GLM-5 RoPE discussion/implementation are not the same concrete issue." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attention outputs missing is unrelated to GPT2 attention scaling under alternate backends." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different modules; not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Embedding resize propagation and bidirectional attention mask construction are different model behaviors." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both concern CLIP outputs, but one drops attentions and the other drops hidden states; separate regressions." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "General Qwen3-VL-Moe breakage and FP8 inference support are not the same fixable code-path problem." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure are distinct save-path bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated issues." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression and a sorted-state_dict load error are different loading problems." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation is unrelated to the Trainer import failure." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention2 support and invalid GenerationConfig in GLM-5 are different model-specific problems." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading via `base_model_prefix` and saving Pipeline objects are different code paths and should not be merged." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "`num_labels` propagation and Gemma4 bidirectional attention masks are unrelated model configuration bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 config missing `vocab_size` and SAM3 video output missing `fpn_position_embeddings` are different attribute regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:46077|issue:46512", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:43867|issue:46202", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:36296|issue:43575", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964" + ], + "prepared_review_unit_hash": "f93e192be510a36284eac2068bfb5053e4a03a5d8419b80605931e9c8be42406", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36729, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of separate Transformers bug reports that only loosely overlap around loading/import/config regressions. The only plausible duplicate edge is the import-time slowdown pair; the rest are distinct issues affecting different code paths or models.", + "confidence": 0.73, + "canonical_issue_reason": "issue:44246 is the broadest user-facing report of the import slowdown, while issue:41669 reads more like a specific root-cause/fix proposal for that same symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the clearest umbrella issue for the shared import-performance problem and is more representative than the narrower cause-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Both relate to import-time behavior, but one is about compiled Python file errors and the other about auto_docstring printing diagnostics; different bugs." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both mention save_pretrained, but one is about Pipeline serialization and the other about quantized SINQ roundtrips; not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they describe different release/version failures with different likely causes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "These are unrelated model/config issues: a missing Gemma3Config attribute versus a patchtsmixer post_init policy change." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "One is a generic load failure when state_dict order changes; the other is a Qwen3.5 save_pretrained regression. Different code paths." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "A Python 3.14 import/load failure is not the same bug as a CLI test breakage from a huggingface_hub API change." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "These are different attribute-shape problems: Gemma3Config missing vocab_size versus special_tokens being the wrong type." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "One is an attention-mask behavior bug; the other is dtype metadata getting out of sync after from_config. Not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment and Qwen3.5 checkpoint saving are unrelated model-specific bugs." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-attribute bugs affecting different model families." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate() decoder_attention_mask initialization is unrelated to the tensor-parallel training optimizer bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A distributed training optimizer-state bug is not the same as a cache-strategy typo issue." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific no_grad decoration request for cache updates; the other is a broad import-error regression after upgrade." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and different failure modes in from_pretrained." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import failure are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs propagation and Qwen3.5 variable-length position_ids are separate bugs." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both concern loading/roundtrips, but state_dict ordering and Gemma pipeline token roundtrip failures are different problems." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "These are different model-loss issues: Qwen3-VL bounding-box output versus RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate() decoder mask initialization and tokenizer loading regression are not the same underlying bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "One is a compiled-file import error; the other is a Python 3.13 torch.jit parsing issue. Different failure paths." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update no_grad request is not the same as a vague broad complaint that 5.0 breaks many models." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying import-time performance problem: both report transformers import being too slow, and 41669 points to a likely cause." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load-model ordering issues and a missing Qwen3_5MoeVisionConfig field are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing set_seed() in model tests and an xdist race on captured_info.txt are unrelated testing issues." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init eligibility are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decoration and Python-version compatibility are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "A generic load-order state_dict issue is not the same as Qwen3.5 save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different from_pretrained failures on different model families; no shared code path is evident." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions assignment and CLIPTextModel structure inconsistency are distinct CLIP-related bugs, not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer discussion about ReLU is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to missing seeds is unrelated to a Phi-4 multimodal model loading failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis stays grounded in the packet, and the only accepted soft-edge pair is well supported by the issue titles: 41669 is a likely cause-oriented report for the same import slowdown symptom described in 44246. The other pairwise rejections are conservative and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:43827|issue:44961", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44485|issue:44961", + "issue:44315|issue:44360", + "issue:43352|issue:44961", + "issue:44351|issue:46617" + ], + "prepared_review_unit_hash": "ab6a6d6101f1b0698802f0e95d0591a94a332f9f876b4cd3f3eb0b2f2a11407b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39005, + "estimated_input_tokens": 9752, + "estimated_eval_tokens": 19760 + }, + "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, import errors, and docs/test issues. A few items share a broad \"v5 breaks loading\" theme, but the soft pairs do not look like true duplicates of the same concrete bug/change.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 44556 is the most representative concrete user-facing regression in the set: reloading checkpoints after a v4.57 -> v5.x upgrade. It best matches the cluster\u2019s dominant theme of version-related loading failures without being overly vague.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44556 is the best global representative because it is a clear, actionable breakage report centered on model reload behavior after upgrade, which is the closest common thread across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different bugs: local_files_only network leakage vs AddedToken special-argument collision." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test flakiness, but they concern different tests and different root causes." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Unrelated: v5 tokenization-space behavior change vs SmolVLM video-frame semantics." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention MoE/tensor-parallel adjacent areas, but one is FP8 save_pretrained and the other is missing _tp_plan." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different code paths: KV-cache continuation crash vs trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is AutoTokenizer loading in v5 and the other is checkpoint reload after upgrade; not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "No overlap beyond being Transformers bugs." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: multimodal token counting vs cache-based trust_remote_code loading." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Broad v5 complaint vs a specific special_tokens list-handling error; too general to be duplicates." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different import/load failures for different subsystems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model internals: cache/layer update decoration vs dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both touch API/CLI behavior, but the broken env command and AttentionInterface.register issue are distinct." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is tensor-parallel plan metadata and the other is a from_pretrained failure; not enough evidence of one bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different regressions: int4 memory growth/OOM vs checkpoint reload compatibility." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different causes." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs/pipeline references vs an unrelated issue titled racoon." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Related model family, but tensor-parallel plan and strict config-field dropping are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-Transformers loading hang vs documentation confusion; no duplicate signal." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs performance regression after upgrade; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No substantive overlap." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different areas: offline/local file handling vs FP8 save_pretrained for MoE." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision processor issues, but one is num_frames semantics and the other is missing backend handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both mention generation/cache internals, but they are different failures and code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job reporting vs tensor-parallel training bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-upgrade loading regressions, but one is Qwen3VL MoE model loading and the other is generic checkpoint reload compatibility." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Generate() runtime error vs documentation ambiguity; unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they involve different models and likely different failure points." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors vs PretrainedConfig type checking; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Import error from huggingface_hub vs broken transformers env command; not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI command breakage vs typing/type-checking regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both are CLI-related, but the dependency-specific test failure and the env-command bug do not look like one concrete fix." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion vs missing import symbol; unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap beyond both being issue titles." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env command bug vs model class import error; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation vs unrelated titled racoon." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application bug vs DSA indexer ReLU discussion; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support error vs unrelated titled racoon." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Different import/load failures affecting different mechanisms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46218", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:45375|issue:47110", + "issue:43525|issue:47110", + "issue:44315|issue:46209", + "issue:43867|issue:47110", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:47176", + "issue:43576|issue:44908", + "issue:43352|issue:44393" + ], + "prepared_review_unit_hash": "b58adef55975e3ee28e5abee9b520ca1919937acaa43a89c12216b3dade88042", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37449, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grouping of unrelated Transformers regressions and model-specific bugs. The only common thread is broad v5 import/loading breakage, so I do not see any safe duplicate pair among the soft edges.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set: it captures the general \u201cv5 breaks many models\u201d regression theme better than the narrower model-specific reports, even though it is still too vague to be a precise dedupe target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best cluster anchor because it is the most general and high-level report of the shared v5 regression pattern; the rest of the issues are too specific or unrelated to serve as a canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Different area and symptom: tensor parallel training vs a pipeline docs/behavior mismatch." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Different code paths: SAM 3 attribute error vs remote-code cache FileNotFoundError." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs forwarding and the other is attention-interface usage; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different export paths." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "One is FP8 save_pretrained, the other is FP8 inference support; different functionality." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Model config field-loss bug vs special_tokens object type error; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4 config pad_token_id issue is unrelated to the special_tokens keys error." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init application bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict loading order error is unrelated to special_tokens handling." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE discussion and SmolVLM num_frames inconsistency are different model-specific problems." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is not the same underlying bug as a broad v5 breakage complaint." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache regression and a cache-strategy typo are not the same issue." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save_pretrained files is too specific to be the same as a vague placeholder bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and undefined tf backend from tensorboard-only install are different failures." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Generic Qwen3-VL-Moe bug and missing tensor-parallel plan are not the same concrete problem." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading, but lazy loading malfunction and unsafe sys.modules access are not established as the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video-frame semantics." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance regression is unrelated to generation cache missing in chunked prefill." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env command breakage and checkpoint reload incompatibility are different v5 regressions." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is bbox output error and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing config field is a narrow model bug, not the same as broad v5 breakage." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and deepseekv4 weight conversion are different tasks." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to the broad \u201cmany models break\u201d report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both mention v5 incompatibility, but one is generic checkpoint reload and the other is remote-code meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as the broad v5 regression complaint." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "General v5 model breakage is unrelated to the huggingface_hub CLI test failure." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 model-type warning and Liger Kernel/model_init behavior are different issues." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star slowdown is unrelated to a missing Qwen3_5ForCausalLM module import." + }, + { + "left": "issue:44246", + "right": "issue:47110", + "accept": false, + "reason": "Import slowness and special_tokens type error are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45092", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to checkpoint meta-init compatibility." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Broken env subcommand and shell-operator allowlist bypass are different CLI/security issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gap for Nemotron and Qwen3-VL bbox errors are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43976|issue:47177", + "issue:43519|issue:44908", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066" + ], + "prepared_review_unit_hash": "33182e397806ad1a540086ecd6e7563bcc65ef355eba509009e7e43e56f2ebca", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40697, + "estimated_input_tokens": 10175, + "estimated_eval_tokens": 20606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers bug reports. A few items loosely overlap around tokenizer/v5 regressions, but none of the soft pairs look like the same concrete bug or change.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43066 is the most concrete tokenizer-v5 regression in the set and the best anchor for the small tokenizer-related subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43066 is the most actionable and specific issue here, with a clear symptom and a plausible shared regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific buffer/position_ids bug vs a generic placeholder report; no shared code-path." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug is unrelated to the generic report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs a Qwen3-VL bounding-box bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "LR scheduler kwargs bug vs PretrainedConfig type-checking regression; different areas." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs feature-extractor padding performance issue; not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "cached_file argument forwarding vs inverse_sqrt scheduler behavior; unrelated paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/perf issue vs missing HybridCache import; different problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup vs a testing_utils bug; no concrete overlap." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support regression vs missing Qwen3_5ForCausalLM module; unrelated symptoms." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy vs tied-weights AttributeError; different code paths." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; same general area only." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Interpreter support issue vs shell command-substitution security bug." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion vs command-allowlist bypass; no shared fix." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation bug vs Gemma audio positional encoding issue." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI command vs lazy-loading failure; unrelated features." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation bug vs video padding calculation bug; both multimodal but different defects." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger-kernel application issue vs flash_attention_3 training degeneration; not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic placeholder report vs a specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problem vs scheduler kwargs issue; different subsystems." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation bug vs tar/zip slip RCE security issue; no overlap." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp math vs RoPE implementation; unrelated code paths." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma audio positional encoding vs CohereASR training-loss shift bug; different models and symptoms." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained support vs tied-weight key crash; different save/load paths." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility vs arbitrary file write/RCE security bug." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek shared-expert gating vs dtype/transpose bug; not the same concrete issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leak vs timestamp computation bug; no shared fix." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings API migration vs VRAM leak in dataloader threads." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Very broad v5 breakage report vs a specific missing-module import error; too vague to match." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad version-breakage complaint vs a shell/file-write security vulnerability." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Missing module import vs security exploit; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weights AttributeError vs special_tokens list/dict mismatch; different failures." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 related, but one is broad behavior drift while the other is a specific decoder-type bug; not clearly the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45850", + "issue:46018", + "issue:46144", + "issue:47059", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "46c05d022e3bab086f557d9dee9119eccbc7bdd3f19457578761d122f7db02da", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993479, + "estimated_input_tokens": 248370, + "estimated_eval_tokens": 496996 + }, + "budget": { + "node_count": 31, + "item_count": 31, + "soft_pair_count": 29, + "serialized_chars": 26077, + "estimated_input_tokens": 6520, + "estimated_eval_tokens": 13296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not contain any strong duplicate sets. The only mild thematic grouping is around Flash Attention 2.0 requests, but even those are model-specific vs generic and should not be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "If forced to pick one issue as an anchor, 45250 is the broadest Flash Attention 2.0 request and the best umbrella for the related flash-attention items; however, there is no single true canonical duplicate for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45250 is the best global issue target because it is the most general and reusable Flash Attention 2.0 request; the other items are either narrower model-specific bugs or unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Different bug classes: tied-weight helper crash vs CLI completion compatibility error." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Same broad theme, but not the same change: GPT2-specific support request vs generic Flash Attention 2.0 request." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the unrelated/non-technical 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "No relation: placeholder issue vs command-substitution allowlist bypass." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "No relation: placeholder issue vs shell-operator allowlist bypass / RCE issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategy wording is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder issue is unrelated to the broad 'breaks too many models' regression report." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: tied weights key handling vs chat template crash with tool calls." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint load slowness is unrelated to the import error in configuration utilities." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request is unrelated to missing processor save files." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they are separate model support requests for different architectures." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate UnboundLocalError is unrelated to from_pretrained checkpoint loading slowness." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bug are different problems." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow finalization on failure is unrelated to from_pretrained loading latency." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading slowdown and forward() documentation confusion are not the same underlying issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request is separate from the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to FP8 Qwen3-VL / Qwen3.5 support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init-weights behavior and RoFormer attention-interface use are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Type-hint correction for ModernBERTConfig is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignore_value being unused is not the same as kwargs not being forwarded to loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs propagation and RoFormer attention-interface issues are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss handling is unrelated to tokenizer regex pattern warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Same as above: different model subsystems and different failure modes." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug is unrelated to the typo in orig_conversion.quantization_operation." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint and typo are different documentation/code quality issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs propagation is not the same as a ModernBERTConfig type-hint fix." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Question about RMS norm semantics is unrelated to a config type-hint bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value bug and ModernBERTConfig type hint issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "57e16b54a2b1a7c1b64c87c5dce340e43578cf38cf8986bb3d3fef82802a6603", + "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 about unrelated topics: tokenizer truncation behavior, ReduceLROnPlateau-like training logic, and Wav2Vec2 word timestamp offsets. The title similarity is superficial, so this cluster should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No strong canonical issue: the reports do not share the same underlying bug or feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be highlighted, #11307 is the most discussed and concrete, but it is not a representative duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and asks: tokenizer truncation placement vs Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about token truncation direction, the other about learning-rate scheduling behavior; no shared bug path." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Training scheduler functionality and speech-model time offsets are unrelated problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "19999384ea066ba2a2f36723dd33e2eed5aab6455f2be1d1ee464ad3a42002b2", + "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 centered on Hugging Face model loading/tokenization problems, but the three issues describe different failure modes: tokenizer behavior divergence, private-model download/auth messaging, and a generic model load failure. They are related in subsystem, not the same bug.", + "confidence": 0.68, + "canonical_issue_reason": "Issue #16618 is the best anchor because it is the broadest and most central model-loading report in the set; the other two are narrower and more specific to tokenizer parity or private-download authentication.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most suitable representative issue for this cluster because it captures the general user-facing symptom of failing to load a model, even though the evidence does not show it is a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Reject: tokenizer output mismatch with TensorFlow TAPAS code is a different underlying bug from a generic 'can't load model' report; they do not describe the same code path or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Reject: the private-model issue is specifically about auth/download errors and bad messaging, while #16618 is a generic model-loading failure for bert-base-uncased; these are not the same concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "49581a7c521ceea8c4e8f4cff82433919dd59e49dd9965049b3199d5400ca578", + "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 contribution feature requests: one for Flash Attention 2 support on more architectures, and one for GGUF support on more architectures. They share a generic template but not the same underlying change request, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical target because they describe different feature areas; if one must be chosen for reference, issue #33260 is slightly more recent and has more inbound references, but it is not a duplicate of #26350.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue #26350: Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "issue #33260: Community contribution: Adding GGUF support for more architectures", + "accept": false, + "reason": "Different architecture-support requests for different features; shared wording is only a template-level similarity, not the same bug or code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46226", + "issue:43834|issue:46222", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46226", + "issue:44365|issue:46222", + "issue:44365|issue:46931", + "issue:44370|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "4f33932e7eb1f8ed89c4383ff3e5aa68955985c49812826a8edd2f75b51dbcde", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 28, + "serialized_chars": 15552, + "estimated_input_tokens": 3888, + "estimated_eval_tokens": 8032 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 28, + "serialized_chars": 15552, + "estimated_input_tokens": 3888, + "estimated_eval_tokens": 8032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated i18n translation-request issues: some are language-specific (Turkish, Spanish, Romanian), while others are generic placeholder or garbled titles. The high similarity appears to come from a shared issue template, not the same underlying bug/change.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the clearest representative of the repeated generic translation template, but it is not a valid canonical duplicate for the whole cluster because the other items target different languages or are unrelated text.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different issue targets; the similarity is template-level only, not the same translation request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs placeholder template issue; no evidence they are the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request and generic placeholder title are not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Turkish vs Romanian); these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different languages (Turkish vs Spanish); not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request does not match the generic placeholder issue; only the template is similar." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request and generic placeholder title are not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Spanish vs Romanian); separate requests." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request and generic placeholder issue are only superficially similar." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and placeholder template issue lack evidence of the same underlying change." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and placeholder template issue are not the same concrete issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled item." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Identical placeholder-style titles are not enough to prove the same underlying bug/change." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Very similar template text, but no concrete evidence these are the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder translation issue and Thai-titled item are unrelated." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation issue and Thai-titled item are unrelated." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder translation issue and Thai-titled item are unrelated." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same placeholder template, but no proof they describe the same concrete issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue and Thai-titled item are not the same request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue and Thai-titled item are not the same request." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Generic placeholder issue and Thai-titled item are unrelated." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue and Thai-titled item are not the same request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue and Thai-titled item are not the same request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Generic placeholder issue and Thai-titled item are unrelated." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Both are Thai-titled items, but the text differs and there is no evidence of the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles/content; not enough evidence to merge as duplicates." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles/content; not enough evidence to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "b4b6da71067f75d11d690f1d3551f8498eb208cca80fc8e7e410e5da5e226124", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28614, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28614, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-request issues that share superficial wording (\u201cAdd model\u201d, audio/vision/BERT families), not the same underlying bug or change. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items span distinct model families and tasks (keypoint matching, BERT/config additions, vision detection, audio ASR/TTS, and special model variants), so there is no clear duplicate umbrella.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36879 ('Add RF-DETR model') is the cleanest generic model-add request to use as a representative, but it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint-related, but RoMa matcher and LoMa detector+matcher are different model requests, not the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated model families and code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition and DEIMv2 addition are different model targets." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config work vs Qwen3-TTS support; different modality and implementation path." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Both are model additions, but EuroBert config and RF-DETR are distinct models with different integration work." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config request and MiMo request are unrelated model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions with no shared concrete fix." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR detection model vs DEIMv2 request; not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection model request vs audio model request; different subsystems." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR addition and weight-sparse transformer request are unrelated model changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision model vs Qwen3-ASR audio support; different tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition and Qwen3-ASR support are different model families and code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT request vs weight-sparse transformer request; not the same concrete fix." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "BERT model addition and LFM2.5 Audio support are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model additions, not a duplicate." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request and Qwen3-ASR support target different models and modalities." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 model work is unrelated to sparse-transformer support." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are different model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 detection model request vs Qwen3-TTS support; no shared underlying bug." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT request and Qwen3-TTS request are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and MiMo are different model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated changes." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader architectural proposal." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "Broad BERT/RoPE proposal vs MiMo request; not the same model or fix." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT/RoPE architecture discussion and a person-named issue are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo request and SAM3-LiteText are different model support items." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo and Qwen3-TTS are distinct model families." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo request and DeepSeek-OCR2 request are separate model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo model request and the unrelated name issue are not duplicates." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but are different modalities and different support work." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related model requests, but Qwen3-TTS and Voxtral TTS are different concrete models." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 addition are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Audio model support and sparse-transformer support are different changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Both are audio-model requests, but ASR and LFM2.5 Audio are not the same underlying model or fix." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE model addition are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and sparse-transformer support are different code paths." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT request and Voxtral TTS support are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model additions, not the same change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT request and the unrelated name issue are not duplicates." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the unrelated name issue are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio-model support request vs SAM3-LiteText; different models and tasks." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink option are different changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer request and EUPE request are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio models; not mergeable as one PR/issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "c9037a5a2c2a4b0a5ff150d1ae9fe628c7672f87e74fbcd87bd729e8618a97be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request about adding `pruna` as an optimization framework, and the other is a Vision RoPE refactor. No duplicate relationship is supported by the titles or metadata.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the more technically substantive and likely to be the better anchor for this cluster, while #38740 is a narrow documentation request.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the best issue candidate because it describes a concrete product/code refactor rather than a docs-only addition request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and domains: documentation request for an optimization framework vs. a Vision RoPE refactor. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "87ed5d84417b448e457a6072e8bcbb9553c7fa80f252a11c2ac738ab342aacda", + "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 about different topics: one requests block decoding behavior, the other asks for DeepSeek v3.2 model support. They do not look like duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear duplicate cluster exists here; if forced to keep one as the most generally actionable issue, the DeepSeek v3.2 support request is the more specific feature request, but it is not a duplicate of the block decoding issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding vs. support for a specific model version. They target unrelated functionality and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "bb2fce239756dffefd3ed3837a4a4b885bd8251b14bdcbd1b38be02cc959b998", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related by the word \u201cTiled\u201d and both concern memory-efficient model components, but they describe different features in different code paths: one is about enabling TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy via `from_pretrained()`, the other about integrating TiledMLP for smaller memory usage. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate: the issues target different components and different changes. If one must be chosen as the representative issue, #41306 is more concrete and narrowly scoped.", + "canonical_pr_reason": null, + "best_issue_reason": "#41306 is the better representative because it states a specific integration/flag problem with a clear entry point (`from_pretrained()`), whereas #41826 is a broader feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: one is about exposing a fused loss flag during pretrained loading, the other is about adding TiledMLP for memory reduction. Shared theme is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "febbd5ff4d44c996aed75051eebcd9952c81966c51746ff9946548f1a84e2658", + "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 thematically related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43598 is the more concrete Trainer customization request and is a better anchor for the cluster; issue 43600 is a separate FLOPS-accounting concern.", + "canonical_pr_reason": null, + "best_issue_reason": "43598 is the clearest representative because it targets a specific Trainer behavior change rather than a broader metrics/reporting question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying requests and code paths: `remove_unused_column` customizability versus FLOPS estimation for custom trainers. Related subsystem, but not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "7e9ae93ac415cfd65feb0e9c3c9d896aa155020acd7aace68acc04efc63b47a2", + "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 not duplicates: one asks for Qwen3-Omni model registration in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. The overlap is only at a broad 'add support for Qwen models' level.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader, more central API-registration request, but it does not cover 44405's separate sequence-classification support for Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the best representative of the cluster if one must be chosen because it targets core model registration rather than a narrower task-specific extension.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different endpoints/tasks: Qwen3-Omni AutoModel registration vs Qwen3.5 sequence-classification support. Too broad a similarity to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "7c5d985189018acc6e4cb2cb3042067aac8e7e5300fd9fbcc85158d6cf9084db", + "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": "This cluster looks like low-information duplicate/noise issues rather than a real bug report set. Three issues are identical or near-identical \"huggingface\" titles, while \"Fett\" is unrelated. No pair has enough evidence to be treated as the same underlying issue with confidence.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated identical \"huggingface\" reports, so it is the best representative anchor for the duplicate cluster, though the content is too thin to be meaningful.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the most suitable issue to keep as the cluster representative because it is the first of the repeated near-duplicate titles and has the clearest duplication signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared substantive description; only weak lexical similarity." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence they describe the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" is unrelated to the repeated \"huggingface\" issues; no shared underlying problem is shown." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Highly similar titles, but the available data is just generic/noisy text with no concrete bug details to prove a true duplicate." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title pattern, but no substantive body or traceable issue target confirming the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Near-identical titles alone are insufficient here; there is no concrete shared code-path or problem statement." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "e81ce8fd140f1f69781a98ac90ef01427d39c1a9fa260d74c66488bf697b6681", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster does not look like a true duplicate set; it is mostly spammy or unrelated issues with only one substantive documentation-related item. No soft edge is safe to merge.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 44418 is the only clearly non-spam, descriptively titled issue, so it is the least noisy representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44418 is the best issue to anchor on if one must choose, but the cluster content is too thin and unrelated to justify treating it as a real duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just spam-like placeholders; no evidence of the same underlying bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just spam-like placeholders; no evidence of the same underlying bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a documentation suggestion; unrelated targets." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. community benchmark tip; no shared concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. an unrelated named reference; no sign of the same problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement request and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete bug/change to unify." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. benchmark tip; unrelated content." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated named reference; no shared underlying request." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. benchmark tip; unrelated content." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated named reference; no shared underlying request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "b834417bbabe68d5350b545584f5ef31a696bde3013de4579c4b14fd9b1fa652", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues look like likely duplicates: they have the exact same title, very similar body length, and the only available pair signal is soft similarity. There are no explicit links or targets, so the evidence is limited, but the cluster still most plausibly represents one report duplicated across two issue numbers.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #45145 is the best canonical issue because it was created first and has an inbound reference, making it the slightly more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the strongest representative of the cluster for the same reasons: earliest creation plus one inbound reference, with no extra distinguishing signals on #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Accept as duplicate issues: same title and soft-similarity evidence, with no links or targets indicating a different thread. The evidence is not strong, but it is sufficient to treat them as the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is plausibly the same issue pair, but the writeup overstates the evidence in a few places. The packet only shows same title, no links/targets, and a soft-similarity signal with deterministic_accept=false; it does not directly establish 'highly similar bodies,' and the 0.98 confidence feels too strong for this level of evidence. A more conservative wording would be safer." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "1f435380c535485179d3d0de37c8fba27cab18e4ca66e426289f13abf48241c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are unrelated personal-name/date entries and do not look like duplicates of the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue is appropriate because the two issues do not share the same underlying topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates with no shared problem statement, targets, or context; this is not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "d5caded5668f6e3d887817fbc6d567757e04de258b5f99ee30d82d415f04029b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates; they look like unrelated closed issues with similarly formatted personal-name titles and no shared technical content.", + "confidence": 0.97, + "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": "The titles refer to different people and dates, with no bug report, code change, or explicit linkage indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "7dd3451dbcc8ea96d9d5db56dc9ea1af5c06d90f7bf17c76bda4c8a59bac37d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one asks for a new token-classification model class for value-model use, while the other requests FP8 training support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical for this cluster because the requests target different features and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model-class addition vs FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "88338fd749b716ed42b36e338e7cca322b570d9fdcc06d8b66ce40665c63f843", + "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 most likely contains two duplicate issue pairs: 45870\u219445871 and 45872\u219445873. The remaining links look like broad topical overlap around financial time series/DataForge, not the same concrete request. Confidence is moderate because the duplicate calls rest on identical titles/body lengths and soft similarity, without body text or explicit links.