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25 - ], - [ - 231, - 238 + 667, + 692 ] ], "right_ranges": [ [ - 11, - 26 + 33, + 39 ], [ - 232, - 239 - ] - ] - }, - { - "filename": "tests/test_image_processing_common.py", - "left_ranges": [ - [ - 12, - 17 + 317, + 324 ], [ - 20, - 25 + 368, + 375 ], [ - 47, - 73 + 491, + 499 ], [ - 194, - 200 + 680, + 702 + ] + ] + } + ] + } + ] + }, + { + "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", + "left_ranges": [ + [ + 30, + 50 ] ], "right_ranges": [ [ - 12, - 17 - ], - [ - 20, - 29 - ], - [ - 174, - 181 + 30, + 43 ] ] } @@ -6703,27 +6764,27 @@ ] }, { - "cluster_id": "cluster-46504-3", + "cluster_id": "cluster-47122-3", "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46716, + "canonical_pr_number": 47122, "issue_numbers": [], "pr_numbers": [ - 46504, - 46563, - 46716 + 47122, + 47150, + 47224 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46504, - "right_pr_number": 46563, - "code_similarity": 0.185, - "size_similarity": 0.923, + "left_pr_number": 47122, + "right_pr_number": 47150, + "code_similarity": 0.085, + "size_similarity": 0.423, "file_overlap": 0.0, "area_overlap": 0.0, "patch_similarity": 0.0, @@ -6731,40 +6792,74 @@ "shared_file_areas": [] }, { - "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": 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": 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, + "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, "shared_filenames": [ - ".github/workflows/pr-ci-security-gate.yml" + "src/transformers/models/whisper/generation_whisper.py" ], "shared_file_areas": [ { - "filename": ".github/workflows/pr-ci-security-gate.yml", + "filename": "src/transformers/models/whisper/generation_whisper.py", "left_ranges": [ [ - 13, - 19 + 1937, + 1943 ] ], "right_ranges": [ [ - 14, - 17 + 1937, + 1943 ] ] } @@ -6772,35 +6867,6 @@ } ] }, - { - "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": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44002, - 44004 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44002, - "right_pr_number": 44004, - "code_similarity": 0.125, - "size_similarity": 0.398, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.304, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -7077,28 +7143,18 @@ ] } ], - "duplicate_issues": [], - "duplicate_prs": [ + "duplicate_issues": [ { - "cluster_id": "cluster-40546-13", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 40546, - 46658, - 46836, - 47077, - 47096, - 47143, - 47163, - 47175, - 47181, - 47198, - 47210, - 47243 + "cluster_id": "cluster-46894-8", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46897, + 46901 ], - "target_issue_number": null, - "reason": "PRs in cluster-40546-13 are treated as duplicates because they share soft_similarity evidence." - }, + "reason": "Issues in cluster-46894-8 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, @@ -7117,6 +7173,29 @@ "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-43451-16", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46196, + 46376, + 46509, + 46658, + 46836, + 47003, + 47034, + 47096, + 47143, + 47163, + 47175, + 47181, + 47210, + 47216, + 47255 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-16 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -7143,15 +7222,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 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, @@ -7208,26 +7278,6 @@ "target_issue_number": 46305, "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-46376-3", - "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, @@ -7235,7 +7285,7 @@ 46696 ], "target_issue_number": 46693, - "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." }, { "cluster_id": "cluster-46821-4", @@ -7257,7 +7307,7 @@ "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-46894-6", + "cluster_id": "cluster-46894-8", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, @@ -7266,28 +7316,29 @@ 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." + "reason": "PRs in cluster-46894-8 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, + "cluster_id": "cluster-47122-3", + "canonical_pr_number": 47122, "duplicate_pr_numbers": [ - 47260 + 47150, + 47224 ], - "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." + "target_issue_number": null, + "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-8", "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 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 8 artifacts, and carries 1 discussion comments plus 12 inbound references.", + "score": 194.0 }, "best_pr": { - "cluster_id": "cluster-40546-13", + "cluster_id": "cluster-43451-16", "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 + "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 16 artifacts, links to 0 issues, and carries 480 review/discussion events.", + "score": 1233.678 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 2db637c6b313e76db35173a61ab85b6adf9a1250..160bccfc63a68b47b5ebafd7b73b1b74a6e7f119 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": "20260711T180021Z", - "generated_at": "2026-07-11T18:10:19Z", + "snapshot_id": "20260712T000022Z", + "generated_at": "2026-07-12T00:11:47Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -132,316 +132,322 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "003f15c92c37a0402bc65db9978a8a8ea946e26de914d9cb0e6c93bc123576be", + "prepared_review_unit_hash": "8a31bc82434cff98cc58a92308fac81b22b90e49487400d0ba4082d6092fba8d", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46578, - "estimated_input_tokens": 11645, - "estimated_eval_tokens": 23546 + "serialized_chars": 46581, + "estimated_input_tokens": 11646, + "estimated_eval_tokens": 23548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "Mostly a heterogeneous cluster with a few real duplicate pairs. The clearest duplicate family is the DeepSpeed ZeRO-3/Bert index-out-of-bounds reports, with two smaller duplicate pairs also appearing around Qwen3.5 MoE rotary embedding materialization and torch 2.4.1 compatibility.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43596 is the broadest, clearest anchor for the strongest duplicate family here: the ZeRO-3/Bert index-0 out-of-bounds failure. Its companion issue 43638 is a 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_issue_reason": "issue:43596 is the best representative issue overall because it describes a concrete, reproducible bug with the strongest duplicate evidence and a broader scope than its near-duplicate.", "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." + "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions API behavior." }, { "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." + "reason": "Unrelated model/backend bugs: AMD GPU execution failure vs MPS histogram op not implemented for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different multimodal dtype mismatch vs AMD GPU execution failure." + "reason": "Different model paths and symptoms: image-preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to AMD GPU-specific model failure." + "reason": "Both are runtime errors, but the concrete bugs are different model/device issues and not the same code path." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and code paths; not the same bug." + "reason": "Different models and failure modes; not the same underlying bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and symptoms; too broad to be a duplicate." + "reason": "Not the same issue: GPT-OSS AMD GPU failure vs GraniteMoEHybrid invalid method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Both are DeepSpeed/export-related but the failures are unrelated: collective mismatch vs ONNX export." + "reason": "Different subsystems: DeepSpeed collectives mismatch vs ModernBERT ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export issue vs Qwen3Moe FP8 failure." + "reason": "Unrelated failures: ONNX export vs Qwen3Moe FP8 config issue." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and device-map CUDA assert are unrelated." + "reason": "Different concrete bugs; only a broad 'model error' similarity." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and RAG docs cleanup are unrelated." + "reason": "One is a task crash, the other is outdated RAG documentation; not the same bug or change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue is unrelated to GenerationMixin import breakage." + "reason": "Different issues: ONNX export failure vs GenerationMixin import error." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale docs reports, but they target different removed references and are not the same concrete bug/change." + "reason": "Both are v5 docs cleanups, but they target different removed references and are not the same concrete change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and training-resume/trust-remote-code are different problems." + "reason": "Different training bugs with no clear shared code path." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training failure is unrelated to YOLO multi-GPU device-map auto failure." + "reason": "Local resume/trust_remote_code issue is unrelated to YOLO multi-GPU device mapping." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch is not the same bug as Gemma4 device-map forward mismatch." + "reason": "Both involve forward-time failures, but the concrete bug is different: mask/tensor shape mismatch vs device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are training-time shape issues, but they involve different models and failure modes." + "reason": "Different error classes and code paths; only superficial shape-related similarity." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated training/resume problem vs ZeRO-3/Bert index error." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert index error is unrelated to a generic mask/tensor shape mismatch." + "reason": "Different failures: ZeRO-3/Bert index-out-of-bounds vs mask shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different model/input-modalities and different error conditions." + "reason": "Different domains and symptoms; not the same underlying bug." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training bug and Nemotron example breakage are unrelated." + "reason": "Different models and different failure modes." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Generic index/shape mismatch is not the same as GPT-OSS MoE TP-only failure." + "reason": "Different bugs: tensor/mask indexing error vs GPT-OSS TP-only failure." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template stopiteration and resume-training bug are unrelated." + "reason": "Different areas: video chat template handling vs training resume with remote code." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "Different components entirely: BarkProcessor voice preset vs ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures are different." + "reason": "Both mention DeepSpeed, but the concrete errors and models differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 + Bert index-0 out-of-bounds bug, with one report being the broader variant." + "reason": "Same underlying ZeRO-3/Bert index-0 out-of-bounds bug; 43638 is just the non-pretrained Bert variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call and GPT-OSS TP-only failure are different issues." + "reason": "Different GPT-OSS/Liger-kernel issues; not the same fix." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Tokenizer detokenization bug and LoRA merge/save/load mismatch are unrelated." + "reason": "Different bugs: detokenization regression vs LoRA merge/reload output mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3 NVFP4 runtime error is unrelated to LoRA merge/save inconsistency." + "reason": "Different model/runtime failures with no shared concrete code path." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config_class lookup." + "reason": "Processor failure for Voxtral vs remote-code model_class/config_class attribute error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed-era failures: weight rank error vs collective mismatch." + "reason": "Both involve DeepSpeed, but the specific runtime errors and reproductions are different." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and device-map symptoms; not the same underlying bug." + "reason": "Different model families and different failure modes." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to mask shape mismatch." + "reason": "Both are tensor-shape errors, but they arise from different mechanisms and are not clearly the same bug." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram op error and YOLO multi-GPU device-map failure are unrelated." + "reason": "MPS histogram kernel limitation is unrelated to multi-GPU device-map failures." }, { "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." + "reason": "Same Qwen3.5 MoE rotary-embedding/materialization bug: CPU offload incompatibility and uninitialized inv_freq after meta\u2192to_empty(cuda) are the same underlying state-handling problem." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing shape recomputation and CustomTrainer compute_loss signature breakage are unrelated." + "reason": "Activation-checkpointing/FSDP tensor mismatch is unrelated to CustomTrainer compute_loss signature breakage." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index error and GPT-OSS TP-only failure are different code paths." + "reason": "Different bugs in different subsystems; no concrete overlap." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model families and failures." + "reason": "ZeRO-3/Bert initialization bug is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different models and symptoms; not mergeable as one bug." + "reason": "Different model families and different runtime errors." }, { "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." + "reason": "Both are Gemma/Qwen video or embedding issues, but they are different code paths and failures." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime errors and no shared concrete code path." + "reason": "Different model/runtime failures with no shared underlying bug." }, { "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." + "reason": "Unrelated failures: Gemma3 vLLM config attribute vs Mistral tokenizer 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." + "reason": "Same torch 2.4.1 compatibility problem; 46515 is the broader duplicate of the more specific transformers 5.8.0 report." }, { "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." + "reason": "Different Gemma4 bugs: device-map mismatch vs expensive reverse embedding lookup from inputs_embeds." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Different failure modes and models; only superficial distributed-training similarity." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic torch-version incompatibility and Qwen3 NVFP4 runtime failure are not the same issue." + "reason": "Version incompatibility report vs Qwen-3-8B-NVFP4 runtime error are not the same bug." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP-only failure are unrelated." + "reason": "Different concrete failures; same broad MoE theme is not enough." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral torch-dynamo tracing failure is unrelated to Mistral-3 image-preprocessor dtype mismatch." + "reason": "Different models and mechanisms: torch dynamo grouped_mm tracing error vs image preprocessor dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and errors; no same underlying code path." + "reason": "Different models and error conditions; not a duplicate." }, { "left": "issue:43716", @@ -453,67 +459,91 @@ "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram error are unrelated." + "reason": "Different architectures and different backend limitations." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen3 NVFP4 runtime and Qwen3.5 embedding unpacking are different bugs." + "reason": "Different Qwen-related bugs with different triggers and code paths." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend-specific bugs; no common underlying change." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different concrete runtime failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking issue is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different subsystems: Liger-kernel cross-entropy vs TRL SFT embedding unpacking." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed ZeRO-3 and index errors, but the models and concrete failures differ." + "reason": "Both mention DeepSpeed ZeRO-3, but the errors and models are different." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Docs still referencing removed pipeline tasks vs removed run command are separate documentation fixes." + "reason": "Both are docs cleanups, but they target different removed references and are not the same change." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram op failure are unrelated." + "reason": "Different model/backend bugs; no concrete duplicate evidence." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy invocation and autocast dtype mismatch are unrelated." + "reason": "Different failures: Liger-kernel cross-entropy path vs Phi-tiny-MoE autocast mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and trainer signature breakage are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch is unrelated to GenerationMixin import breakage." + "reason": "Different issues: FSDP/activation-checkpointing shape mismatch vs GenerationMixin import failure." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU issue and RAG docs issue are unrelated." + "reason": "Different domains: GPU execution failure vs RAG documentation." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy call and mask shape mismatch are unrelated." + "reason": "No concrete overlap beyond both being runtime errors." } ] }, "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." + "feedback": "The summary is well grounded in the packet: it conservatively identifies the heterogeneous bulk of the cluster and only calls out the three clearly supported duplicate families. The accepted pair verdicts are also reasonably cautious given the titles and metadata, especially the near-identical ZeRO-3/Bert reports and the torch 2.4.1 compatibility pair." }, "evaluator_used": true, "retried": false, @@ -626,20 +656,20 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "737567c06985f6ead68aa54b461cd0e25805c9311833edcbac5b4faaeae73faf", + "prepared_review_unit_hash": "4313348c95595458fc86d4ba1d6e912b32ddaa5cc86a34ca93628c6dfcf238de", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39736, + "serialized_chars": 39734, "estimated_input_tokens": 9934, "estimated_eval_tokens": 20124 }, @@ -648,264 +678,258 @@ "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.", + "summary": "This set is mostly heterogeneous and not one duplicate cluster. The clearest duplicate family is the AutoTokenizer v5 regression pair, and there is one plausible DeepSpeed ZeRO-3 loading duplicate; the rest are distinct model- or subsystem-specific failures.