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45870 is the best canonical representative because it is the earlier item in a likely duplicate pair with 45871, and it has slightly more discussion activity than its twin.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the strongest single issue to keep for this cluster: it anchors one likely duplicate pair, is the earliest of the matching titles, and has a bit more activity than 45871.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related finance/data wording, but dataset bundle vs example prediction are different requests." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same broad finance/DataForge theme, but the dataset bundle and example prediction item are not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and matching body length, with soft similarity; likely the same issue/duplicate pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Example prediction vs scraping-service request; similar domain, but different concrete change." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "These share only broad financial/DataForge context; the requested work is different." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "One is an example prediction issue and the other is a scraping-service issue; not the same fix." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Broad thematic overlap only; different underlying request than the example prediction issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and matching body length, with soft similarity; likely the same issue/duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster structure is mostly grounded, but the duplicate claims are a bit too strong for the evidence available. The packet only shows identical titles and equal body lengths plus soft-similarity; it does not provide bodies or explicit links, so calling 45870\u219445871 and 45872\u219445873 \u201cclear/exact duplicate\u201d pairs overstates certainty. The cross-pair negatives are conservative, but the summary and reasons should be softened to \u2018likely duplicate\u2019 rather than definitive duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "89774dbc62a288c0da18eb16fe7c9deecebab1ca5a0f6848bca49b9debbce03a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues both involve `cache_implementation=\"static\"` and linear-attention/Qwen3.5 failures, but they describe different crash modes: one is a shape corruption from `early_initialization`, the other is a `KeyError` for `linear_attention`. They look related but not clearly the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader and more concrete failure mode (`early_initialization` corrupting linear-attention shapes) rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster since it states the underlying static-cache/linear-attention interaction more generally and is less tied to one model name.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both concern static cache with linear-attention, but one is a shape-corruption `RuntimeError` from `early_initialization` and the other is a `KeyError: 'linear_attention'` in Qwen3.5. The symptoms and implied root causes are different enough that I would not merge them 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": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "22fe69856db1df511c5e2e05566035271318a9e6a745ef1dd10be13095e936a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are the same issue report: an identical Wav2Vec2CTCTokenizer v5 bug where the word delimiter is incorrectly treated as a special token and leaks into token masking/conversion APIs.", + "confidence": 0.999, + "canonical_issue_reason": "Issue #46552 is the open duplicate with inbound references, so it is the better canonical tracker for the bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best representative because it is open, has the same exact title/content, and appears to be the active tracking issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical title and clearly the same underlying tokenizer bug; this is a true duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The result is grounded in the packet: the two issues have identical titles and matching body length, and #46552 is open with inbound references, so treating it as the canonical tracker is reasonable. The duplicate classification is inferred rather than explicitly labeled, but it is still conservative enough here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "fcf640f044bbc744de255ccfe1f6843aea170391e5ab11ae3c58926631d7647a", + "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": "The two issues describe different training failures: one is a tensor size mismatch during object detection training, while the other is an out-of-memory crash after several epochs in RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46657 is the more specific, concrete failure report (tensor shape mismatch) and is the better representative of its own bug class.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the cleaner issue for triage because it names the exact training error, whereas 46692 is a different symptom with a broader, less clearly scoped cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: the titles and likely root causes differ\u2014shape mismatch versus memory exhaustion after epochs. They share only a broad training/object-detection context, not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "5ecc8c34798b06f33de92f38f57975f540b11aefd6f476b1cf4adbee7d62a9d2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different bugs in different loading/dispatch paths: ZeRO-3 zero.Init partitioning for a composite multimodal model vs. 4-bit device_map/max_memory CPU dispatch for quantized loading. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46822 is the better representative because it is an open, concrete bug report about a specific ZeRO-3 partitioning failure on multi-GPU load with a clear affected submodule and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the strongest issue in the cluster: it is actionable, clearly scoped to a code path, and still open for triage/fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different root causes and code paths: 46822 is about ZeRO-3 zero.Init not partitioning a composite language submodule causing OOM, while 46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU and raising ValueError. They are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-15", + "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" + ], + "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:47102|issue:47120", + "issue:47120|issue:47227", + "issue:47053|issue:47120", + "issue:47182|issue:47256", + "issue:47182|issue:47227", + "issue:47102|issue:47182", + "issue:47053|issue:47182", + "issue:47227|issue:47256", + "issue:47102|issue:47227", + "issue:47037|issue:47227", + "issue:47102|issue:47256", + "issue:47091|issue:47256" + ], + "prepared_review_unit_hash": "9628208cb4ee10dde5f5b3de7ac632a154257f12cc354e41a738a0bb43eeedb8", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 25659, + "estimated_input_tokens": 6415, + "estimated_eval_tokens": 13086 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 25659, + "estimated_input_tokens": 6415, + "estimated_eval_tokens": 13086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are a run of dated daily triage issues with the same template, but each appears to be a separate day\u2019s integration-failure tracking thread rather than the same underlying bug report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:47256 is the latest/open triage thread, so it is the best anchor for the active daily integration-failure tracking sequence.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47256 is the most current and still open, with inbound references, making it the strongest representative for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same template and subsystem, but these are dated triage issues for different days, not the same underlying bug thread." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Both are daily integration triage logs, but each corresponds to a different date and likely different failures." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different dated tracking issues; similarity is from the triage template, not a shared concrete defect." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "These look like separate day-by-day triage reports rather than duplicates of one issue." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "The shared title pattern is not enough; these are distinct dated triage entries." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Separate daily triage threads, not the same bug or change." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different dates and separate failure reports; reject as duplicate." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same broad integration-triage topic, but not the same concrete underlying issue." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "These are dated triage logs for different days, so they should remain separate." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Daily triage issues with similar wording, but distinct reports." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Different day, different triage thread; not enough evidence they describe one bug." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "These are separate dated integration-failure triage issues." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same template, but each issue is for a different date and likely different failures." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Distinct daily tracking issues rather than duplicate bug reports." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "The overlap is only in the triage workflow; these are separate daily issues." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Different dated triage entries; no sign they are the same concrete problem." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Separate daily integration-failure reports, not mergeable duplicates." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Shared topic, but these are different day-specific triage issues." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "These are distinct dated triage threads rather than one underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Not the same report; just the same recurring triage template." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Separate daily triage issues, likely covering different integration runs." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same subsystem and format, but not the same concrete defect." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Dated daily issue series; keep as separate tracking entries." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "These are not clearly the same underlying bug, only similar triage logs." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Different day-specific integration triage issues." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "No evidence of a single shared defect; these are separate daily reports." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same pattern, but different dated triage threads." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "These appear to be independent daily integration-failure reports." + }, + { + "left": "issue:47037", + "right": "issue:47227", + "accept": false, + "reason": "The titles match a recurring template, not a single bug or change." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Separate daily triage issues, not the same underlying failure." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Different dates and separate triage context; reject." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "These are daily tracking issues, not duplicates of one concrete issue." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring triage label, but distinct day-specific reports." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "No concrete shared bug evidence beyond the triage template." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "Different daily integration-failure issues; not the same report." + }, + { + "left": "issue:47053", + "right": "issue:47182", + "accept": false, + "reason": "Separate dated triage threads, likely for different failures." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Not the same underlying issue; just consecutive daily triage entries." + }, + { + "left": "issue:47091", + "right": "issue:47256", + "accept": false, + "reason": "Shared title pattern is insufficient; these are separate daily reports." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Distinct daily triage issues, not mergeable duplicates." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "These appear to be separate daily integration failure triage threads." + }, + { + "left": "issue:47102", + "right": "issue:47227", + "accept": false, + "reason": "No sign of one concrete bug spanning both issues; reject." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Different dates and separate tracking entries; not the same issue." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same daily triage series, but distinct issues." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "These are separate dated triage logs rather than duplicates." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Latest issue is a new daily thread, not the same underlying defect as the earlier one." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Different dates and likely different integration failures; keep separate." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "These are consecutive daily triage issues, not one bug report." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Same recurring triage format, but not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "f9e0d0a3267c7585046e0111756c6e6848629167c668ae30d4d031a78423df8f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are near-identical duplicates: same title, very similar bodies, and no evidence of distinct scope. They should be clustered together as one request for RWKV7 model support.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is the better canonical issue because it has slightly more discussion activity, suggesting it captured the more complete conversation around the same request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the best issue representative since it appears to be the more active duplicate of the same RWKV7 support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, highly similar body content, and no distinguishing scope differences; they are the same underlying feature request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded: both issues share the same title, have high soft similarity, and the only observable difference is slightly higher discussion activity on issue 46984. The soft-edge acceptance is reasonably conservative, and the summary does not introduce unsupported distinctions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "492a50c5a27b0eeee4d38620ac45f8f4a68bdb7b8b306551a58966f473775e1b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically similar AI/cybersecurity writeups, but they do not look like the same underlying bug or change. They appear to be related conceptual/article-style posts rather than duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the broader, more generic title and is the better representative of the shared theme, but there is not enough evidence that it is a true duplicate of 47007.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Titles overlap on AI-driven vulnerability discovery, but the framing differs substantially ('Lessons from Using Advanced LLMs' vs 'Novel Application of Transformers'), and there is no concrete shared bug/change evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "772d092a4d1be091ed85475cbb132b3c76cb110ff704df7d7492ffda9a9b54df", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two items are near-identical issues with the same title and likely the same report, so they should be treated as duplicates. No pull requests are present in this cluster.", + "confidence": 0.99, + "canonical_issue_reason": "issue:47138 is a valid canonical choice because it appears first and is identical in title/content to the other issue, making it a stable representative for the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47138 is the best issue overall because it matches the duplicated report exactly and has no indication it is less complete or less relevant than issue:47139.