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue cleanly spans the whole set; 45920 is the best representative because it describes the broad v5 AutoTokenizer regression across multiple model families, not just one narrow report.", "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_issue_reason": "45920 is the strongest global issue candidate: it has the broadest scope, clearly states the regression, and is the best anchor for duplicate reports in this cluster.", "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." + "reason": "Both mention torch/transformers compatibility, but they describe different breakages and different triggers (general incompatibility vs 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." + "reason": "Unrelated failures: vLLM/PaddleOCR-VL loading versus a torch distributed build-flag regression." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption is not the same as a model-weights-loading regression." + "reason": "Different model-loading problems for different models; one is checkpoint corruption, the other missing text-encoder weights." }, { "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." + "reason": "Different code paths and symptoms: Gemma3 config attribute error in vLLM versus Qwen3 auto-device-map CUDA assert." }, { "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." + "reason": "Same underlying ZeRO-3 loading bug is plausible: both report index-0-out-of-bounds during deepspeed zero3 model initialization/loading." }, { "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." + "reason": "Both are docs-related, but they refer to different documentation issues and different outdated references." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and symptoms: AMD GPU runtime failure vs table-question-answering crash." + "reason": "Completely different problems: AMD GPU support for GPT-OSS versus table-question-answering runtime crashes." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Storage-object lookup failure is unrelated to the PyTorch distributed support regression." + "reason": "Different failure modes: missing Float8 storage support versus PyTorch distributed support breakage." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different model/kernel behavior: Liger cross-entropy dispatch vs video StopIteration in Qwen3-vl embedding." + "reason": "Unrelated issues: Liger kernel cross-entropy dispatch versus Qwen3-vl video StopIteration." }, { "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." + "reason": "Both involve multimodal models, but the concrete failures differ: device mismatch in forward versus video feature/token mismatch in chat templating." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure and device-mapping mismatch are separate issues." + "reason": "Different models and different failures: processor parsing versus device-mapping mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer/detokenization bug vs outdated RAG examples; unrelated." + "reason": "Different topics entirely: detokenization regression versus outdated RAG examples." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption vs Nvidia ModelOpt compatibility are different root causes." + "reason": "Different model-specific loading issue versus Nvidia ModelOpt compatibility concern." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model checkpoint loading failure is unrelated to docs/example updates." + "reason": "Checkpoint-loading failure for NemotronH is unrelated to RAG documentation cleanup." }, { "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." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are separate regressions with different root causes." }, { "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." + "reason": "Same tokenizer regression family: both report wrong token IDs in v5, and 45920 is the broader multi-model report of the same underlying bug." }, { "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." + "reason": "Both concern model loading, but they are different models and different failure descriptions." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 runtime error and RAG docs are unrelated." + "reason": "NVFP4 model runtime failure is unrelated to RAG documentation examples." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed build regression." + "reason": "bitsandbytes Int8Params incompatibility is a distinct dependency issue, not the torch distributed 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." + "reason": "Both mention sliding-window concepts, but they target different models and different concrete failures." }, { "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." + "reason": "Similar error class, but the reported shapes, model types, and contexts differ enough to treat them as separate bugs." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model loading and table QA task crashes are unrelated." + "reason": "Whisper loading failure is unrelated to table-question-answering crashes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model load failure is not the same as a corrupted checkpoint report." + "reason": "Different models and different loading failures; no evidence of a shared root cause." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "General torch compatibility and pydantic PretrainedConfig breakage are distinct regressions." + "reason": "Torch version incompatibility and PretrainedConfig pydantic regression are unrelated issues." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Different compiler/runtime failures affecting different model paths; not the same concrete bug." + "reason": "Different compilation/tracing regressions affecting different models and code paths." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization and table QA crashes are unrelated." + "reason": "Detokenization regression and table QA crashes are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading failure and pydantic model breakage are unrelated." + "reason": "Whisper runtime failure does not match the pydantic PretrainedConfig regression." }, { "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." + "reason": "Both involve Qwen3.5/chat usage, but one is a crash in transformers chat and the other is a streaming chat/completions API failure; not clearly the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Different failure families: ZeRO-3 load IndexError vs torch/transformers version incompatibility." + "reason": "Shared zero-3/initialization flavor is too broad; these are different errors on different models and likely separate issues." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Grouped_mm tracing error and multi-GPU device-map failure are different code paths." + "reason": "Grouped_mm tracing failure and multi-GPU device-map failure are different symptoms with different code paths." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 runtime failure and table QA crash are unrelated." + "reason": "NVFP4 runtime error is unrelated to table-question-answering crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different model families and distinct errors; not the same underlying bug." + "reason": "Different model families and different failure modes; only a vague theme of model config/device handling overlaps." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure is unrelated to the MPS histogram unsupported-int error." + "reason": "Chat streaming failure and an MPS histogram op limitation are unrelated." }, { "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." + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." }, { "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." + "reason": "Different numerical/compilation failures on different models; no shared concrete bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and a template-node compile error are unrelated." + "reason": "Processor loading failure and template-node compilation error are separate issues." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Different model families and different device-mapping behavior; not a duplicate." + "reason": "Different model classes and different failures; only a broad multi-GPU/device-map theme overlaps." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted checkpoint report." + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "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." + "reason": "Both are indexing errors, but the reported shapes, models, and contexts do not match closely enough to be duplicates." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "flash-attn2 fallback gating and remote-code config_class errors are distinct issues." + "reason": "Flash-attn fallback logic and remote-code config_class failures are different bugs." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The selected anchor issue (45920) is well supported by its broad v5 AutoTokenizer regression scope, and the two accepted duplicate links are plausible from the titles alone. The rejected pairs are generally justified by distinct models, subsystems, or failure modes." }, "evaluator_used": true, "retried": false, @@ -1012,250 +1036,244 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "3ad44373fe45b9bbc25a27d11a3ce19b0b205e58519c1ef2e863b4240234aa37", + "prepared_review_unit_hash": "4dd7b22513d18b03fa64d433c1d5c3d5cb2f2a614871283d47688dbf747e8636", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38034, - "estimated_input_tokens": 9509, - "estimated_eval_tokens": 19274 + "serialized_chars": 38038, + "estimated_input_tokens": 9510, + "estimated_eval_tokens": 19276 }, "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.", + "summary": "Mostly a heterogeneous bug cluster with a couple of clear duplicate-like pairs. The strongest match is the `_is_hf_initialized` / `Int8Params` failure, and a smaller validation-error-message family also overlaps; most other pairs are only broadly similar and should stay separate.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43872 is the clearest and most active report for the `_is_hf_initialized` / `Int8Params` failure, and issue:44291 is a narrower duplicate of that same root cause.", "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_issue_reason": "issue:43872 is the best representative issue in this set because it has the strongest concrete failure description and the most discussion around the shared root cause.", "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." + "reason": "Both are v5-era regressions, but they describe different bugs: StableLm config padding vs pydantic PretrainedConfig handling." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility vs a Gemma4 device-mapping mismatch are unrelated failures." + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device-mismatch behavior." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different model/runtime issues." + "reason": "Different models and failures: PaddleOCR-VL load error vs gpt-oss GGUF support request." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes init-arg incompatibility is unrelated to the Sam3 bf16 compilation regression." + "reason": "Different code paths: `_is_hf_initialized` kwarg/type error vs 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." + "reason": "Both mention shape-related errors, but one is a mask/tensor length mismatch and the other is a TRL embedding unpacking failure." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Image-preprocessor dtype mismatch for Mistral-3 is unrelated to a Sam3 compilation regression." + "reason": "Different failures entirely: multimodal dtype mismatch vs bf16 compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming chat failure are different code paths." + "reason": "Different model families and different bugs: autocast dtype mismatch vs streaming chat/completions failure." }, { "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." + "reason": "gpt-oss GGUF support is unrelated to Qwen3.5 streaming inference failures." }, { "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." + "reason": "Both are release-related regressions, but one is an `_is_hf_initialized` init-empty-weights bug and the other is a pydantic config-field breakage." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Quantization memory/OOM behavior is unrelated to tied-weights translation-model issues." + "reason": "Int4 OOM from reserved memory is a different problem from tied-weight handling in translation models." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the config-field regression in v5." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the PretrainedConfig/pydantic issue." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are different problems." + "reason": "Multi-GPU device-map failure is not the same as the bf16 compilation regression." }, { "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." + "reason": "Both are IndexErrors, but they occur in different code paths: attention mask mismatch vs zero3/init_empty_weights on BertModel." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call is not the same as the Sam3 bf16 compilation issue." + "reason": "GraniteMoEHybrid invalid-method call and Sam3 compilation regression are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage and torch-version incompatibility are different classes of failures." + "reason": "Remote-code model breakage is not the same underlying issue as torch/transformers incompatibility." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3.5 video-token/template mismatch." + "reason": "Both involve multimodal Qwen models, but one is a dtype mismatch and the other is a 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." + "accept": false, + "reason": "Same model family, but the reports are not clearly the same bug: embedding quality complaint vs nonsensical AutoModel/pipeline outputs." }, { "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." + "reason": "Both are video-related Qwen regressions, but they target different model sets and different failure modes." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO device-map auto failure are unrelated." + "reason": "Broken official example and YOLO multi-GPU device-map 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." + "reason": "Zero3 index-out-of-bounds during init and remote-code resume/training issues do not look like the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping and uninitialized rotary-embedding memory are distinct Qwen issues." + "reason": "Composite-config unwrapping and uninitialized rotary-embedding memory are different code paths." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code `config_class` AttributeError are different loading paths." + "reason": "Flash Attention 2 issue and remote-code model_class/config_class error are separate problems." }, { "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." + "reason": "Both are Qwen3.5-related, but image dtype mismatch and TRL embedding unpacking are not the same failure." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and Qwen3.5/TRL embedding unpacking are unrelated." + "reason": "FSDP weight-dimension error is unrelated to Qwen3.5 embedding unpacking." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization and flash-attn fallback gating are different regressions." + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn fallback gating." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and GLM5 are not the same issue." + "reason": "High perplexity on gpt-oss is not the same underlying issue as a generic GLM5 report." }, { "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." + "reason": "Both involve trust_remote_code/custom modules, but one is a leaf-directory cache collision and the other is wrong module loading after save_pretrained; not enough to merge as one bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FP8 failure and flash-attn fallback checks are unrelated." + "reason": "Qwen3-MoE FineGrainedFP8 failure and flash-attn fallback blocking 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." + "reason": "Tied-weight bugs, but different model families and different manifestations." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion and a docs typo are not duplicates." + "reason": "A DSA indexer discussion is unrelated to docs still mentioning a removed command." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weight translation-model issues." + "reason": "Quantization/offloading behavior and translation tied-weights are separate issues." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and docs about a removed command are unrelated." + "reason": "Cache-strategy typo and removed-command documentation are not the same bug." }, { "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." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." }, { "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." + "reason": "Both are the same validation/error-message bug family: 46463 looks like a T5-specific instance of the broader input_ids/inputs_embeds XOR validation problem described in 45183." } ] }, "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." + "feedback": "Grounded and conservative overall. The `_is_hf_initialized` / `Int8Params` cluster is correctly centered on issue:43872 with issue:44291 as a close duplicate, and the only accepted soft pair (45183/46463) is well supported by the issue titles. The rejected pairs are generally cautious and distinguish different failure modes rather than overstating duplication." }, "evaluator_used": true, "retried": false, @@ -1357,223 +1375,223 @@ "issue:44991|issue:45399", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "ad331b293fe89108788be0eaee962fc783a8ae95cb19aebb0ca48e8015c73558", + "prepared_review_unit_hash": "805e45ee27227c226fe81f51a947eeded80d16879732f73299f2322e4b8c340d", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37050, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "serialized_chars": 37046, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "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.", + "summary": "Mostly a heterogeneous bundle of unrelated Transformers issues, with a few true duplicate subclusters: non-persistent buffer corruption, StaticCache get_seq_length regression, Gemma4 quantized embedder dtype casting, and a Mamba2 recurrence bug.", "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_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer corruption regression and has the strongest near-duplicate pairing in this set (especially with 44534 and 43644).", "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_issue_reason": "Best single issue anchor, but only for the buffer-corruption subcluster; the overall cluster is too mixed for one issue to represent all items well.", "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." + "reason": "Different problems: NemotronH checkpoint loading vs tied-weights translation-model issue." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer-related, but the models and concrete symptoms differ too much to be one bug." + "reason": "Different models and failure modes (DeepSeek-Coder detokenization vs Qwen NVFP4 runtime error)." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models with different round-trip/output behavior." + "reason": "Same tokenizer theme, but different models and code paths; not the same concrete bug." }, { "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." + "reason": "SigLIP2 docs-example errors vs model-quality discrepancy; unrelated symptoms." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same v5 non-persistent-buffer corruption regression, described from two angles." + "reason": "Same 5.x non-persistent-buffer corruption regression; near-identical bug report." }, { "left": "issue:46032", "right": "issue:47246", - "accept": false, - "reason": "Both are Mamba2-family issues, but the titles point to different recurrence/code paths." + "accept": true, + "reason": "Both point to the same Mamba2 recurrence/use_cache bug in the slow path." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated trainer-signature error versus DeepSpeed ZeRO-3 load failure." + "reason": "Trainer API signature change vs Gemma3 ZeRO-3 load failure; unrelated." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Both are v5-related, but one is remote-code config loading and the other is buffer materialization corruption." + "accept": true, + "reason": "Both describe the same non-persistent-buffer junk-corruption regression." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/storage errors, but they are distinct incompatibilities with different root causes." + "reason": "Both are quantization/import failures, but different dependencies and code paths." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "46932 reads like the same Gemma4 quantized vision/audio dtype-casting bug as 46899." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug." }, { "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." + "reason": "SigLIP2 embedding quality issue vs generic tokenization/version change." }, { "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." + "reason": "Broad AutoTokenizer token-ID regression vs DeepSeek-Coder-specific output bug; not the same concrete defect." }, { "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." + "reason": "Both SigLIP2-related, but zero probabilities and worse text embeddings are not the same bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and different numerical failure modes; not the same bug." + "reason": "Autocast dtype mismatch vs Qwen3.5 flash-attention/position-id crash." }, { "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." + "reason": "Same StaticCache get_seq_length return-type bug." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same non-persistent-buffer materialization/corruption regression, with 45902 as a model-specific manifestation." + "accept": false, + "reason": "Buffer-loading corruption vs meta/to_empty uninitialized rotary-freq memory; different bugs." }, { "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." + "reason": "SigLIP2 vs JAX-vs-HF discrepancy; related area, but not the same concrete defect." }, { "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." + "reason": "FlashAttention packed-sequence crash vs CPU-offload incompatibility; unrelated." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Only loosely related by meta/materialization context; different models and different failure mechanisms." + "reason": "Gemma4 FSDP2 shared_kv_state bug vs Qwen3.5 rotary-buffer issue." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training/memory problems with no shared concrete bug." + "reason": "LoRA gradient-checkpointing behavior vs int4 quantization OOM." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Logging noise versus a model-loading failure." + "reason": "Generic loading noise vs model-specific load failure." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Completely different training/early-stopping issues." + "reason": "DeepSpeed training error vs early-stopping metric lookup bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression versus an import-time flash-attn KeyError." + "reason": "Tokenizer detokenization bug vs Voxtral tokenizer loading error." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Noise in loading output versus a tokenizer/model loading failure." + "reason": "Both are model-loading issues, but one is noisy logging and the other is a specific load 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." + "reason": "Remote-code config completeness issue vs broader remote_code regression; too broad to merge." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/config failures with no shared concrete code path." + "reason": "Gemma3 ZeRO-3 index error vs Qwen3Moe FP8 config failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Gradient-checkpointing/LoRA behavior versus Qwen3 MoE memory usage." + "reason": "LoRA gradient-checkpointing behavior vs MoE training memory inefficiency." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different models and unrelated failures: error-message quality versus missing attribute." + "reason": "AutoTokenizer loading error vs missing attribute in Molmo model." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression versus flash-attn2 fallback logic." + "reason": "Tokenizer load failure vs flash-attn fallback gating; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a model class versus a bitsandbytes parameter incompatibility." + "reason": "Qwen2.5-VL import error vs bitsandbytes constructor 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." + "accept": true, + "feedback": "Grounded and conservative overall. The summary reflects a heterogeneous cluster with a few clearly duplicated subclusters, and the accepted soft-edge pairs are mostly supported by very similar titles and bug descriptions. No obvious overstatement beyond what the packet supports." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1670,14 +1688,14 @@ "issue:41093|issue:44805", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "f1efbcc760f7d4dae2321b29cb13dcaca2e47e442cf511090720645981222d62", + "prepared_review_unit_hash": "adee04d1b7b438efbc43b7193748732f830e2b1675511fa5fd50e09c2bde8a3f", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, @@ -1692,186 +1710,186 @@ "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.", + "summary": "The set is mostly heterogeneous, with only two soft pairs looking like true duplicates: the v5 docs references to removed pipeline tasks, and the repeated \u201ctraining-loss double-shift\u201d bug across two model families. The other pairs are mostly same-subsystem or same-version regressions, but not the same concrete bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed cluster; if one anchor is needed, issue:46897 is the best exemplar because it is part of the strongest duplicate pair and has the clearest, most specific bug description.", "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_issue_reason": "Issue:46897 is the strongest representative of a real duplicate subcluster: it matches issue:46894 on the same underlying training-loss double-shift bug pattern, with very high textual similarity and effectively the same fix scope.", "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." + "reason": "Different failures: tokenizer regex patch crash vs flash-attn fallback blocking. Same broad area, but not the same bug." }, { "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." + "reason": "Different model/loading problems (Qwen3VL weight_only error vs GLM5 model issue). No clear shared concrete code path." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Unrelated failures: MPS histogram on Int vs Gemma4 device-map forward mismatch." + "reason": "Unrelated errors: MPS histogram on Int in MoE vs Gemma4 PLE device 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." + "reason": "Both are regressions, but one is remote-code model loading and the other is device-map forwarding; too broad to merge as the same bug." }, { "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." + "reason": "Tokenizer-mapping edge case vs remote_code model breakage; different code paths and fixes." }, { "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." + "reason": "Both are model-loading complaints, but they target different models and different failure modes." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different root causes: dtype/autocast mismatch versus device_map placement mismatch." + "reason": "Different runtime errors: autocast dtype mismatch vs device placement mismatch." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code model loading regression and tokenizer codec handling regression are unrelated." + "reason": "Remote-code loading regression and tokenizer codec/regex regression are separate problems." }, { "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." + "reason": "Both mention Qwen/LoRA/tie embeddings, but one is cross-version LoRA compatibility and the other is a warning about config cleanup; not the same bug." }, { "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." + "reason": "Both are tokenizer performance regressions, but they affect different conversion directions and likely different loops/fixes." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device-map failure." + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to YOLO multi-GPU device-map issues." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite-config unwrapping and remote-code config_class errors are different model-construction bugs." + "reason": "Both involve AutoModel, but one is from_config/text_config unwrapping and the other is remote-code config_class handling; not the same underlying bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are loading failures, but they involve different models and different missing attributes." + "reason": "Different models and different failures: loading failed vs missing all_tied_weights_keys." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same v5 docs cleanup regression: both say removed pipeline tasks are still referenced in docs." + "reason": "Same docs regression: both say v5 docs still reference removed pipeline tasks such as summarization/translation/text2text-generation." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Tokenizer pre-tokenizer override and token conversion slowdown/incorrectness are distinct issues." + "reason": "Both are tokenizer regressions in related model families, but the reported mechanisms differ (pre-tokenizer override vs DeepSeek-Coder output mismatch)." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Different remote-code failures: generic recent-version breakage versus missing config_class on model_class." + "reason": "Remote-code breakage in general vs a specific AutoModel.from_pretrained config_class AttributeError; related theme, but not the same concrete bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying and non-persistent buffer corruption are unrelated bugs." + "reason": "Mistral lm_head tying issue and non-persistent buffer corruption are unrelated state/loading 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." + "accept": true, + "reason": "Strong duplicate: both describe the same training-loss double-shift bug pattern, just reported on different model families; one fix should plausibly cover both." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Different subsystems and errors; no shared underlying code path is apparent." + "reason": "Different audio-related issues; no evidence they share the same failing function or code path." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed weight-loading failure and DeepSpeed gradient averaging bug are separate problems." + "reason": "DeepSpeed/accelerate weight-conversion failure and DeepSpeed gradient-averaging bug are different training-time problems." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "A Trainer signature mismatch and a mask/tensor shape mismatch are unrelated." + "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are distinct errors." }, { "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." + "reason": "Gradient checkpointing ineffective in PEFT LoRA and missing supports_gradient_checkpointing on a remote-code variant are different implementation gaps." }, { "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." + "reason": "Both are ZeRO-3 weight-loading problems for Qwen variants, but the titles indicate different symptoms and no concrete evidence of the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and NemotronH checkpoint loading failure are unrelated." + "reason": "Different model-load failures for different architectures; not the same underlying issue." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different domains: DeepSpeed training weight shape error vs image processor void segmentation maps." + "reason": "DeepSpeed training weight-dimension error and void segmentation map processing are unrelated." }, { "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." + "reason": "Both concern video inputs, but one is a broad v5.3 regression across several models and the other is a StopIteration in a specific embedding model." }, { "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." + "reason": "Both are shape-mismatch IndexErrors, but the titles are too generic and the specific bugs are not shown to be the same." }, { "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." + "reason": "RLHF gradient explosion from 3D position_ids/BF16 fallback and flash_attention s_aux=None crash are different attention-stack failures." } ] }, "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." + "feedback": "The analysis is conservative and grounded in the packet. The two accepted soft pairs are well supported by the titles: the v5 docs regression pair, and the training-loss double-shift pair. The remaining verdicts avoid overclaiming duplicate status and generally distinguish shared subsystem/theme from the same concrete bug. No mergeability issues apply here since these are issue pairs, not PR pairs." }, "evaluator_used": true, "retried": false, @@ -1977,20 +1995,20 @@ "issue:43596|issue:44661", "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "a580ab08176d7d9e5a0221fbc25520198126d43642ad90ded7f94a9020ccecad", + "prepared_review_unit_hash": "2531f32d8faa5f08717833c686f2f102c9d54775ecde520657d47bfd25169530", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38007, + "serialized_chars": 38006, "estimated_input_tokens": 9502, "estimated_eval_tokens": 19260 }, @@ -1999,222 +2017,222 @@ "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.", + "summary": "This cluster is mostly a mix of unrelated Transformers bug reports and regressions. I only see two clear duplicate subpairs: the custom model initialization regression (43645/43646) and the SigLIP2 bad-output reports (38175/43994). The rest are distinct model-, backend-, or loading-specific issues and should remain separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole cluster; it is heterogeneous. The only strong duplicate subpairs are 43645/43646 and 38175/43994, which are separate topics.", "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_issue_reason": "No global best issue across the full set. 43646 is the best representative for the custom-model-init subpair, and 43994 is the best representative for the SigLIP2 subpair, but neither covers the cluster as a whole.", "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)." + "reason": "Both are model-loading failures, but they affect different architectures and failure modes." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different models and different code paths: PagedAttentionCache crash vs checkpoint loading failure." + "reason": "Qwen3.5 PagedAttentionCache crash and NemotronH checkpoint loading are unrelated bugs." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated: GGUF support for gpt-oss vs dtype mismatch in Phi-tiny-MoE under autocast." + "reason": "gpt-oss GGUF support and Phi-tiny-MoE autocast dtype mismatch are different problems." }, { "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." + "reason": "Both involve tokenizer loading, but they target different models and different failure behavior." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen3-MoE sliding-window behavior versus GGUF architecture support." + "reason": "gpt-oss GGUF support is unrelated to the Qwen3-MoE sliding_window issue." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different problems: Zero3/BertModel index error vs a broad torch 2.4.1 incompatibility report." + "reason": "Deepspeed ZeRO-3 BertModel index error and torch 2.4.1 incompatibility are not the same bug." }, { "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." + "reason": "Both touch rotary/position-id logic, but they are different models and distinct defects." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support is unrelated to the Float8 storage lookup error." + "reason": "GGUF architecture support and float8 storage lookup failure are unrelated." }, { "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." + "reason": "These describe different Bert/torch compatibility problems with no concrete shared code path." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio/text generation bugs: embedding/token leakage across tracks vs empty-transcription handling." + "reason": "Both are inference/generation issues, but on different models and different failure mechanisms." }, { "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." + "reason": "Same model family, but one is an FSDP2 KeyError and the other is a device-map mismatch." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures for different models; no clear shared code-path bug." + "reason": "Different models and different loading failures; not the same underlying bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 failure and meta-device loading regressions are separate issues." + "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are separate backend issues." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing Qwen2_5_VLForConditionalGeneration is a distinct failure from meta-device loading." + "reason": "Missing import for a specific class is not the same as meta-device loading failures." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal failures: image preprocessor dtype mismatch vs video StopIteration." + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video embedding StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Silent non-persistent buffer corruption is unrelated to Kosmos2.5 long-ocr indexing." + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR indexing are unrelated regressions." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Not the same bug: 3d_parallel.py runtime failure vs GGUF model support." + "reason": "Running 3d_parallel.py and gpt-oss GGUF support are not the same issue." }, { "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." + "reason": "Same custom-model initialization regression in transformers 5.0.0; 43646 is the broader canonical wording." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and failure modes: Qwen3-vl video handling vs MPS histogram support in MoE." + "reason": "Qwen3-vl video StopIteration and MPS histogram not implemented are unrelated." }, { "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." + "reason": "FlashAttention illegal memory access on Qwen3.5 and static-cache seq-length device tensor issue are different bugs." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 failures." + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are completely different problems." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different torch-version problems affecting different attention paths; not the same underlying bug." + "reason": "Compiled flex_attention on torch>=2.9 and torch 2.4.1 incompatibility are not the same code path." }, { "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." + "reason": "Different Qwen3-related failures with different symptoms and trigger paths." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and different attention implementations; no evidence they share the same concrete bug." + "reason": "Both involve attention/compile paths, but the models and concrete failures differ." }, { "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." + "reason": "Both mention PEFT and gradient checkpointing, but one is ineffective checkpointing and the other is a checkpoint error under ZeRO-3." }, { "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." + "reason": "Both are tokenizer regressions in v5, but they affect different model families and likely 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." + "reason": "Gemma4 device mismatch and torch 2.4.1 incompatibility are not the same underlying issue." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different issues: tokenizer mapping validation failure versus Gemma4 forward-time device mismatch." + "reason": "Config-mapping failure and Gemma4 forward device mismatch are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different shape/indexing failures with no clear shared code-path." + "reason": "Video StopIteration and mask-shape IndexError are different bugs." }, { "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." + "reason": "Same SigLIP2 base-patch16-224 bad-output bug; 43994 is the broader canonical report." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation related, but they concern different models and different validation breakages." + "reason": "Both are config-validation complaints, but they affect different models and different config shapes." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero-3/BertModel loading failure is unrelated to add-new-model-like tokenizer mapping behavior." + "reason": "Deepspeed/Bert zero3 index error and add-new-model-like tokenizer mapping failure are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bugs: Deepspeed ZeRO-3 Bert index error vs tokenizer mapping-name handling." + "reason": "Different failure modes: zero3 initialization index error vs tokenizer mapping logic." }, { "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." + "reason": "LoRA/Qwen3-MoE hf4.x vs hf5.x incompatibility and BitNet packed-weight loading are separate issues." } ] }, "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." + "feedback": "The assessment is grounded in the packet and stays conservative. The two accepted duplicate pairs (43645/43646 and 38175/43994) are the only ones clearly supported, and the rest are reasonably rejected as distinct bugs. No overstatement stands out in the summary or soft-edge verdicts." }, "evaluator_used": true, "retried": false, @@ -2316,20 +2334,20 @@ "issue:45488|issue:45812", "issue:46897|issue:46901" ], - "prepared_review_unit_hash": "f65956b620ded677ca47d27604c6287c48a798e0beeb6e717de117c7fea57a9c", + "prepared_review_unit_hash": "436e8a8375218ea865eafd564d543e6212e9dd75481dde758b4f159a4602b264", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36595, + "serialized_chars": 36594, "estimated_input_tokens": 9149, "estimated_eval_tokens": 18554 }, @@ -2338,201 +2356,201 @@ "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.", + "summary": "The cluster is mostly a mix of related-but-distinct reports. Keep issue:43644 as the canonical Transformers v5 regression, but treat issue:44534 and the SigLIP2-related pair as only near-matches from the metadata, not confirmed duplicates.", "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_issue_reason": "issue:43644 is the clearest concrete Transformers v5 regression in the set and the best anchor for dedupe; issue:44534 is very similar, but the packet alone does not prove a direct duplicate.", "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_issue_reason": "issue:43644 has the strongest single repro and the cleanest, most specific bug description in the cluster.", "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." + "reason": "Same Gemma4 multimodal 4-bit quantization dtype-cast failure affecting audio/vision embedders." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated bugs: tokenizer-mapping model addition vs a mask/tensor shape IndexError." + "reason": "Different subsystems and failure modes: tokenizer mapping registration vs mask/tensor shape mismatch." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different problems and code paths: _is_hf_initialized regression vs long OCR input indexing." + "reason": "Different bugs: `_is_hf_initialized` regression vs Kosmos2.5 long-OCR index error." }, { "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." + "reason": "Different problems: device_map/offload loading vs Strix Halo mmap OOM mitigation." }, { "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." + "reason": "Same model family, but one is zero probabilities at inference while the other is docs/example errors and quantization failure; not the same concrete bug." }, { "left": "issue:43644", "right": "issue:44534", - "accept": true, - "reason": "Near-identical title and regression: Transformers v5 fills non-persistent buffers with junk." + "accept": false, + "reason": "Very similar Transformers v5 buffer-initialization reports, but the packet does not establish the same root cause strongly enough to confirm a duplicate." }, { "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." + "reason": "Different Qwen3 failures: auto device mapping CUDA assert vs FineGrainedFP8Config load issue." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "No concrete overlap beyond general performance/memory concerns." + "reason": "Unrelated issues: Qwen3Moe FP8 config vs Strix Halo mmap/OOM." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different issues: Qwen3 MoE/hf4.x compatibility vs Gemma4 resize_token_embeddings behavior." + "reason": "Different models and code paths: Qwen3 MOE LoRA compatibility vs Gemma4 token embedding resizing." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and symptoms: GLM5 vs Qwen3.5 flash-attention generation." + "reason": "Different model families and failures: 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." + "reason": "Both are model-loading complaints, but they target different models and do not clearly share one root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading failure vs Qwen3.5 TP plan OOM/shape error; unrelated." + "reason": "Different issues: NemotronH checkpoint loading vs Qwen3.5 TP-plan missing entries." }, { "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." + "reason": "Different regressions: ZeRO-3 weight loading vs 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." + "reason": "Different models and failures: GraniteMoEHybrid 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." + "reason": "Both concern dtype handling, but one is load-time dtype being ignored and the other is stale config bookkeeping; not the same bug." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Shared Transformers v5 context only; buffer corruption and Jupyter custom-model initialization are different bugs." + "reason": "Non-persistent-buffer initialization bug vs Jupyter custom-model initialization bug." }, { "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." + "reason": "Similar load failures, but different models and one is specifically tokenizer loading; not enough to treat as one bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed weight conversion vs GLM-4.7-Flash unit-test loading mismatch." + "reason": "Different model families and failures: Qwen3 MOE conversion under accelerate/deepspeed vs GLM-4.7-Flash test loading." }, { "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." + "reason": "Both mention SigLIP2, but the packet only shows related titles; that is not enough to confirm the same underlying bug." }, { "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." + "reason": "Related to Qwen3 MoE memory/offload behavior, but these are distinct reported problems and not the same concrete bug." }, { "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." + "reason": "Unrelated: Qwen3 MOE compatibility vs generic resize_token_embeddings behavior." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different models and paths: Qwen3 MoE incompatibility vs t5gemma decoder.embed_tokens resizing." + "reason": "Unrelated models and failures: Qwen3 MOE compatibility vs T5Gemma decoder embedding resize bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are loading failures, but on different models with different failure modes." + "reason": "Different GLM/Qwen model-loading failures with different symptoms and likely different causes." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps bug is unrelated to SGD argument handling." + "reason": "Trainer resume/max_steps logic vs optimizer SGD argument handling are unrelated." }, { "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." + "reason": "Both are memory-related, but one is training-memory usage and the other is int4 quantization CUDA reserved memory/OOM; not the same bug." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 model issue vs quantized save_pretrained/from_pretrained corruption; unrelated." + "reason": "Different issues: GLM5 model behavior vs save/load corruption after sinq quantization." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Saving/loading extra_state and init_empty_weights/_is_hf_initialized are different bugs." + "reason": "Both involve save/load flows, but extra_state handling and `_is_hf_initialized` argument errors are separate 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." + "reason": "Same broad resize_token_embeddings theme, but one is Gemma4 multi-part embedding syncing and the other is T5Gemma decoder embedding sync; not enough to merge." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Tokenizer-pretokenizer override in LlamaTokenizer vs wrong token IDs for Granite models are different regressions." + "reason": "Different tokenizer regressions: LlamaTokenizer pre-tokenizer override vs Granite token IDs." }, { "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." + "reason": "Both are training-loss double-shift reports, but they are for different models and not clearly the same implementation 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." + "accept": false, + "feedback": "The clustering is broadly plausible, but a couple of claims are a bit too strong for the packet. In particular, calling issue:44534 a \"direct\" duplicate of issue:43644 is stronger than the metadata alone supports, and the SigLIP2 pair issue:39692 / issue:43994 is treated as the same underlying bug even though the packet only shows related titles, not enough to confirm a shared root cause. More conservative wording would be safer." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2631,20 +2649,20 @@ "issue:45292|issue:45335", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "12ae592a7d066d089e0b5d0afc1952681d0fc056c6f26265e219367f867ef0cf", + "prepared_review_unit_hash": "fa6b5ac91680b859bd3cfadbf0217e6993aa7814ec9e1c1f37afb5ebbecb80c2", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36782, + "serialized_chars": 36783, "estimated_input_tokens": 9196, "estimated_eval_tokens": 18648 }, @@ -2653,201 +2671,201 @@ "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.", + "summary": "This cluster is mostly heterogeneous, but the resize_token_embeddings reports form a likely duplicate family: 45276 is the best anchor, with 45292 and 45335 also looking like the same propagation bug across related Gemma/T5Gemma variants.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45276 is the strongest canonical issue because it is the most detailed report in the resize_token_embeddings subgroup and explicitly describes the propagation failure across embedding/output paths.", "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_issue_reason": "issue:45276 is the best overall issue anchor for the cluster\u2019s only clearly related bug family, since it is the broadest and most actionable description of the embeddings-not-updating regression.", "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." + "reason": "Different model families and failure modes: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both involve loading/tokenizer issues, but the reported symptoms and root causes differ." + "reason": "Both are loading-related, but they concern different models and different tokenization/load failures." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Unrelated problems: Torch compatibility vs meta-device loading." + "reason": "Torch version compatibility and meta-device loading are distinct problems." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "No meaningful bug overlap; documentation/example errors vs a GLM5 issue." + "reason": "Unrelated topics: SigLIP2 documentation/model setup issues vs a GLM5 model issue." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but they describe different code paths and different crash causes." + "reason": "Both touch flash attention, but the concrete crash causes and code paths differ." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Different subsystems: init_empty_weights argument handling vs mmap/OOM behavior." + "reason": "init_empty_weights argument handling is unrelated to Strix Halo mmap/OOM behavior." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and unrelated loading/training problems." + "reason": "Different bugs in different model families: Gemma4 FSDP2 attention state vs Qwen multimodal config unwrapping." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different symptoms and model paths; not the same underlying bug." + "reason": "CUDA assert in Qwen3 device mapping and AudioFlamingo3 batch leakage are unrelated failures." }, { "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." + "reason": "Both involve weight tying, but they affect different models and likely require different fixes." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/PEFT vs T5 apex memory leak are unrelated." + "reason": "Gradient checkpointing/LoRA behavior and the T5 apex RMSNorm 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." + "reason": "Offloading behavior and int4 reserved-memory regression are different quantization/memory issues." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Output-object field assignment bugs in different classes; not clearly the same defect." + "reason": "Generic ModelOutput key handling and VideoPrism output field misassignment are not the same bug." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model components and different offload/device issues." + "reason": "No shared concrete code path is evident between Gemma4 FSDP2 and Qwen3_5_Moe CPU offload issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both involve quantization, but different formats, models, and symptoms." + "reason": "Both are quantized-model loading complaints, but the models and symptoms differ." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import error vs Whisper pipeline regression; no shared underlying bug." + "reason": "GenerationMixin import failure and Whisper return_language regression are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading and Strix Halo mmap OOM are distinct issues." + "reason": "Meta-device loading breakage is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different model architectures and different forward-path failures." + "reason": "Audio batching leakage and Gemma4 device mismatch are different code paths." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config bug vs Gemma4 FSDP attention bug; unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 attention state rebuilding." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both can OOM, but the causes are different enough that they should not be merged." + "reason": "Int4 CUDA memory regression and Strix Halo mmap/OOM are distinct problems." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Same model family, but loading checkpoints and a broken example are not the same bug." + "reason": "NemotronH checkpoint loading and a broken official example are not the same issue." }, { "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." + "reason": "Both describe the same resize_token_embeddings propagation regression; 45276 is the fuller Gemma4-specific report." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different model/config regressions with no shared code-path indicated." + "reason": "Video input regression and granite_speech config loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode limitation vs Qwen3.5 position_id/SDPA instability are unrelated." + "reason": "Eval-mode gradient checkpointing and Qwen3.5 NaN/SDPA fallback are different bugs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/load extra_state handling is unrelated to mmap/OOM behavior." + "reason": "extra_state save/load handling is unrelated to mmap OOM." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but they target different behaviors and likely different code paths." + "reason": "Tokenizer BPE marker handling and continue_final_message logic are different issues." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless-model crash vs Gemma4 FSDP issue are unrelated." + "reason": "Flash attention sink-less crash and Gemma4 FSDP2 KeyError are separate failures." }, { "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." + "reason": "Permissions propagation on save and wrong custom-module loading after save/load are different bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-specific regression reports; no shared underlying defect is evident." + "reason": "GLM-4.7-Flash test loading issue and Qwen3.5 save_pretrained regression are unrelated." }, { "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." + "accept": true, + "reason": "Both are resize_token_embeddings regressions with the same underlying symptom: embeddings are not updated after resizing, just reported from different model variants." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failures are distinct issues." + "reason": "Autocast dtype mismatch and meta-device loading breakage are unrelated." } ] }, "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." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong for the evidence in the packet: issue:45292 vs issue:45335 are both `resize_token_embeddings` regressions with very similar titles, and the packet does not provide enough detail to confidently call them different bugs/code paths. Because of that, the claim that there is only one clear duplicate-looking pair is a bit overstated. The other rejections are conservative enough, and the 45276/45292 duplicate anchor is well supported." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2949,239 +2967,242 @@ "issue:44164|issue:46821", "issue:43856|issue:44756" ], - "prepared_review_unit_hash": "5c44666883c0b4418243ec0205dbd1b698118d08c5315e44112ad12beeae7c27", + "prepared_review_unit_hash": "df6728a1bec498707653040a30efac3a663bd62ba4632aacb47a8b6c87163939", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37788, - "estimated_input_tokens": 9447, - "estimated_eval_tokens": 19150 + "serialized_chars": 37793, + "estimated_input_tokens": 9449, + "estimated_eval_tokens": 19154 }, "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.", + "summary": "This cluster is mostly a collection of unrelated Transformers v5 regressions and model-specific bugs, with one strong duplicate-like pair around the training-loss double-shift symptom. No pull requests are present.