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title and apparent same underlying bug report; no distinguishing details suggest they are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues have the same title, same body length, and the pair is marked with strong soft similarity (jaccard 1.0). The duplicate/canonical conclusion is conservative enough, and the note that no pull requests are present is correct." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 30, + "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-40546-69", + "nodes": [ + "pull_request:44517", + "pull_request:46174", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46780", + "pull_request:46834", + "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:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47105", + "pull_request:47108", + "pull_request:47113", + "pull_request:47129", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47218", + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47232", + "pull_request:47234", + "pull_request:47239", + "pull_request:47241", + "pull_request:47243", + "pull_request:47255", + "pull_request:47260" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234", + "pull_request:46834|pull_request:47223", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:47218|pull_request:47260", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47072|pull_request:47089", + "pull_request:47202|pull_request:47204", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47072|pull_request:47229", + "pull_request:47108|pull_request:47202", + "pull_request:47105|pull_request:47129", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:46266|pull_request:46957", + "pull_request:47234|pull_request:47241", + "pull_request:47113|pull_request:47232", + "pull_request:47166|pull_request:47173", + "pull_request:44517|pull_request:47082", + "pull_request:46912|pull_request:47179", + "pull_request:47163|pull_request:47173", + "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", + "pull_request:46376|pull_request:47260", + "pull_request:46395|pull_request:47181", + "pull_request:47003|pull_request:47204", + "pull_request:46376|pull_request:47202", + "pull_request:47069|pull_request:47089", + "pull_request:47202|pull_request:47241", + "pull_request:46196|pull_request:46995", + "pull_request:47078|pull_request:47239", + "pull_request:47239|pull_request:47255", + "pull_request:46376|pull_request:46995", + "pull_request:46912|pull_request:47173", + "pull_request:47089|pull_request:47113", + "pull_request:47089|pull_request:47231", + "pull_request:46995|pull_request:47181" + ], + "prepared_review_unit_hash": "187cba41f9fd8be7127fa9e02eddbf61c490f7de71e1223483dfd0fe7895414b", + "component_budget": { + "node_count": 69, + "item_count": 69, + "soft_pair_count": 191, + "serialized_chars": 245387, + "estimated_input_tokens": 61347, + "estimated_eval_tokens": 122950 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 128078, + "estimated_input_tokens": 32020, + "estimated_eval_tokens": 64296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster with several unrelated PRs, but a few soft edges are genuine duplicates: the AIMv2 MPS sinusoidal-embedding fix trio, the TimesFM 2.5 window_size fix pair, the CohereASR double-shift loss fixes, and the COCO image-loading test refactor pair.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the cleanest representative of the cluster\u2019s duplicated bug-fix subset: it targets a concrete training-loss double-shift issue, has an explicit tracking issue, and preserves the loss helper\u2019s batching behavior while fixing the shift logic.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the strongest standalone bug-fix PR here: specific failure mode, clear code-path, and testable behavior change, making it the best canonical PR for duplicate triage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": true, + "reason": "Same underlying AIMv2/RT-DETR-family MPS crash in build_2d_sinusoidal_position_embedding; same code path and same tracking issue." + }, + { + "left": "pull_request:46780", + "right": "pull_request:47234", + "accept": true, + "reason": "Both fix the same sinusoidal-position-embedding precision/device crash in the same helper across the same model family." + }, + { + "left": "pull_request:46174", + "right": "pull_request:47234", + "accept": true, + "reason": "Same exact build_2d_sinusoidal_position_embedding MPS precision bug; the patches are alternative implementations of the same fix." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47223", + "accept": true, + "reason": "Both address the same TimesFM 2.5 window_size/moving-average bug in the same preprocessing path and share the same issue target." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same forward path; these are alternative fixes for the same concrete issue." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Both fix the same CohereASR double-shift loss problem in the same model code path, just with different implementation details." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47260", + "accept": true, + "reason": "Both refactor the same COCO/test image-loading flow to use the shared load_test_image helper across overlapping test files; same underlying test infrastructure change." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different code paths and problems: CohereASR training loss versus a MusicGen generate typo." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Unrelated fixes: Pytest v9 compatibility in GlmAsr versus CohereASR loss logic." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Unrelated behavior: chat-template schema parsing versus AqlmConfig type-check error messages." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both touch docker/export tooling, but one deletes a workflow and the other adds CPU exporter test dependencies; not the same concrete change." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs changes, but one is a DistilBERT translation and the other is general wording cleanup; not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Different scope and bug: test-container dependency setup versus Executorch exporter serialization fixes." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47229", + "accept": false, + "reason": "Different issues: JSON schema enum extraction versus TimesFM 2.5 window_size preprocessing." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Workflow comment cleanup is unrelated to dropping the old docker image builder." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different domains: VITS test re-enable versus RT-DETR v2 converter updates." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Unrelated docs translation versus kv-cache documentation updates." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Both are test maintenance, but for different models and different expected-device abstractions; not the same underlying change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Completely different changes: DINO modernization versus finegrained FP8 generation/quantization behavior." + }, + { + "left": "pull_request:47234", + "right": "pull_request:47241", + "accept": false, + "reason": "Both are precision-related embedding fixes, but they target different embedding functions and different failure modes; too broad to merge as duplicates." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47232", + "accept": false, + "reason": "Audio feature/proc requirements cleanup is unrelated to Switch/T5 error-message adjustments." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Different quantization test updates for different backends/models; only loosely related by being test changes." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Different model additions: Qwen3-TTS versus RoMa keypoint matcher." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "Different model families and features: RoPE test coverage versus Granite SWA model support." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Both are testing-related, but they cover different hardware/test abstractions and unrelated models." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Different accelerator support areas: flash linear attention availability versus paged-attention XPU tests." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both involve attention implementations, but one is SDPA dispatch support for specific models and the other is packed-row varlen attention routing; not the same bug." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47260", + "accept": false, + "reason": "Multimodal continuous batching and image-fixture loading are unrelated changes." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Distinct model-support additions: Param2MoE versus Cosmos3 Edge." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter implementation and docker test-image dependencies are different workstreams." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Continuous batching multimodal support is unrelated to flash linear attention availability." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Configuration return-type/docs fix is unrelated to AqlmConfig validation errors." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47241", + "accept": false, + "reason": "Dropping docker-image builder workflow is unrelated to DETR-family embedding precision fixes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different attention features and different model/applications; not duplicate." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47239", + "accept": false, + "reason": "Japanese wording cleanup is unrelated to tokenizer extra_special_tokens docs clarification." + }, + { + "left": "pull_request:47239", + "right": "pull_request:47255", + "accept": false, + "reason": "Tokenizer docs clarification and Gemma4 docstring example update are unrelated documentation edits." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "AqlmConfig validation messaging and audio requirements cleanup have no shared code path." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47231", + "accept": false, + "reason": "Unrelated: AqlmConfig validation versus Moonshine streaming window-context fix." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47173", + "accept": false, + "reason": "RoPE test expansion and XPU expectation fixes are unrelated testing changes." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47069", + "accept": false, + "reason": "Same as above; different configuration concerns and no shared bug." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47069", + "accept": false, + "reason": "Different changes; one is AqlmConfig validation text, the other is num_labels typing/behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 30, + "review_unit_index": 2, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-69", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46509", + "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46957", + "pull_request:46995", + "pull_request:47003", + "pull_request:47034", + "pull_request:47069", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47093", + "pull_request:47105", + "pull_request:47108", + "pull_request:47113", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47175", + "pull_request:47178", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47198", + "pull_request:47202", + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47216", + "pull_request:47218", + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47239", + "pull_request:47243", + "pull_request:47253", + "pull_request:47255", + "pull_request:47260" + ], + "soft_pairs": [ + "pull_request:47207|pull_request:47218", + "pull_request:47093|pull_request:47255", + "pull_request:44775|pull_request:47077", + "pull_request:46509|pull_request:46995", + "pull_request:46196|pull_request:47202", + "pull_request:47184|pull_request:47260", + "pull_request:47082|pull_request:47108", + "pull_request:46196|pull_request:47179", + "pull_request:47089|pull_request:47229", + "pull_request:46267|pull_request:47181", + "pull_request:47179|pull_request:47210", + "pull_request:47093|pull_request:47181", + "pull_request:44517|pull_request:46376", + "pull_request:47204|pull_request:47207", + "pull_request:44775|pull_request:47181", + "pull_request:47077|pull_request:47210", + "pull_request:47231|pull_request:47255", + "pull_request:47166|pull_request:47260", + "pull_request:47204|pull_request:47231", + "pull_request:47175|pull_request:47179", + "pull_request:47093|pull_request:47143", + "pull_request:47093|pull_request:47163", + "pull_request:47229|pull_request:47231", + "pull_request:47163|pull_request:47179", + "pull_request:47163|pull_request:47260", + "pull_request:46266|pull_request:47216", + "pull_request:46376|pull_request:47218", + "pull_request:46836|pull_request:47218", + "pull_request:44775|pull_request:46836", + "pull_request:47239|pull_request:47243", + "pull_request:47077|pull_request:47239", + "pull_request:47108|pull_request:47216", + "pull_request:46836|pull_request:47178", + "pull_request:46912|pull_request:47078", + "pull_request:47082|pull_request:47210", + "pull_request:47108|pull_request:47204", + "pull_request:46957|pull_request:47216", + "pull_request:47166|pull_request:47218", + "pull_request:47175|pull_request:47239", + "pull_request:47082|pull_request:47181", + "pull_request:46895|pull_request:47207", + "pull_request:46912|pull_request:47082", + "pull_request:47243|pull_request:47253", + "pull_request:44775|pull_request:46376", + "pull_request:43451|pull_request:44775", + "pull_request:46376|pull_request:47173", + "pull_request:46196|pull_request:46376", + "pull_request:46196|pull_request:47223", + "pull_request:47034|pull_request:47253", + "pull_request:46266|pull_request:46376", + "pull_request:47069|pull_request:47113", + "pull_request:47078|pull_request:47243", + "pull_request:46957|pull_request:47108", + "pull_request:47069|pull_request:47082", + "pull_request:46266|pull_request:47034", + "pull_request:47207|pull_request:47255", + "pull_request:46376|pull_request:47207", + "pull_request:47105|pull_request:47255", + "pull_request:47198|pull_request:47253", + "pull_request:47003|pull_request:47178", + "pull_request:46895|pull_request:47255", + "pull_request:46912|pull_request:47113", + "pull_request:43451|pull_request:47078" + ], + "prepared_review_unit_hash": "85698cf250f1cf26d78dbd368199bfbda27978d0123c5caf25952b1f0e4b2541", + "component_budget": { + "node_count": 69, + "item_count": 69, + "soft_pair_count": 191, + "serialized_chars": 245387, + "estimated_input_tokens": 61347, + "estimated_eval_tokens": 122950 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 135213, + "estimated_input_tokens": 33804, + "estimated_eval_tokens": 67864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges are false positives. The items span unrelated model additions, documentation edits, test expectation updates, exporter/runtime work, and infra changes, so none look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No issues are present in this cluster, so there is no canonical issue to select.", + "canonical_pr_reason": "No single PR is canonical here; the set is heterogeneous and the pairwise similarities are mostly superficial (shared docs/test/model-adjacent wording rather than the same change).", + "best_issue_reason": "No issue is a good cluster anchor because the input set contains no issues.", + "best_pr_reason": "No PR is a strong representative for deduping because the soft pairs cover different models, subsystems, and maintenance tasks rather than one concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47207", + "right": "pull_request:47218", + "accept": false, + "reason": "Swin2SR over-padding fix vs image-loading test refactor; 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"pull_request:46376", + "right": "pull_request:47163", + "accept": false, + "reason": "Continuous batching multimodal work vs paged-attention test tweaks; different code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model support and exportable Kimi support are different features." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support and paged-attention tests are unrelated." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47255", + "accept": false, + "reason": "Cosmos3 Edge model support and Gemma4 docstring example update are not the same bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Molmo2 and Cosmos3 Edge are separate model integrations." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47198", + "accept": false, + "reason": "Molmo2 model support vs GPTNeoX backend fixes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model integration and exportable Kimi work do not fix the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 30, + "review_unit_index": 4, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-69", + "nodes": [ + "pull_request:43451", + "pull_request:46509", + "pull_request:47003", + "pull_request:47034", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47241", + "pull_request:47253" + ], + 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unrelated change." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron training script work vs Kimi export support; no shared bug or mergeable fix." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", + "accept": false, + "reason": "Kimi export changes vs DETR-family compile crash fix; different subsystems and failure modes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 model addition vs quantization test updates; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47166", + "accept": false, + "reason": "Kimi exporter/model support vs quantization test expansion; not the same underlying issue." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47253", + "accept": false, + "reason": "Molmo2 addition vs tensor-parallel planner propagation fix; unrelated code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47241", + "accept": false, + "reason": "OpenVINO exporter work vs DETR-family compile fix; 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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": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-12", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "271dd99758abf72e27b168d9250fa0b48543c7bb60f76777a711ea25f56f46a6", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31599, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31599, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is almost entirely unrelated PRs; the only true duplicate pair is the two `fixed_cross_entropy` kwargs fixes (43251 and 43254).", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the stronger canonical choice: it directly targets issue 43240 and implements the fuller fix by forwarding `weight` and `label_smoothing` into `nn.functional.cross_entropy` while preserving the wrapper behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best representative of the cluster because it is the most complete and concrete fix for the shared loss-function bug; 43254 is just a narrower variant of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features: Mistral tokenizer API gaps vs Executorch dynamic-shape export test. No shared code-path or concrete bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated models and changes: Mistral tokenizer methods vs adding MobileLLM support." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different processor/model-loading robustness work for unrelated models. Same broad area, but not the same underlying bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs new MobileLLM model support; unrelated code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch training/model code, but one fixes cross-entropy kwargs and the other is Mistral4 test/model changes. Not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export dynamic-shape test and Mistral4 test fixes are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test vs MobileLLM model addition; no common concrete issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs config-resolution ordering fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model implementation vs Falcon output-collection refactor; different subsystems and purposes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs a model-creation skill/doc workflow PR; not the same change or bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different model-specific changes: Falcon forward/refactor vs Mistral4 test/model fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes vs CLIP-like LayerNorm rename/conversion mapping; unrelated bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes vs TDT loss kernel integration; different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 changes vs class config-resolution ordering fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model-specific Mistral4 fixes vs a broad model-creation skill PR; not a duplicate." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model support vs model-creation skill/documentation; not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug in `fixed_cross_entropy`: both add support for passing kwargs through to `nn.functional.cross_entropy`, including `weight`/`label_smoothing`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the one evidence-backed duplicate pair (43251/43254) and treats the rest as unrelated soft-similarity matches. The canonical-pr reasoning is also supported by the diffs and explicit issue target. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 30, + "review_unit_index": 1, + "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": "34e6dd476ee579f368b7667169daaa61f112fd7a0ec903e9466825ae2876f73c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both upgrade GitHub Actions workflows, but they touch different action families and have different goals: one is a Node 24 compatibility sweep for core actions, the other is a latest-version bump focused on Docker/build-related actions. They overlap in some workflow files, but they do not look like the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the better representative because it is a broader, clearly scoped compatibility migration across many workflows and appears to be the more comprehensive of the two action-upgrade efforts.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the strongest single candidate for the cluster since it addresses a concrete platform-compatibility upgrade across the CI workflow set, rather than a narrower action-version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow-maintenance PRs, but #42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility while #42976 bumps docker/build-push-action and related actions to latest versions. Overlap in CI files is not enough; they are not the same code-path fix and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 30, + "review_unit_index": 1, + "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": "053e912985dbcaabda5458831d53d3f25cad75baf284251e35260238fa44e89a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13043, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13043, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are separate model-addition pull requests, not duplicates. They share repo boilerplate paths like docs/toctree and auto registry files, but each targets a different model family and code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct model-addition PRs, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is globally best for deduplication purposes because each PR adds a different model and cannot plausibly be merged into one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different model families; overlap is limited to shared docs/auto-registration boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM add different models with different implementation paths; shared files are generic model-registration scaffolding." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; same broad subsystem does not indicate the same underlying change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model PRs; despite more shared registry files, they do not fix or add the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 30, + "review_unit_index": 1, + "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": "f23e2b0a149e59003e30e60bcf8fbcf88751e078b4a18709c483d30f9d1b49a0", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs across different models or CI/test maintenance. The only clear duplicate-like pair is the two YOLOS fixes for the same device-mismatch issue; the later PR looks like the more complete version.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46922 is the best canonical PR: it directly fixes the YOLOS device-mismatch bug in the model forward path, keeps the same explicit target issue 46869, and includes the companion no-split-module adjustment in the same code path.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46922 is the strongest standalone PR because it addresses the concrete runtime bug rather than only partial packaging/device-splitting setup, and it is the most complete fix among the YOLOS pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different areas and bugs: Whisper tokenizer/test cleanup vs unrelated CLIP/ViT test assertions." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding tests vs FP8 dequant/loading changes are unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer fix vs generation watermarking validation fix; no same underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenization changes are unrelated to YOLOS device placement." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "These are unrelated test edits in different subsystems and do not share a concrete bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Bogus-looking test assertions vs FP8 dequant fix; different models and no shared failure mode." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated test edits versus generation config validation; not the same fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test changes are unrelated to YOLOS model execution." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/loading changes and Phimoe CI memory handling are different problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequant fix vs watermarking-config validation fix; no shared concrete bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "Different model families and runtime issues; not mergeable as one fix." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe integration-test CI setup are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking config validation is unrelated to YOLOS device mismatch." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI CPU-memory limiting for Phimoe tests is unrelated to the YOLOS runtime device bug." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Same underlying YOLOS device-mismatch issue on model_yolos.py, same target issue 46869, and both are part of the same concrete fix; 46922 is the more complete version." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only affirmative soft-edge pair, pull_request:46886 with pull_request:46922, is well supported by the shared YOLOS file, shared issue target 46869, and the fact that both changes address the same device-mismatch fix area. The rest of the pairwise rejections are reasonable and do not overclaim shared bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 30, + "review_unit_index": 1, + "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": "dc9078924f1b57888a1a55d406f5aef68480eccf613705ccaa7cbc00940bacaa", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three open PRs are unrelated placeholder changes: one tweaks setup/versioning and a vit test, one rewrites several CI/testing workflow files, and one changes only the PR security-gate workflow trigger. They do not look like duplicates of the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true canonical duplicate target here; the changes are in different code paths and subsystems, so there is no meaningful PR to collapse the others into.", + "best_issue_reason": null, + "best_pr_reason": "PR 46747 is the most focused standalone change because it touches a single workflow file, but it still does not subsume the other PRs or indicate the same underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: setup/dependency/version and a vit test versus a PR security-gate workflow trigger change. Shared repo context is incidental, not the same bug or fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "One is a packaging/version/dependency tweak with a vit test; the other rewrites CI/comment workflows plus testing utilities and notification code. These are unrelated code paths." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they modify different CI behavior in different files and scopes; this is not the same concrete change and would not 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": 9, + "component_count": 30, + "review_unit_index": 1, + "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": "e32d1adef9e837cd0f7c81cad2e3a519e205866ccd0284a82bd03e7fe6a1ba24", + "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 closely related feature-add PRs in the same multimodal/pipeline area, but they implement different additions: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share infrastructure and docs patterns, yet target different pipelines, models, and tests, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader/more representative segmentation addition, with more model coverage and a larger surface area, but it is still a distinct feature from 43612 rather than a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the best single representative of the cluster because it spans the wider segmentation stack and more supporting files, while PR 43612 is a separate concept-segmentation feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features: concept segmentation vs visual segmentation. They share docs/pipeline plumbing, but the code paths, model integrations, and tests are for different tasks, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 30, + "review_unit_index": 1, + "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": "418fd89fc879c69f3015b7be6b711a733460b49106ec229cc5765416562ca57d", + "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": "The two PRs both edit `src/transformers/trainer.py`, but they fix different Trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column inspection for column filtering. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate changes with different goals and code paths in `Trainer`.", + "best_issue_reason": null, + "best_pr_reason": "If a single representative is needed, PR 43651 is the more concrete bug-fix style change, but it does not subsume PR 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file, but unrelated functionality: gradient-accumulation loss scaling vs. signature-column override. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 30, + "review_unit_index": 1, + "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": "05999022dbf71f5b5cdc8f650c4beb0bf1adcd28c89e843a9dc2e5398150bdb7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related CLI/type-annotation fixes in the same file, but they address different concrete failure modes and should not be merged as duplicates.", + "confidence": 0.76, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the clearer representative: it directly fixes the `TypeAdapter` NameError when `pydantic` is not installed, with a minimal, explicit TYPE_CHECKING-only import and string annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the better standalone fix because it targets a specific runtime import/annotation failure path and has a narrowly scoped change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but PR 43656 appears to be a broader annotation/runtime cleanup, while PR 43842 specifically fixes the optional-`pydantic` NameError path. They are similar, not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 30, + "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": 13, + "component_count": 30, + "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:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44068|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:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "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:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "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: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", + 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"summary": "This cluster is mostly a set of parallel output-tracing refactors across unrelated model families, not duplicates. The only clear duplicate-like subgroup is the GPT-J/CodeGen series, plus a GPT-Neo follow-up pair.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact is present; among the PRs, 44722 is the best representative of the GPT-J/CodeGen duplicate subgroup because it is the most complete/latest concrete refactor in the same code path.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest single PR candidate: it targets the same GPT-J/CodeGen output-tracing refactor as the earlier GPT-J PRs, supersets them, and is the most likely to be the merged end state for that concrete code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths (FNet/CVT vs GPT-J); only the tracking theme overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementations; 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not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and same output-tracing refactor; 44068 looks like a follow-up/revised version of 44018." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; same theme but different concrete code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is unrelated to the GPT-J/CodeGen refactor in 44722." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; 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different concrete model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are unrelated." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT vs Flaubert/XLM; not the same code path." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different models and changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; similar pattern, but not the same refactor." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT vs SegFormer; only the shared tracing theme overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44056", + "accept": false, + "reason": "FNet/CVT and MPNet are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; not the same underlying bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; same broad tracking initiative only." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT vs MPT; unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44722", + "accept": false, + "reason": "SqueezeBERT is unrelated to the GPT-J/CodeGen refactor in 44722." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; same style of refactor, different code path." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44154", + "accept": false, + "reason": "VisualBERT vs VITS; unrelated model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT-2; not the same underlying change." + }, + { + "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 unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; only the generic tracing pattern matches." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTaV2 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 vs TextNet; different underlying changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 appears to be the broader successor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target GPT-J output tracing in the same file and are close variants of the same concrete change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; shared issue target does not imply duplicate change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT vs ResNet; unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 vs SpeechT5; not the same bug or change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and VITS are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; same standardized-output theme only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT and TextNet are unrelated model-specific refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats most PRs as parallel, model-specific output-tracing refactors and limits duplicate-like grouping to the GPT-J/CodeGen and GPT-Neo sequences. The accepted PR pairs look mergeable as single bugfix PRs, and the rejected pairs are conservatively separated by concrete code path/model family rather than just shared refactor theme." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 30, + "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: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": "127f77fa779699cccd7123c198eb1809d7d3e1c0fdb3fb6ca6637217f46b7a35", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84107, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific PRs all migrating output tracing to the newer capture_outputs/can_return_tuple pattern, but each targets a different architecture and code path. They look related by refactor theme, not like duplicate fixes for the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the clearest representative because it has an explicit issue target and a concrete, model-local output-tracing refactor, making it the best anchor for this cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone PR in the set: it is explicitly tied to issue 43979 and shows a substantive, well-scoped migration in SpeechT5 rather than just a partial pattern conversion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are the same general output-tracing refactor pattern, but they apply to different models (MPNet vs VisualBert) and different internal layers; they are separate PRs, not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are parallel migrations in different model implementations (MPNet vs TextNet). Similar decorator refactor, but not the same bug or code-path and not safely mergeable into one PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths. The similarity is only the standardized output-tracing refactor theme, so this is not a duplicate change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different models with different forward paths and outputs. They share refactor intent, but not the same underlying 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": 14, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "4b7212a8229229306afe29cd09129e8b25b19965e9ca784bd7ab2b5250b3a8e6", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40182, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40182, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are thematically similar refactors around output tracing, but they touch different model families and forward paths, so they are not duplicates of the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster spans unrelated models, and the overlap is only the generic output-tracing refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the best representative of the theme because it is a substantive two-file refactor within a closely related model family, but it still does not subsume the rest of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "timm_backbone vs upernet: same refactor theme, but different model code paths and not one mergeable bug fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "timm_backbone vs vision_text_dual_encoder: both use can_return_tuple, but they affect unrelated architectures." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "timm_backbone vs univnet: different models and output surfaces; 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not the same underlying bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "mobilenet_v1 vs vision_encoder_decoder: unrelated composite model refactors, not mergeable into one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "mobilenet_v1 vs speech_encoder_decoder: same generic refactor pattern, but distinct code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "vision_text_dual_encoder vs univnet: different architectures and output contracts, so not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "vision_text_dual_encoder vs upernet: same decorator-style change, but different model behavior and files." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "vision_text_dual_encoder vs mamba/falcon_mamba: unrelated model families and code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "vision_text_dual_encoder vs depth_anything: both are output-tracing refactors, but not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "univnet vs upernet: different task domains and forward implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "univnet vs mamba/falcon_mamba: no shared code path, only a similar refactor motif." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "univnet vs depth_anything: different models and output shapes; not one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "univnet vs codegen: unrelated model types and return semantics." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "upernet vs rwkv: different model families and implementation details." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "upernet vs mamba/falcon_mamba: same broad refactor style, but separate forward paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "mamba/falcon_mamba vs superpoint: unrelated architectures and code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "mamba vs codegen: different subsystems and concrete changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone vs codegen: both mention output tracing, but they touch different models and APIs." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything vs VisionEncoderDecoder: different model families and forward APIs, so not a duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything vs SpeechEncoderDecoder: same refactor theme only; 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only the refactor pattern overlaps." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder vs SuperPoint: different model families and change scopes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder vs RWKV: unrelated implementations and return behavior." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder vs DPR: same generic output-tracing motif, but not the same fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint vs RWKV: different tasks and code paths; no shared concrete bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint vs DPR: unrelated models and output-handling changes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV vs DPR: different model families and forward logic, so 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": 15, + "component_count": 30, + "review_unit_index": 1, + "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": "a082dc3ac37c9a9f29e1fbcdc4facac1a8ed23aa6e08d6b35d7a0ee2d1f5602d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that happen to touch shared Transformers registration/docs files. They do not appear to fix the same underlying bug or implement the same change, so the soft duplicate edge should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44662 is the stronger representative: it is a broader, more complete PenguinVL implementation with substantial review activity, while #45401 is a draft PR for a different model family and a narrower TTS-specific integration.", + "best_issue_reason": null, + "best_pr_reason": "PR #44662 is the better global PR candidate because it looks like the more established, fully-scoped model implementation. PR #45401 is tied to a specific Voxtral TTS issue and is still draft, so it is less representative of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different codepaths: PenguinVL vs Voxtral TTS. The overlap is limited to shared auto-registration/docs infrastructure, which is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 30, + "review_unit_index": 1, + "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": "1b9ba81c729a9c57eda6d7062785189ac4f7794060719a675bbdc2d504c3ca12", + "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": "These PRs are thematically related to fusion, but they target different layers and changes: one adds a generic module-fusion API, the other wires n-to-1 kernel fusion into model loading via KernelConfig. They should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate set: 44979 is foundational API work, while 45363 is a separate KernelConfig integration feature.", + "best_issue_reason": null, + "best_pr_reason": "45363 is the better representative of the cluster\u2019s practical feature work because it implements the end-to-end KernelConfig fusion flow and user-facing integration.", + "soft_edge_verdicts": [ + { + "left": "Module Fusion API", + "right": "n-to-1 kernel fusion via `KernelConfig`", + "accept": false, + "reason": "Related theme, but not the same underlying change: 44979 introduces a generic fusion API, while 45363 implements a specific KernelConfig-based kernel fusion integration path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 30, + "review_unit_index": 1, + "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": "b2feb9f729775b2834e4b93e650953b720155829d1afe9593289bfcb9b2f9944", + "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 PRs patch the same Mistral regex pre-tokenizer AttributeError in the same file and target the same issue; 45317 is the more complete version because it adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR: it fixes the same concrete code path as 45086 and also includes test coverage, making it the more complete representative change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest PR in the cluster because it addresses the same bug with additional tests and clearer validation of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug fix in _patch_mistral_regex: both change the same tokenizer pre_tokenizer access to resolve the AttributeError, and 45317 is just the fuller tested version." + } + ] + }, + "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": 30, + "review_unit_index": 1, + "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": "287aa62e682fb1653a95a6ca5792e7b48e90021c4b060e382d364b3c4916265c", + "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 PRs are related NemotronH work, but they are not duplicates: one is a refactor toward GraniteMoeHybrid-compatible conversion/inheritance, the other splits NemotronH into dense/sparse model families with docs and registry updates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "45569 is the better representative PR because it covers the larger end-state reorganization of NemotronH into dedicated dense/sparse variants; 45115 is a narrower compatibility/refactor pass.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the strongest standalone PR in the cluster: it introduces the concrete new model split, updates auto-mapping/docs, and looks like the more complete architectural change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related but not the same change: 45115 focuses on GraniteMoeHybrid-style inheritance and checkpoint conversion mappings for NemotronH, while 45569 restructures NemotronH into dense/sparse model packages and updates docs/registry wiring. They touch overlapping files, but the underlying bug/change is different." + } + ] + }, + "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": 30, + "review_unit_index": 1, + "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": "03c060b43e7087ed71d8a6202627dec234234ae88a2a37b62ae4f8d54e591a82", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two typing-related PRs overlap on shared utilities, but they are not the same change: one is a broad repository-wide type-checking sweep, the other is a narrower typing-annotation/refactor patch around modeling utilities and PEFT-related protocols.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader, more cluster-defining change: it introduces type checking across many `src/transformers/*.py` files and adjusts type-checking config. PR 45425 is a narrower typing refactor in a smaller set of files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best representative of the cluster because it has the wider scope and clearer central goal of enabling type checking across the codebase.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related files are not enough to make these duplicates. 45415 is a broad type-checking sweep, while 45425 adds specific typing protocols and annotations for modeling/PEFT utilities; they are adjacent but not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 30, + "review_unit_index": 1, + "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": "063a80a6ce5b19a77fd41a78618672c7cba1989c65af3426447b1374e76c99a5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are expert-parallel loading fixes, but they target different failure modes: 45548 fixes config serialization and EP detection for accelerate/ZeRO-3 loading, while 45662 fixes post-shard handling so FSDP2/rank-0 broadcast does not overwrite experts. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes overlap in subsystem and file touch, but they fix different concrete bugs on different loading paths.", + "best_issue_reason": null, + "best_pr_reason": "45548 is the narrower, more self-contained EP loading fix for accelerate/ZeRO-3; 45662 is a separate FSDP2 overwrite bug, so it should not be treated as the same representative change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are EP-related, but 45548 addresses config serialization/has_ep for accelerate launch + ZeRO-3, while 45662 addresses post-shard wrapping to prevent rank-0 broadcast from overwriting experts under FSDP2. Different concrete bugs and code paths." + } + ] + }, + "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": 30, + "review_unit_index": 1, + "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": "e9f008ee4934ef7be6549bad39ed71448bed37f7b5c8c37126ab8e498c5e0b15", + "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 collision problem in transformers testing utilities; PR 45645 appears to be the broader, more complete fix because it also updates CI log collection for multiple worker files.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file change plus the CI workflow update to collect all captured_info*.txt artifacts, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster since it covers the same underlying bug as 45639 and additionally preserves debug logs in CI, so it is the most complete solution.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying captured_info xdist collision fix in the same testing utility path; 45645 is a superset that also adjusts workflow log aggregation, so these are close enough to treat as duplicates/superseding fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 30, + "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": 23, + "component_count": 30, + "review_unit_index": 1, + "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": "51cdc15abb2fcb64ec483e94ad869b53a92a3c6e3d29ed03fa29776b8e61a76f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the distributed stack, but they are not the same change: #46126 is a narrow EP + Trainer integration, while #46269 is a broad distributed-branch base touching many unrelated distributed/FSDP/integration files. Shared filenames alone are not enough to treat them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46269 is the broader umbrella change and the better representative of the cluster; #46126 is a specific EP/trainer feature layered on top of distributed utilities, not the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "#46269 is the best single PR to represent this cluster because it covers the wider distributed infrastructure work, whereas #46126 is a narrower feature PR with a different objective and code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Different underlying changes: #46126 focuses on expert-parallel routing and trainer integration; #46269 is a broad distributed branch base spanning FSDP, CI, integrations, and model plumbing. They overlap in subsystem and filenames but do not look 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": 24, + "component_count": 30, + "review_unit_index": 1, + "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": "93eb0bd7322aa743c1fc27e60de258d07c855113ade615e732a64e99968689e4", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a heterogeneous set of small workflow PRs. The only strong textual overlap is the repeated pr-ci-security-gate.yml file, but those PRs change different security/permission behaviors, so they are not duplicates. No soft edge looks like the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR across the cluster; 46554 is the closest anchor because it makes the most concrete workflow-security logic change, but the rest are unrelated workflow tweaks rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the best standalone representative because it is the most substantive and directly changes CI security-gate behavior; the other PRs are smaller, unrelated workflow edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs adding security checks to pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Same broad CI area only; one changes comment handling, the other changes PR CI gate permissions/approval logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated changes: PR comment input handling vs a note/comment about the reusable security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different code paths: self-comment CI command piping vs changing secrets inheritance in the PR security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both use shell piping, but they affect different workflows and different command inputs; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark dispatch enablement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and different concerns: SSH runner security vs anti-slop permissions placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner changes are unrelated to reviewer assignment checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and problems: runner environment hardening vs PR CI security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner secret handling is unrelated to PR CI gate permissions/approval behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Pinned download and env cleanup in ssh-runner are unrelated to a security-gate comment change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner hardening does not match the PR security gate's secrets inheritance change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permission scoping and benchmark_dispatch enablement are distinct workflow changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different files and different fixes: anti-slop permissions vs checkout ref for reviewer assignment." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions and build-ci message parsing are unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different concerns; not the same bug/change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment checkout target and benchmark trigger logic are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different shell behavior; not a duplicate change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Checkout ref for assign-reviewers is unrelated to PR CI security-gate logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch eligibility and build-ci commit-message parsing are different changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark workflow trigger change is unrelated to security-gate file scanning." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch workflow scripts, but one fixes commit-message quoting while the other adds PR security checks; different underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-ci message parsing is unrelated to PR security-gate permission changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different concrete fixes: one adds workflow-change checks, the other adjusts permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Security checks vs explanatory comment only; not the same code-path problem." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate edits: added checks vs removing inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval logic changes are not the same as adding safety comments to the reusable workflow." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different fixes in the same file: permissions/approval gating vs secrets inheritance hardening." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "A documentation note about safety is not the same underlying change as switching to empty secrets." + } + ] + }, + "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": 30, + "review_unit_index": 1, + "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": "d0ae67ed2c63e216a266d5bb6ffd9e68528bfca4bb2144d80914bf6170046e2f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests address different tokenizer bugs in different code paths: CodeLlama decode stripping vs DeepSeek-Coder/LLM tokenizer-class resolution. They are not duplicates and should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and fixes: one changes CodeLlama decoder behavior, the other changes AutoTokenizer checkpoint-prefix routing for DeepSeek models." + } + ] + }, + "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": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "4d30da2d12627de4b3bf56a39568952bb69aad4cb3051ade26ada6c641b5aff4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same FlashAttention2 long-context performance regression tied to scalar/tensor sync behavior, with 47215 appearing to subsume the narrower 46696 fix.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "47215 is the more complete and representative fix: it addresses the same FA2 long-context regression but broadens coverage beyond the single condition bug, adds related unpadding changes, and includes tests/benchmark updates.", + "best_issue_reason": null, + "best_pr_reason": "47215 is the best PR representative because it most fully captures the underlying regression and likely supersedes the narrower earlier patch in 46696.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Both PRs fix the same underlying FA2 long-context decode/performance regression caused by unnecessary scalar syncs / tracing handling in the same utility path; 47215 looks like an expanded version of the same fix rather than a different change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 30, + "review_unit_index": 1, + "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": "ad55f27401161c61df700fdf6fd8bc3704d0e9121cc8ac669ae2250a6392ba91", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related thematically but do not look like the same bug fix: one addresses padding masks being skipped for batch size 1 in linear-attention model implementations, while the other fixes masking being skipped on continued/recurrent forwards in a shared masking utility.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the fixes target different code paths and different failure modes, despite both involving padding-mask handling.", + "best_issue_reason": null, + "best_pr_reason": "47087 is the better representative of the broader masking infrastructure fix because it centralizes the logic in masking_utils and includes explicit issue linkage and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Different underlying bugs: 46773 fixes a batch-size-1 condition in linear-attention model code, while 47087 fixes recurrent continued-forward masking in a shared utility. They are related but 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": 28, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47074", + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" + ], + "prepared_review_unit_hash": "740b529849cb1652d6448bae38b045e22ce0ab5de76520d7545056ceeac63ea0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11590, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11590, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates of one another; they cover separate fixes in different multimodal/generation code paths. The cluster is only loosely connected by broad pipeline/model-processing similarity.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47074 is the broadest, most central fix in the cluster: it corrects AnyToAnyPipeline\u2019s multimodal input key normalization and includes direct test coverage, making it the best representative of the shared multimodal-pipeline theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the best single PR to anchor this cluster because it addresses a concrete pipeline API bug with a general impact, whereas the others are narrower model-specific or generation-specific fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Different bugs and code paths: 47032 changes stop_sequence handling in image-text-to-text pipeline generation, while 47197 fixes batched text postprocessing for Qwen Omni models." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are multimodal, but they fix unrelated issues: 47074 normalizes input keys in AnyToAnyPipeline, while 47076 validates Gemma4 audio placeholders and batch sizing in processor input layout." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "47074 is a pipeline input-key normalization change; 47197 is a model-specific batched decode/postprocessing fix. They do not target the same underlying defect." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "47074 fixes multimodal input mapping in a pipeline, whereas 47195 adjusts candidate decoding length caps in generation. Different subsystems and failure modes." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "These address unrelated problems: prompt lookup candidate length capping versus Qwen Omni batched text postprocessing." + } + ] + }, + "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": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-5", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47124", + "pull_request:47122|pull_request:47150", + "pull_request:47122|pull_request:47224", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150", + "pull_request:47150|pull_request:47224" + ], + "prepared_review_unit_hash": "25a389dda9a54cb008cb1e119ded441ca5c2cd7eb2cbc23148f42d3c85de68da", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12423, + "estimated_input_tokens": 3106, + "estimated_eval_tokens": 6468 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12423, + "estimated_input_tokens": 3106, + "estimated_eval_tokens": 6468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A cluster of unrelated auto-generated PRs for different model/test failures, plus one umbrella PR that bundles several independent fixes. The shared text similarity is mostly from the serge-generated title pattern, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47224 is the broad umbrella fix and the most comprehensive change set in the cluster, covering multiple independent failures rather than a single narrow test tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR #47224 is the best representative because it consolidates several fixes and is the most complete candidate in the group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and different failure modes: edgetam backbone kwargs handling vs minimax_m3_vl load/offload test setup." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "Separate model bugs: edgetam input-kwarg cleanup vs falcon_mamba generation expectation updates." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Different code paths and models: edgetam forward kwargs vs whisper generation max-length handling." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "#47224 is an umbrella PR with multiple independent fixes; it is not the same single edgetam change as #47122." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Unrelated test fixes for different models; no shared concrete bug or mergeable change." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "Minimax-M3-VL loading/offload test issue is unrelated to whisper generation behavior." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon Mamba output mismatch and Whisper length logic are different underlying problems." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": false, + "reason": "Although #47224 touches whisper, it is a multi-fix umbrella PR; this is not the same single whisper change as #47150." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 30, + "review_unit_index": 1, + "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": "5a1716a7b29a954a91bed561593c683e7defbb58f2a0cb12ddee2d9d0fa4b93c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated pull requests: one fixes gradient inflation with label smoothing during gradient accumulation, and the other adds/respects `min_tokens_to_keep` in `TopHLogitsWarper`. They touch different code paths and should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the better anchor because it targets an explicit issue (#46731) and makes a focused fix to a concrete training-loss bug. PR 47262 is a separate generation-side change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the strongest standalone representative: it has a clear problem statement, explicit issue linkage, and a narrow diff addressing one bug. PR 47262 is unrelated to it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "These PRs fix different problems in different subsystems: training loss scaling vs generation logits warping. They do not 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 + } + ] +} diff --git a/snapshots/20260711T180021Z/analysis-runs/hybrid-model-20260711t180021z/manifest.json b/snapshots/20260711T180021Z/analysis-runs/hybrid-model-20260711t180021z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9caa4bfa21adfdc2bd99d215302e2ba72991f11f --- /dev/null +++ b/snapshots/20260711T180021Z/analysis-runs/hybrid-model-20260711t180021z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260711t180021z", + "artifacts": { + "hybrid": "snapshots/20260711T180021Z/analysis-runs/hybrid-model-20260711t180021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260711T180021Z/analysis-runs/hybrid-model-20260711t180021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-11T18:10:20Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260711T180021Z", + "variant": "hybrid" +} diff --git a/snapshots/20260711T180021Z/manifest.json b/snapshots/20260711T180021Z/manifest.json index 0b65005ce84df30cc385c7533888591e30eb558d..476e168a9416f27416faeb29eb9c94e836576ef1 100644 --- a/snapshots/20260711T180021Z/manifest.json +++ b/snapshots/20260711T180021Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 46 }, "extracted_at": "2026-07-11T18:00:21Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260711t180021z", + "runs": { + "hybrid-model-20260711t180021z": { + "analysis_id": "hybrid-model-20260711t180021z", + "artifacts": { + "hybrid": "snapshots/20260711T180021Z/analysis-runs/hybrid-model-20260711t180021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260711T180021Z/analysis-runs/hybrid-model-20260711t180021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260711T180021Z/analysis-runs/hybrid-model-20260711t180021z/manifest.json", + "model": null, + "published_at": "2026-07-11T18:10:20Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260711T180021Z", "watermark": {