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43611 is the best canonical issue because it captures the broad v5 model-loading regression theme at a core API level, while most other items are narrower model-, tokenizer-, or training-specific breakages.", "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_issue_reason": "43611 is the most representative and central report in the set: it is a clear Transformers 5.0.0 regression affecting model loading, which is the closest match to the cluster\u2019s common \u201cv5 broke something\u201d pattern.", "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." + "reason": "Different failures: custom model initialization in notebooks vs save/from_pretrained extra_state handling. Not the same bug." }, { "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." + "reason": "Both are torch-related, but one is generic torch 2.10 incompatibility and the other is a SAM3 bf16 compilation regression. Different code paths." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Different failure modes: missing Float8 storage vs mmap-related OOM on Strix Halo." + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated symptoms and fixes." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are loading/tokenizer problems, but the affected models and root causes differ." + "reason": "Both concern tokenizer loading, but one is a vocab-size inconsistency and the other is a specific model load failure. Too different to merge." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization is unrelated to Trainer resume_from_checkpoint max_steps calculation." + "reason": "Custom model initialization breakage and Trainer resume/max_steps miscalculation are unrelated." }, { "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." + "accept": true, + "reason": "These describe the same underlying training-loss double-shift bug pattern: both models train against shifted labels instead of the intended targets, so one fix could plausibly cover both." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch incompatibility is distinct from an autocast dtype-mismatch issue." + "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in convert_tokens_to_ids is unrelated to CodeLlama round-trip tokenization behavior." + "reason": "One is a performance regression in convert_tokens_to_ids; the other is a CodeLlama round-trip tokenization correctness bug." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Different tokenizer regressions: wrong token IDs vs slower token conversion." + "reason": "Granite token IDs are wrong, while the other issue is only about slow conversion of token strings to ids." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "These are different code-path failures: PagedAttentionCache group-type handling vs template compilation." + "reason": "PagedAttentionCache linear_attention crash and template-node compilation error are different problems." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language behavior is unrelated to general tokenization changes." + "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization change report." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base-model-prefix loading breakage is a different regression from custom model initialization in notebooks." + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is notebook-specific custom model initialization." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch version incompatibility and YOLO multi-GPU device-map failure are separate issues." + "reason": "Torch compatibility and YOLO multi-GPU device-map failures are different 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." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are not the same bug." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper return_language and from_pretrained inside Python classes are different bugs." + "reason": "Whisper return_language pipeline behavior and from_pretrained-inside-classes inconsistency are unrelated." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Generic torch incompatibility does not match the Mistral-3 image-preprocessor/model dtype mismatch." + "reason": "Generic torch version incompatibility is not the same as a Mistral-3 image 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." + "reason": "Both involve multimodal inputs, but the titles point to different regressions: video input handling vs a mask/index shape mismatch." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." + "reason": "Float8 storage lookup failure and template compilation error do not share the same code-path." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different documentation gaps and different pipeline/task areas." + "reason": "Both are documentation issues, but they concern different pipeline/task deprecations." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 bad outputs and ModelOutput key assignment are separate bugs." + "reason": "Wrong model outputs and ModelOutput key assignment are separate behaviors." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to gguf_file loading breakage." + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading failures are different tokenizer/model loading bugs." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same as the PagedAttentionCache crash." + "reason": "An isolated reproduction of issue 38071 is not the same as the Qwen3.5 linear_attention cache 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." + "reason": "extra_state save/load handling and text_config unwrapping in from_config are unrelated." }, { "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." + "reason": "torch.export.export failures with torch_compilable_check and Perceiver non-default-resolution failure are different issues." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage is unrelated to continue_final_message on mistral_common tokenizers." + "reason": "Quantized save/load breakage via sinq and continue_final_message behavior for mistral_common tokenizers are unrelated." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction issue and a tokenizer continuation bug are not the same underlying problem." + "reason": "The reproduction of issue 38071 and the mistral_common continue_final_message bug do not describe the same defect." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure for EMBEDDIA/est-roberta is different from the Mistral regex patch crash." + "reason": "Both are tokenizer regressions, but one is a general v5 tokenizer load failure for a model and the other is a specific 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." + "reason": "Incorrect CamemBERT masked LM predictions and tokenizer loading failure for est-roberta are different bugs." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior has nothing to do with MXFP4 quantization fallback." + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback on git-oss-20b are unrelated." }, { "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." + "reason": "Both are Gemma4, but one is a device-mapping mismatch during forward and the other is a 4-bit quantization dtype-cast bug." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Degenerate zero-loss classification and ASR training-loss double shifting are distinct bugs." + "reason": "Degenerate zero-loss classification and training-loss double-shift are different training bugs." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "Save/load extra_state handling is unrelated to the TimesFM window_size AttributeError." + "reason": "extra_state handling and TimesFM window_size attribute errors are unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory inefficiency and disabling mmap on Strix Halo are not the same bug." + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are different performance/memory problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is indeed mostly heterogeneous v5/model-specific regressions, and 43611 is a defensible canonical representative. The soft-edge decisions are generally conservative and stay within the evidence. The one accepted pair, 46894/46901, is plausibly the same training-loss double-shift bug pattern, and the wording stays cautious. No PR-related mergeability issue applies here because there are no PRs in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3277,20 +3298,20 @@ "issue:44987|issue:44991", "issue:43452|issue:43482" ], - "prepared_review_unit_hash": "704e70efb2247f1125b5714cb209f88ad2c4b4aaff7e35d2ff374bf405401bbf", + "prepared_review_unit_hash": "7e4b7bb4e7fdd9e2f347d7df763b3b8bd853a1b3774d461666a4e7d22e8ae51b", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35983, + "serialized_chars": 35984, "estimated_input_tokens": 8996, "estimated_eval_tokens": 18248 }, @@ -3299,175 +3320,196 @@ "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.", + "summary": "This cluster is mostly a mixed bag of Transformers v5 loading/init regressions, tokenizer issues, and a few audio/model-specific bugs; only a few soft pairs look like true duplicates.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 43646 is the broadest and clearest representative of the repeated v5 initialization/loading regressions in the set.", "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_issue_reason": "Issue 43646 is the best umbrella issue here because it captures the widest user-facing breakage pattern among these v5 regressions.", "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." + "reason": "Different failures: DeepSpeed ZeRO3/BertModel vs compiled flex_attention on torch >= 2.9." }, { "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." + "reason": "Both are loading failures, but for different models and likely different code paths." }, { "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." + "reason": "Different bugs: classification zero-loss degeneration vs Florence2 training-loss double-shift." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading failure vs Mistral regex patch crash; unrelated implementation paths." + "reason": "Related tokenizer area, but one is a generic model load failure and the other is a specific Mistral regex patch crash." }, { "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." + "accept": true, + "reason": "Both describe the same Qwen3-VL MoE loading breakage; the second is a concrete weight-shape mismatch manifestation." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Unrelated bugs: HF init flag regression vs ONNX export dtype mismatch in Canine attention." + "reason": "Unrelated: `_is_hf_initialized` flag regression vs Canine fp16 ONNX attention dtype mismatch." }, { "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." + "reason": "Both are v5 regressions, but they affect different code paths and symptoms." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict in T5 vs FineGrainedFP8Config failure in Qwen3Moe; unrelated." + "reason": "Tokenizer method conflict vs Qwen3Moe FP8 config failure; not the same bug." }, { "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." + "reason": "Both involve tokenizer behavior, but one is tokenizer.json loading and the other is a DeepSeek-Coder output regression." }, { "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." + "reason": "Unrelated: BPE marker handling in a tokenizer vs tied lm_head weights in Mistral3." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency vs Sam3Model weight loading failure; different models and failure mechanisms." + "reason": "Different models and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template-node compilation error are unrelated." + "reason": "Image preprocessor dtype mismatch vs a template compilation error; different code paths." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different areas: model-registration helper logic vs torch flex_attention compilation on newer PyTorch." + "reason": "Different subsystems entirely: model-registration helper vs flex_attention compilation." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error vs Whisper pipeline return_language regression; different paths." + "reason": "Trainer broadcast TypeError vs Whisper pipeline return_language regression." }, { "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." + "reason": "Different model-loading failures for different repos; no clear same underlying bug." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type errors." + "reason": "Remote-code config field loss vs Qwen3.5 PagedAttentionCache crash are unrelated." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different Qwen3-family failures: FP8 config handling vs cache group-type validation." + "reason": "Both mention Qwen models, but the FP8 config failure and PagedAttentionCache group-type crash are distinct." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template compilation error." + "reason": "Different errors: Mixtral grouped_mm tracing vs template-node compilation." }, { "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." + "reason": "Perplexity regression vs tokenizer post-processor update behavior; not the same bug." }, { "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." + "reason": "CPU placement bug in XLNet vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token accounting vs multimodal IterableDataset failure; unrelated." + "reason": "TrainerState token counting vs multi-image iterable dataset finetuning failure." }, { "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." + "reason": "Related to v5 init behavior, but one is buffer initialization and the other is custom model initialization." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal training failure vs mistral_common continue_final_message tokenizer bug; unrelated." + "reason": "Different domains: multimodal dataset handling vs mistral_common continue_final_message behavior." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/install backend omission vs backend registry validation error for tensorflow_text; different problems." + "reason": "Backend packaging issue vs unsupported backend mapping entry; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer API conflict vs Jupyter custom model initialization breakage." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio fbank feature-extraction path and the same crash around the unsupported `center` argument." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` flag regression." }, { "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." + "reason": "Separate model/tokenizer loading failures for different repos." }, { "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." + "accept": true, + "reason": "Qwen2.5-GGUF loading failure is a concrete instance of the broader `gguf_file`/AutoTokenizer/AutoModel loading regression." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it stays at a high level, correctly describes the cluster as a mix of v5 loading/init regressions plus tokenizer and model-specific bugs, and does not overclaim duplicate status. The soft-edge accepts are limited to the few pairs that plausibly share the same underlying regression, while the rejects are conservative and appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3539,8 +3581,8 @@ "issue:43317|issue:43482", "issue:43746|issue:46326", "issue:43262|issue:43377", - "issue:44403|issue:45081", "issue:43208|issue:47013", + "issue:44403|issue:45081", "issue:43792|issue:46869", "issue:43645|issue:46661", "issue:42915|issue:45084", @@ -3557,20 +3599,20 @@ "issue:44062|issue:44987", "issue:44464|issue:45987", "issue:43883|issue:44488", - "issue:44265|issue:44610", "issue:42915|issue:44589", + "issue:44265|issue:44610", "issue:44008|issue:46899", "issue:45923|issue:47254", "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "2975284733ea9117bbc86619121912ff04999c78c754756f8b1ce8f5cf6c27f3", + "prepared_review_unit_hash": "8d28df0b4875c219dd3ecffffb32e4abd1daea41b63c7d9f09bf7a165e4422a6", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, @@ -3585,180 +3627,180 @@ "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.", + "summary": "The cluster is highly heterogeneous: most pairs share only broad topical overlap (Whisper, xLSTM, Qwen, loading/init bugs, etc.) rather than the same concrete defect. I would anchor the cluster on the broad custom-model initialization regression, but none of the soft pairs look like true duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression in the set: a Transformers v5 custom model initialization breakage that best represents the nearby load/init-related 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_issue_reason": "issue:43646 is the best global issue representative because it captures a general, high-signal v5 initialization regression and is more reusable as an umbrella reference than the model-specific bugs.", "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." + "reason": "Both involve Whisper text handling, but one is batch_decode skip_special_tokens being ignored and the other is empty transcription failure after align_special_tokens; different bugs and fixes." }, { "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." + "reason": "Template compilation failure and GraniteMoEHybrid invalid method calls are unrelated code paths with different failure modes." }, { "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." + "reason": "GPU/CPU offload loading of a dequantized model and Qwen2.5-GGUF loading in v5 are separate loader regressions, 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." + "reason": "PEFT checkpoint loading for GraniteSpeech and continue_final_message for mistral_common tokenizers affect different subsystems and symptoms." }, { "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." + "reason": "Default 16kHz sampling-rate handling and missing padding-mask support in batched MIMI encoding are distinct audio bugs." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Generic loading noise and a Mistral regex patch crash are different symptoms with different root causes." + "reason": "Both are xLSTM issues, but one is a bundle of small-model training blockers while the other is a specific return_last_states=False unpacking crash." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:44403", + "right": "issue:45081", "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." + "reason": "Loading noise and a Mistral regex patch crash are different behaviors with different remediation." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper failing to run and a YOLO multi-GPU device_map load problem are unrelated." + "reason": "Whisper inference failure and YOLO multi-GPU device_map=auto failure are unrelated model-loading/runtime issues." }, { "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." + "reason": "Notebook-defined custom model initialization and remote-code AutoModel.from_pretrained config_class errors are related only at a high level, not the same bug." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "A Qwen3MoE FineGrainedFP8Config failure is unrelated to the non-template-nodes compilation error." + "reason": "FineGrainedFP8Config failure and non-template-node compilation errors are unrelated." }, { "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." + "reason": "General custom-model initialization breakage and non-persistent buffer junk serialization are different v5 regressions." }, { "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." + "reason": "Both compare different execution paths, but one is a padding-mask batching issue and the other is a DAC STE mismatch in from_latents vs forward." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "These are different Qwen model bugs affecting hidden_states and rope index scaling, respectively." + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index scaling bug are separate model-specific regressions." }, { "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." + "reason": "A model load failure for physical-intelligence/fast and a Mistral tokenizer regex crash are different failures." }, { "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." + "reason": "Early stopping metric resolution and TrainerState num_input_tokens_seen not updating concern different Trainer features." }, { "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." + "reason": "Both touch lm_head/tied weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization inconsistency." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FineGrainedFP8Config failure and init_empty_weights rejecting _is_hf_initialized are different initialization pathways." + "reason": "Qwen3Moe FineGrainedFP8Config failure and init_empty_weights _is_hf_initialized TypeError are unrelated initialization/quantization bugs." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5Tokenizer AddedToken special-argument conflict and MobileLLM-125M loading KeyError are unrelated." + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM-125M key error are different tokenizer/model-loading problems." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Loading ScandiBERT and crashing in _patch_mistral_regex are different model/tokenizer failures." + "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash do not point to the same underlying bug." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 producing nonsensical outputs and OmDet-Turbo using the wrong input size are different bugs." + "reason": "Nonsensical AutoModel/pipeline outputs for SigLIP2 and an OmDet-Turbo processor/model resolution mismatch are separate vision issues." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-kwarg duplication is unrelated to the physical-intelligence/fast loading regression." + "reason": "AddedToken special-argument duplication and physical-intelligence/fast loading failures are unrelated." }, { "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." + "reason": "Compiled-forward chunked generation inconsistency and StaticCache.get_seq_length returning the wrong type are different generation/caching bugs." }, { "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." + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM and inability to load cjvt/sleng-bert are not the same defect." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to the OmDet-Turbo processor size mismatch." + "reason": "Both mention float8/quantization, but one is Qwen3Moe config compatibility and the other is a storage deserialization error." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "A Qwen3MoE FP8-config issue and missing Float8 storage object are different quantization/runtime problems." + "reason": "torch.export exportability via torch_compilable_check and OmDet-Turbo input-size mismatch are unrelated." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable-name collision in forward and Gemma4 unsafe dtype casting are separate multimodal bugs." + "reason": "Gemma 3n's audio_mel_mask attribute collision and Gemma4's unsafe dtype cast in multimodal embedders are different 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." + "reason": "Missing supports_gradient_checkpointing on a remote-code variant and a PEFT/DeepSpeed ZeRO-3 checkpoint error are different gradient-checkpointing problems." }, { "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." + "reason": "Qwen3-MoE sliding_window behavior and strict granite_speech config loading are unrelated model/config issues." } ] }, @@ -3854,8 +3896,8 @@ "issue:44291|issue:44589", "issue:33666|issue:40444", "issue:43792|issue:44589", - "issue:40990|issue:44811", "issue:43632|issue:44756", + "issue:40990|issue:44811", "issue:42796|issue:46710", "issue:35707|issue:40444", "issue:43482|issue:43525", @@ -3863,14 +3905,14 @@ "issue:43531|issue:44291", "issue:43421|issue:44568" ], - "prepared_review_unit_hash": "a81bf6b418b609d591f5578b17536dd6c0639c3164a75b11418210e96deea9e9", + "prepared_review_unit_hash": "9937ebfdf5e2dfb23fb8470109f6c6432a2a7da80bc90e62cf07ad3e241e9268", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, @@ -3885,198 +3927,198 @@ "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.", + "summary": "Mostly unrelated issue reports, with three likely duplicate pockets: transformers v5 `_is_hf_initialized` regressions, Qwen3.5 `save_pretrained` regressions, and a Qwen2.5-VL temporal-position regression. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43632 is the broadest root-cause report for the transformers v5 `_is_hf_initialized` breakage and best explains downstream failures like the bitsandbytes and `init_empty_weights` reports.", "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_issue_reason": "issue:44291 is the clearest concrete reproduction in the duplicate family, with an exact error message and environment trigger that make it especially actionable.", "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." + "reason": "Different subsystems and failures: T5 tokenizer method conflict vs Qwen3 auto device-map CUDA assert." }, { "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." + "reason": "Both are multimodal model bugs, but they affect different model paths and error types (Llava Next loading segfault vs Qwen3OmniMoe video processing ValueError)." }, { "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." + "accept": true, + "reason": "Both point to the same Qwen2.5-VL temporal position-id/get_rope_index regression in v5.3.0; one is the broad video-input symptom, the other a specific still-image manifestation." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "`_is_hf_initialized` loading regression and TimesFM `window_size` attribute error are unrelated." + "reason": "Unrelated failures: `_is_hf_initialized` compatibility breakage vs TimesFM `window_size` attribute error." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch compatibility issue vs noisy logging; no shared underlying defect." + "reason": "Torch version incompatibility and noisy loading are not the same bug." }, { "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." + "reason": "Generation performance overhead is unrelated to `StaticCache.get_seq_length()` returning the wrong type." }, { "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." + "reason": "Same Qwen3.5 `save_pretrained` regression around incorrect checkpoint/visual-encoder keys; the second looks like a later re-report of the same bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure and Qwen3-MoE sliding-window behavior are unrelated." + "reason": "Different model families and failures: PaddleOCR-VL load failure vs Qwen3-MoE sliding-window issue." }, { "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." + "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images per prompt and the other is rope-index temporal scaling; not the same concrete bug." }, { "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." + "reason": "Loading with `base_model_prefix` and non-persistent buffer corruption are unrelated regressions." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction failure and compiled flex attention on new torch are unrelated." + "reason": "Audio feature extraction and compiled flex_attention on newer torch are separate code paths." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` performance regression are different tokenizer issues." + "reason": "Tokenizer load failure and `convert_tokens_to_ids` slowdown are different tokenizer regressions." }, { "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." + "reason": "Both report the same transformers v5 `_is_hf_initialized` incompatibility, surfaced through bitsandbytes int8 loading and `init_empty_weights` model loading." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are dtype-related multimodal bugs, but the model, quantization setting, and failure mechanism differ." + "reason": "Both involve multimodal dtype issues, but they affect different models and mechanisms (preprocessor/model dtype mismatch vs unsafe cast in 4-bit embedders)." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Logging noise during model load is not the same as tokenizer load failure." + "reason": "No shared bug: generic loading noise vs tokenizer load regression for a specific model." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT 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)." + "reason": "Both are tokenizer regressions, but for different models and symptoms (wrong IDs vs leading-space round-trip loss)." }, { "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." + "reason": "Gradient checkpointing in eval mode and a missing `supports_gradient_checkpointing` flag are not the same issue." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights metadata and tokenizer loading failure are unrelated." + "reason": "Molmo tied-weights attribute error is unrelated to the est-roberta tokenizer loading problem." }, { "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." + "reason": "Shared theme of v5 breakage is too broad; the failures are different (`_is_hf_initialized` arg vs missing Float8 storage)." }, { "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." + "reason": "Different Qwen2-VL training scenarios and different failure modes; 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." + "reason": "Whisper model runtime failure and Float8 storage lookup failure are unrelated." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skipping special tokens are unrelated." + "reason": "`_is_hf_initialized` compatibility and mmap/OOM on Strix Halo are different problems." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "`_is_hf_initialized` regression and Strix Halo mmap OOM are unrelated." + "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` behavior are unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are different bugs." + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same underlying bug." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image dataset finetuning." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning failure." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are different model-loading problems." + "reason": "Qwen2.5-GGUF v5 loading failure and missing `pad_token_id` on Llama4Config are distinct issues." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "`ModelOutput` key assignment semantics and Gemma4 FSDP `shared_kv_states` KeyError are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 `shared_kv_states` rebuilding are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading regression are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading incompatibility do not share a code-path bug." }, { "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." + "reason": "Both concern special tokens, but one is runtime post-processor syncing and the other is a specific add_special_tokens/BOS-EOS regression; not clearly the same bug." } ] }, "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." + "feedback": "The summary is grounded in the packet, and the three accepted soft-edge pairs are reasonably conservative duplicates based on their titles and stated symptoms. No PR pair issues apply because there are no PRs in the packet." }, "evaluator_used": true, "retried": false, @@ -4161,8 +4203,8 @@ "issue:43818|issue:46402", "issue:44265|issue:45072", "issue:40444|issue:45381", - "issue:43493|issue:43994", "issue:43818|issue:45357", + "issue:43493|issue:43994", "issue:45325|issue:45834", "issue:44829|issue:45479", "issue:45325|issue:45381", @@ -4176,14 +4218,14 @@ "issue:43606|issue:44265", "issue:40990|issue:45584" ], - "prepared_review_unit_hash": "ec3088b99921b9531511eaf5752ecdc2a5bd3c09600067209c6ce80688f49860", + "prepared_review_unit_hash": "d17ebcfd4378600b86d55f054d039aff1e172ebe943e8ac1ea1b84fa398b5031", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, @@ -4198,196 +4240,193 @@ "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.", + "summary": "This cluster is heterogeneous: it mixes unrelated model-specific bugs, v5 regressions, tokenizer issues, offloading/quantization problems, and docs-only reports. None of the soft pairs looks like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue fits the cluster; the issues are about different models, code paths, and failure modes rather than one duplicated bug.", "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_issue_reason": "No global best issue: the cluster does not represent one cohesive problem, so any issue chosen would be an arbitrary representative rather than a true duplicate anchor.", "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." + "reason": "Different failures in different components: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." }, { "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." + "accept": false, + "reason": "Both touch TensorFlow packaging/backend, but one is a missing backend in extras install and the other is an undefined tf backend error from tensorboard-only installs; not the same bug." }, { "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." + "accept": false, + "reason": "Both concern tokenization, but one ignores repository tokenizer.json while the other mis-tokenizes Granite models; different code paths and symptoms." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Different models and failures: vLLM/PaddleOCR-VL load error vs TimesFM window_size AttributeError." + "reason": "PaddleOCR-VL load failure in vLLM and TimesFM window_size AttributeError are unrelated model-specific issues." }, { "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." + "reason": "GGUF loading under v5 and CLIPTokenizer model_max_length behavior are separate tokenizer/loading problems." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation-related, but they concern different docs problems and different model areas." + "reason": "Both are docs reports, but they refer to different documentation problems with no shared underlying bug." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Distinct regressions: ModelOutput key assignment vs non-persistent buffer initialization." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different core behaviors." }, { "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." + "reason": "Packaging/backend install issue vs a model loading failure; only superficially similar." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different quantization/offload vs training-memory concerns with no shared concrete failure mode." + "reason": "Both mention memory/offload themes, but one is dequantized model loading with device_map=auto and the other is Qwen3 MoE training memory inefficiency." }, { "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." + "reason": "Both are v5 regressions around model loading/init, but they describe different concrete failures and code paths." }, { "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)." + "reason": "MIMI padding-mask batching mismatch and Gemma3 NaN embeddings under sliding-window attention are distinct sequence-processing bugs." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different v5 regressions: non-persistent buffer junk vs ModelOutput key handling." + "reason": "Non-persistent buffer junk filling and ModelOutput key assignment are unrelated internals." }, { "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." + "reason": "Video-LLaVA missing temporal attention/weight sharing and Sam3Model text encoder weights not loading are separate model-specific defects." }, { "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." + "reason": "torch.export export failures due to torch_compilable_check are not the same as bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "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." + "reason": "Both involve Qwen2.5-VL position handling, but one is finetuning with multiple images per prompt and the other is video-input vision_position_ids; too different to merge." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different Video-LLaVA and Qwen3.5 save_pretrained issues; not the same code path." + "reason": "Video-LLaVA weight/temporal-attention bug is unrelated to Qwen3.5 save_pretrained visual-key serialization." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a JAX-vs-HF discrepancy and the other is nonsensical AutoModel/pipeline results; insufficient evidence of one defect." }, { "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." + "reason": "Qwen2.5-VL rope index scaling and Kosmos2.5 OCR index error are different multimodal indexing bugs." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different classification regressions: flash_attention_3 training degeneration vs zero-loss single-label classification bug." + "reason": "Flash-attention-3 training degeneration and single-label-classification zero-loss behavior are different classification/training issues." }, { "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." + "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video-input 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." + "reason": "AyaVision lm_head weight tying and Granite tokenizer ID serialization are unrelated regressions." }, { "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." + "reason": "Both involve VL image handling, but multiple-images-per-prompt finetuning and image-placeholder-in-user-text are different failure modes." }, { "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." + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights and strict granite_speech config loading are separate compatibility issues." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Unrelated issues: FP8 MoE config failure vs GGUF loading failure in Transformers v5." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF v5 loading failure are unrelated quantization/loading problems." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional indexing." + "reason": "Checkpoint resume key mismatch has no meaningful overlap with Qwen2.5-VL rope index scaling." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading behavior and tokenization changes are different bugs." + "reason": "Quantization/offloading behavior and tokenization version changes are different subsystems." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Different tokenizer/model bugs: BPE marker handling vs Qwen2.5-VL video vision_position_ids." + "reason": "Tokenizer BPE marker handling and Qwen2.5-VL video position ids are unrelated." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Different CPU offload device-mismatch and torch.export/compilable-check failures." + "reason": "CPU offload device mismatch for bark-small and torch.export failures on torch_compilable_check are distinct problems." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Unrelated issues: perplexity regression on GPT-OSS vs Whisper empty transcription failure." + "reason": "High perplexity on WikiText-2 and Whisper empty-transcription generation failure are unrelated." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4486,20 +4525,20 @@ "issue:41720|issue:44977", "issue:44387|issue:45704" ], - "prepared_review_unit_hash": "e2abecd561c2225448f6ba91ab7888bbd5bbaafd1c12ef01e37e4bf7975cc6cd", + "prepared_review_unit_hash": "3cb06f9f4587640078364e57c6a45a30f55eba847bad8293459dfa2952c40000", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37063, + "serialized_chars": 37064, "estimated_input_tokens": 9266, "estimated_eval_tokens": 18788 }, @@ -4508,192 +4547,198 @@ "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.", + "summary": "This cluster is mostly a set of unrelated, model-specific bug reports that only share broad vocabulary like offloading, quantization, tokenizer, or device mismatch. None of the soft pairs look like true duplicates or the same code-path fix.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest and most representative issue in the set, covering offloading/quantization at an umbrella level and attracting multiple references.", "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_issue_reason": "issue:43873 is the best anchor because it is the most general, high-signal report in the cluster and aligns with the recurring offload/quantization theme without being overly model-specific.", "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." + "reason": "Both mention multimodal regressions, but one is a video-input bug across Qwen variants and the other is a Gemma4 device-mapping forward mismatch; different models and code paths." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT adapter checkpoint loading." + "reason": "Audio chat-template sampling-rate defaults vs GraniteSpeech PEFT checkpoint loading are unrelated processor/config vs model-loading issues." }, { "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." + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device mapping cuda asserts." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "A dtype mismatch under autocast is unrelated to a TimesFM window_size AttributeError." + "reason": "These are different failure modes: autocast dtype mismatch in Phi-tiny-MoE versus an AttributeError on TimesFM window_size." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset handling is unrelated to generation with inputs_embeds and past_key_values." + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are separate generation/processor concerns." }, { "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." + "reason": "Tokenizer crash on NER/padding is not the same as torch.export failing on torch_compilable_check; different subsystems and fixes." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but the concrete bugs are different models and different runtime failures." + "reason": "Both are device-mapping failures, but Qwen3 cuda assert and Gemma4 PLE forward mismatch are different model-specific bugs." }, { "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." + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to the Apple Silicon 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." + "reason": "CPU offload device mismatch for Bark-small is not the same as DAC.from_latents not matching forward pass." }, { "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." + "reason": "AyaVision lm_head weight tying and Bamba torch.compile+SDPA are distinct model implementation problems." }, { "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." + "reason": "Qwen3 MOE weight conversion during accelerate+deepspeed is unrelated to missing supports_gradient_checkpointing on Nemotron trust_remote_code." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failing on B200 hardware." + "reason": "Tokenizer BPE marker handling for Ministral and FP8 inference failure on B200 are different issues in different components." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device-mismatch forward failure is unrelated to a TimesFM window_size AttributeError." + "reason": "Gemma4 device-mapping forward mismatch and TimesFM window_size AttributeError are unrelated." }, { "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." + "reason": "mdeberta special-token insertion regression is unrelated to wrong token IDs across multiple tokenizers." }, { "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." + "reason": "MIMI padding-mask batching bug and OmDet-Turbo image-size mismatch are different processor/model issues." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "A 3d_parallel.py runtime problem is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe fine-grained FP8 config failure." }, { "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." + "reason": "AyaVision weight-tying bug and dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same underlying defect." }, { "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." + "reason": "High perplexity on gpt-oss-20b and LoRA gradient-checkpointing ineffectiveness are unrelated training/inference problems." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "An off-by-one in MoonshineStreaming masking is unrelated to a tokenizer lookup performance regression." + "reason": "MoonshineStreaming off-by-one in sliding_window_mask_function is unrelated to slow convert_tokens_to_ids performance." }, { "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." + "reason": "Missing pad_token_idx in StableLmConfig and AutoModelForCausalLM not unwrapping text_config are separate config-loading issues." }, { "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." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk initialization are different core bugs." }, { "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." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated model-loading/serialization problems." }, { "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." + "reason": "Dequantized model loading with gpu+cpu offload is related to loading mechanics, but not the same bug as generic offloading not working with quantization." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask batching behavior is unrelated to Perceiver interpolation failing at non-default resolutions." + "reason": "MIMI batching/padding-mask support and Perceiver non-default-resolution interpolation are unrelated model-specific issues." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "A CustomTrainer compute_loss signature mismatch is unrelated to a 3d_parallel.py execution failure." + "reason": "CustomTrainer compute_loss signature breakage is unrelated to running 3d_parallel.py." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cuda asserts and Llava Next segfaults are different model-loading failures." + "reason": "Qwen3 auto device mapping cuda assert and Llava Next segmentation fault are different model/runtime failures." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault on load is unrelated to sinq quantization save/load breakage." + "reason": "Llava Next segfault and sinq save/load quantization breakage are not the same code path." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API mismatch and Qwen3Moe FP8 loading failure are unrelated." + "reason": "Trainer API signature mismatch and Qwen3Moe FP8 config failure are separate training vs quantization bugs." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for est-roberta." + "reason": "Strict granite_speech config loading and tokenizer loading failure for est-roberta are different config/tokenizer issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to Qwen3.5 flash-attention generation regression." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 CUDA memory growth is unrelated to an apex FusedRMSNorm memory leak in T5." + "reason": "int4 CUDA reserved-memory OOM and T5 apex FusedRMSNorm memory leak are both memory-related but clearly different root causes and fixes." } ] }, @@ -4768,8 +4813,8 @@ ], "soft_pairs": [ "issue:40990|issue:45701", - "issue:43450|issue:45701", "issue:41720|issue:42617", + "issue:43450|issue:45701", "issue:44466|issue:45357", "issue:26413|issue:28530", "issue:43873|issue:44756", @@ -4798,20 +4843,20 @@ "issue:44008|issue:45823", "issue:42915|issue:46291" ], - "prepared_review_unit_hash": "b2efed8dcfd2d156515b9d0d83cafbaa0a8317f0ba9611070eafd6e824982e7c", + "prepared_review_unit_hash": "1e81f535ec5fe1fc175ec6a8427890234d66b9e2f16d0426579d78833e031d0f", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36750, + "serialized_chars": 36751, "estimated_input_tokens": 9188, "estimated_eval_tokens": 18632 }, @@ -4820,192 +4865,192 @@ "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.", + "summary": "No soft pair looks like a true duplicate; the set is a grab-bag of unrelated bugs spanning training, loading, multimodal processors, quantization, cache handling, and serving. I would anchor the cluster on the most active, concrete issue, but not merge any of the soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 has the richest activity and references, and it is a concrete, reproducible bug report about quantization/offloading behavior, making it the most useful cluster anchor.", "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_issue_reason": "issue:43873 is the strongest standalone issue in this set: specific symptoms, active discussion, and broader relevance than the other one-off reports.", "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." + "reason": "Both involve eval/tokenization-related behavior, but one is a perplexity regression on gpt-oss and the other is a version-dependent tokenization change; different underlying problems." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Video processor batch-shape bug vs tokenizer/version-dependent tokenization; unrelated artifacts." + "reason": "Both are runtime failures, but one is a Qwen3-VL device-map cuda assert and the other is a 3d_parallel.py execution failure; no clear shared code-path." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43450", + "right": "issue:45701", "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." + "reason": "Batch video-shape handling and tokenization changes are unrelated subsystems and bugs." }, { "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." + "reason": "Both concern save/serialization behavior, but they affect different model components and likely different code paths." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume iterator exhaustion and early-stopping metric lookup are distinct Trainer issues." + "reason": "Trainer checkpoint resume and early-stopping metric selection are distinct Trainer behaviors, not the same bug." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offload malfunction and Strix Halo mmap OOM are different runtime problems." + "reason": "Both mention offload/memory behavior, but one is quantization offloading and the other is mmap OOM mitigation; different root causes." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to dtype mismatch in inference." + "reason": "Tokenizer padding/truncation crash and bfloat16 dtype mismatch are unrelated failures." }, { "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." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is missing text-encoder weight loading." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two separate model-loading failures for different checkpoints; no evidence of the same root cause." + "reason": "Different model-loading failures for different checkpoints; same symptom class only." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as version-dependent tokenization drift." + "reason": "A regression in processor/tokenizer access is not the same as a tokenization-version change issue." }, { "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." + "reason": "Both involve cache internals, but one is missing beam-search reorder support across model families and the other is a static-cache seq-length tensor bug." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram on Int vs TimesFM window_size AttributeError are unrelated." + "reason": "MPS histogram implementation error and a TimesFM window_size attribute error 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." + "reason": "These are separate model/backend failures: torch.compile+SDPA versus packed-weight loading during accelerate integration." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype propagation and Trainer max_steps calculation are unrelated issues." + "reason": "Different problem domains: dtype propagation in BLIP2 loading versus Trainer max_steps recomputation on resume." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py execution failure." + "reason": "An import error for GenerationMixin and a 3d_parallel.py runtime failure are unrelated." }, { "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." + "reason": "Both touch model initialization, but one is a broad Transformers 5.0 breakage and the other is inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Cannot load ScandiBERT and XLMRobertaTokenizer/Unigram type mismatch are different loading/tokenizer issues." + "reason": "Both are tokenizer/model loading problems, but the failing models and code paths differ." }, { "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." + "reason": "Separate device/backend issues: SDPA+compile on Bamba versus CPU offload device mismatch on bark-small." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER/padding is distinct from a processor producing the wrong image resolution." + "reason": "Tokenizer crashes on NER inputs and a processor/model image-size mismatch are different bugs." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head weight tying and visual encoder key serialization are different multimodal save/load regressions." + "reason": "One is tied lm_head weights in Mistral3; the other is incorrect visual-encoder keys in Qwen3.5 save_pretrained." }, { "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." + "reason": "Both involve quantized/dequantized model loading, but one is FineGrainedFP8 on Qwen3MoE and the other is device_map auto with CPU/GPU offload." }, { "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." + "reason": "Both are image-resolution issues, but they concern different models and different failure mechanisms." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError is unrelated to YOLO multi-GPU device-map failure." + "reason": "TimesFM window_size attribute handling and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early-stopping metric lookup and Qwen2-VL multi-GPU training are separate Trainer/config concerns." + "reason": "Trainer early stopping configuration and Qwen2-VL multi-GPU training are not the same underlying issue." }, { "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." + "reason": "Both mention multi-GPU-style failures, but one is a device-map assert and the other is tensor-parallel support for GPT-OSS MoE." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + "reason": "A Qwen3-MoE sliding-window bug and a StableLmConfig pad_token_idx regression are different model/config issues." }, { "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." + "reason": "Both touch cache logic, but one is KV-cache continuation indexing in serve and the other is static-cache length arithmetic under torch.compile." }, { "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." + "reason": "Both are serve-time multimodal processor failures, but they cite different missing attributes and different root causes." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Variable-name collision in Gemma3n forward and Gemma4 PLE device mismatch are unrelated." + "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are distinct bugs." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Quantized Qwen3Moe failure and pipelines import dependency error are entirely separate problems." + "reason": "FineGrainedFP8 loading failure and kernels import/version requirements are unrelated." } ] }, @@ -5105,14 +5150,14 @@ "issue:44534|issue:46665", "issue:42490|issue:43329" ], - "prepared_review_unit_hash": "70f0391b47bc2bb54e4cfdcc686e7ba2d4731d642febb31653a5a9f3ddc8b136", + "prepared_review_unit_hash": "50b8a7613d96af2d968872a90949ee8ea7365869ab04a79bad6a93139353d110", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, @@ -5127,162 +5172,162 @@ "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, + "summary": "The cluster is heterogeneous and the soft edges are mostly superficial title similarity, not true duplicates. I would not merge any of the proposed pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: these reports span unrelated areas (tokenizers, model loading, generation, quantization, configs, docs, and training callbacks).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a good global canonical. If forced, issue:43873 is the broadest runtime bug report, but it does not subsume the rest of the cluster.", "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." + "reason": "CustomTrainer.compute_loss() signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert; different subsystem and failure mode." }, { "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." + "reason": "Chunked generation with compiled forward is a generation correctness bug, while cache.get_seq_length() returning a device tensor is a static-cache 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." + "reason": "CamemBERT masked LM predictions in v5 and Qwen3 modular recurrent-state reset are different model-specific bugs in different code paths." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Separate filesystem issues: cache-path collision vs read-only permission propagation in save_pretrained." + "reason": "trust_remote_code cache path collision and save_pretrained permission propagation are separate file-handling issues with different triggers." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both tokenizer-related, but they describe distinct tokenizers and different crashes." + "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer task AttributeError affect different tokenizers and do not share the same underlying defect." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different loading problems for unrelated models; no shared concrete bug path." + "reason": "glm-4v-9b loading failure is a model-specific load bug, while est-roberta tokenizer failure is a versioned tokenizer regression." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric lookup and image processor void-segmentation handling are unrelated." + "reason": "Early stopping/eval_f1 handling is a trainer callback issue; void segmentation map processing is an image processor bug." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys on MolmoForCausalLM." + "reason": "BeitImageProcessorFast reduce_labels behavior and Molmo missing all_tied_weights_keys are unrelated component bugs." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch version compatibility and TimesFM window_size attribute error are unrelated." + "reason": "Torch 2.10 incompatibility is a dependency issue, while TimesFM window_size AttributeError is a model API bug." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config discrepancies, but for different models and different fields." + "reason": "Gemma3TextConfig API inconsistency and GPTNeoXConfig rotary_pct reload behavior involve different config fields and distinct bugs." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization-version behavior change is not the same as FP8 checkpoint weight_scale being skipped." + "reason": "Tokenization changes across transformers versions and FP8 compressed-tensors missing weight_scale are unrelated regressions." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3 MoE FP8 loading vs Llava Next segmentation fault are different bugs." + "reason": "Qwen3Moe with FineGrainedFP8Config and Llava Next segfault are different model/loading failures with no shared code-path evidence." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "MacOS bus error on a community CLIP model and progressive generation with inputs_embeds/past_key_values are unrelated bugs." }, { "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." + "reason": "Slow/fast tokenizer inconsistency is a broad tokenizer parity issue, while the T5 add_special_tokens AttributeError is a specific class-name conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "ImageProcessor void segmentation maps and BarkProcessor voice_preset are different subsystems and failures." + "reason": "Void segmentation map processing and BarkProcessor voice_preset handling are different processor bugs with no common underlying cause." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior and an apex RMSNorm memory leak are unrelated." + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are separate runtime issues in different subsystems." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Cache-strategy typo and stale docs for removed pipelines are separate documentation issues." + "reason": "A typo in cache strategies is not the same as documentation still listing removed pipeline tasks." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and composite Qwen multimodal config unwrapping are different code paths." + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config unwrapping text_config are different Qwen/config issues." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video input processing failure and weight_only loading error are distinct Qwen multimodal issues." + "reason": "Qwen3OmniMoe video ValueError and Qwen3VL weight_only=True load error are separate multimodal-model failures." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file breaks from_pretrained loading, while XLMRobertaTokenizer passes the wrong type to Unigram." + "reason": "gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading is an integration issue, not the same as XLMRobertaTokenizer passing a dict 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." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and PEFT+ZeRO-3 checkpoint errors are different training/loading stack bugs." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "Bamba-9B-v2 torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated model-runtime vs tokenizer issues." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different bugs." + "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech PEFT adapter loading are different model/load-path problems." }, { "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." + "reason": "Non-persistent buffers filled with junk in v5 is a low-level state bug, while from_pretrained inside Python classes is an API-usage inconsistency." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash import warning and undefined video-branch variables in multimodal token counting are unrelated." + "reason": "Trailing-slash local model import warnings and undefined variables in _get_num_multimodal_tokens are unrelated path-parsing vs multimodal-token-counting bugs." } ] }, @@ -5386,208 +5431,220 @@ "issue:43746|issue:43873", "issue:43531|issue:45923" ], - "prepared_review_unit_hash": "1dfc175a5af326a4054ef7bd2976846264c3bc97755df9bdd7f8d8bab8004739", + "prepared_review_unit_hash": "1994f5e249899e9549a7b66cbe0153227da4b47796cd1952ea602d32f439c510", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36636, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "serialized_chars": 36650, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This 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.", + "summary": "The cluster is highly heterogeneous: the candidate edges mostly share only broad words like offloading, tokenizer, trainer, or save/load, but not the same concrete bug or code path. I would not merge any of the soft pairs.", + "confidence": 0.15, + "canonical_issue_reason": "issue:43873 is the best anchor in this set because it is the most active open issue and the only one with clear multi-comment, multi-reference traction around a broad offloading/quantization failure.", "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_issue_reason": "issue:43873 is the most suitable representative issue here for triage because it has the strongest discussion signal and a broad enough theme to act as the cluster anchor, even though the set is not truly duplicate-heavy.", "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." + "reason": "Both involve loading/offload failures, but they affect different models and different mechanisms: Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Unrelated trainer metric update bug vs progressive generation with inputs_embeds/past_key_values." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated code paths and bugs." }, { "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." + "reason": "Both mention window sizes, but one is Qwen3-MoE sliding_window behavior and the other is a TimesFM window_size AttributeError; different model families and failure modes." }, { "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." + "reason": "Gemma4Processor missing _tokenizer in serve is a processor init bug; Qwen3.5 streaming chat/completions is a separate runtime inference issue." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "BarkProcessor voice_preset parsing and Qwen3 auto device mapping cudaErrorAssert are not the same bug or subsystem." }, { "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." + "reason": "These are different tokenizer/offload issues for different models; one is Bark CPU offload, the other BigBirdTokenizer special-token registration." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different code paths: gather_for_metrics label truncation vs SAM3 PCS multimodal text/box behavior." + "reason": "gather_for_metrics label truncation and SAM3 text/box behavior are different training/evaluation vs model-input bugs." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window configuration bug and Float8 storage lookup error are unrelated." + "reason": "Qwen3-MoE sliding_window and a Float8 storage lookup TypeError 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." + "reason": "Both touch Qwen3.5 config/loading, but one is from_config unwrapping text_config and the other is a CPU offload rotary embedding problem; not the same fix." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions, but they affect different models and likely different root causes." + "reason": "Both are tokenizer-loading regressions, but they concern different models and likely different 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." + "reason": "Qwen3OmniMoe video input validation and a static-cache torch.compile seq-length arithmetic bug are not the same underlying issue." }, { "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." + "reason": "Both are save/load issues in multimodal models, but one is Qwen3.5 visual encoder keys and the other is SAM3 text encoder weights not loading." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init policy issue is unrelated to Qwen3.5 num_labels propagation." + "reason": "patchtsmixer post_init and Qwen3.5 num_labels propagation are unrelated configuration problems." }, { "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." + "reason": "A Transformers 5.0.0 non-persistent buffer corruption bug is not the same as 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." + "reason": "Loading a specific model failing and PIL image processors incorrectly requiring torchvision are separate issues." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword conflict is unrelated to ScandiBERT loading failure." + "reason": "AddedToken special-argument duplication and ScandiBERT loading are different tokenizer-related failures." }, { "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." + "reason": "Qwen3.5 num_labels propagation and degenerate zero-loss single-label classification share a classification theme but not the same concrete defect." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution/interpolation bug and bfloat16 dtype mismatch are different failure modes." + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient inflation." + "reason": "Gradient checkpointing in eval mode and gradient explosion under ZeRO-3 are different training behaviors with different fixes." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Docs example errors are not the same as OmDet-Turbo processor/model input-size mismatch." + "reason": "Both mention processor/model mismatches, but one is a docs example with quantization errors and the other is an OmDet-Turbo resolution mismatch." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 A800 cudaErrorAssert is unrelated to T5 apex FusedRMSNorm memory leak." + "reason": "Qwen3 auto device mapping crashes and T5 using apex.FusedRMSNorm memory leak are unrelated." }, { "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." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same bug as incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT adapter checkpoint loading and quantized save/load corruption are distinct problems." + "reason": "Both concern model loading/saving, but PEFT-adapter local checkpoint loading and sinq quantized save/load corruption are distinct mechanisms." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Checkpointing-in-eval and T5 RMSNorm leak do not share a concrete code-path bug." + "reason": "Gradient checkpointing eval-mode restriction and T5 FusedRMSNorm memory leak are unrelated." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT embedding unpacking failure is unrelated to trainer.train() followed by trainer.evaluate() failure." + "reason": "Qwen3.5 input-embedding unpacking with TRL SFT and trainer.evaluate() failing after train() are different trainer bugs." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation bug and FA2 long-context performance regression are different issues." + "reason": "Video processor padding error and FA2 long-context performance regression are not the same underlying problem." }, { "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." + "reason": "Runtime special-token post-processing update and save/load loss of custom token IDs are related only at a high level, not the same bug." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint loading for PEFT adapters is unrelated to offloading problems with quantization." + "reason": "Both mention loading/offloading, but one is PEFT checkpoint loading and the other is offloading with quantization; different code paths and fixes." }, { - "left": "issue:43531", - "right": "issue:45923", + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Input-embedding unpacking in SFT and evaluate-after-train failure do not look like the same defect." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different areas entirely: video padding vs generation performance regression." + }, + { + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "TokenizersBackend post-processor sync and DiaConfig custom token IDs are separate token handling issues." } ] }, @@ -5690,20 +5747,20 @@ "issue:43540|issue:46294", "issue:45381|issue:46693" ], - "prepared_review_unit_hash": "a9a77ead70c02033e8f5fbc1d4c6e06848a26ff7a93d24c244658f7c54961869", + "prepared_review_unit_hash": "efb37c4f1a5dd77c27545ad193bbfe9d91399322629eb29b6dfcf1eba2aaf04f", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36057, + "serialized_chars": 36058, "estimated_input_tokens": 9015, "estimated_eval_tokens": 18286 }, @@ -5712,198 +5769,192 @@ "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.", + "summary": "This cluster is mostly heterogeneous: it groups many unrelated Transformers issues by broad semantic similarity rather than true duplication. Only a couple of pairs look like real duplicates or near-duplicates; the strongest is the Qwen2_5_VLProcessor padding=False crash pair, and the offline tokenizer bug is also closely related. The rest are too model-/path-specific to merge safely.", + "confidence": 0.53, + "canonical_issue_reason": "Issue 44514 is the best canonical issue for the only clear exact-duplicate pair in the cluster (44514/44545); the remaining items are too diverse for a single cluster-wide canonical.", "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_issue_reason": "Issue 44514 is the strongest issue to keep as the representative anchor because it is concrete, reproducible, and has an almost identical duplicate (44545).", "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." + "reason": "Both describe the same offline tokenizer loading failure: AutoTokenizer/model_info access breaks HF_HUB_OFFLINE/cached tokenizer loading in the Mistral regex patch path." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Different models and failures: BEiT label reduction vs glm-4v-9b loading." + "reason": "These are different bugs in different models: BeitImageProcessorFast label reduction vs a glm-4v-9b loading failure." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Unrelated areas: image processor void segmentation maps vs GenerationMixin import error." + "reason": "Unrelated: image processor void segmentation map handling vs a 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." + "reason": "Both touch tokenizer special-token behavior, but one is about runtime post-processor updates and the other is a BigBirdTokenizer registration/empty decode issue; not the same concrete bug." }, { "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." + "reason": "Same model family, but different problems: documentation example errors vs an implementation discrepancy with the original JAX model." }, { "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." + "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False, just reported twice." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model families and different symptoms: SigLIP2 pipeline outputs vs CamemBERT masked LM predictions." + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM regression." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Quantization/offloading regression vs T5 decoder-input error message; not the same bug." + "reason": "Different code paths: Mamba2Mixer cache correctness vs T5 decoder input validation messaging." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Different code paths: compiled chunked generation inconsistency vs ONNX export dtype mismatch." + "reason": "Unrelated: compiled-forward chunked generation inconsistency vs fp16 ONNX export attention 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." + "reason": "Both involve Qwen VL variants, but one is a from_pretrained weight_only loading error and the other is a video position-id bug; not the same fix." }, { "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." + "reason": "Both involve mistral regex/tokenizer loading, but the reported failures differ enough that they do not clearly describe the same underlying bug." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Different model/runtime issues: LwDetr AMP crash vs Canine fp16 ONNX attention dtype mismatch." + "reason": "Different failures in different components: LwDetrImageLoss AMP crash vs CanineModel ONNX 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." + "reason": "Tokenizer-related, but one is about special-token post-processing updates and the other is LayoutLMv2 NER/padding crashes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer regression vs list_repo_files revision forwarding; unrelated code paths." + "reason": "Unrelated: tokenizer regression vs a repository listing API forwarding bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc/example problems vs quantization offloading behavior; no shared concrete failure." + "reason": "Different domains: SigLIP2 doc/model issues vs quantization offloading behavior." }, { "left": "issue:45507", "right": "issue:46858", "accept": false, - "reason": "Different subsystems: GraniteMoEHybrid invalid method call vs cache seq-length arithmetic under compile." + "reason": "Different problems: GraniteMoEHybrid invalid method call vs cache.get_seq_length device-tensor arithmetic on non-CUDA backends." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "SigLIP2 example/discrepancy issues are unrelated to Canine ONNX export dtype mismatch." + "reason": "Different models and failure modes; no shared concrete bug path." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different mechanisms: packed-weight loading in BitNet vs DAC missing STE behavior." + "reason": "Different model internals and bugs: accelerate loading of packed weights vs DAC.from_latents/STE mismatch." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Custom processor/tokenizer regression vs Kosmos2.5 long-OCR index error." + "reason": "Both are multimodal, but the bugs are different: 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." + "reason": "Different subsystems: torch.compile+SDPA failure in Bamba vs 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." + "reason": "No shared concrete bug; Bamba torch.compile/SDPA and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Both are tokenizer/model loading issues, but the concrete bugs are different." + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; different code paths." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed ZeRO3 BertModel index error vs audio feature extraction issue; unrelated." + "reason": "Different failures: DeepSpeed ZeRO-3/BertModel index error vs audio feature extraction issue." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword collision vs tokenizer loading failure for cjvt/sleng-bert; not the same defect." + "reason": "Different tokenizer bugs: AddedToken keyword conflict vs failure to load a specific model." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs AutoConfig trust_remote_code missing fields." + "reason": "Unrelated: Qwen3-MoE sliding_window behavior 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." + "reason": "Different areas: Qwen3.5 num_labels propagation vs ONNX attention dtype mismatch." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "VideoPrism output field mix-up vs RT-DETR feature-level mismatch; different models and bugs." + "reason": "Different vision-model issues: output field misassignment vs RT-DETR feature-level mismatch." }, { "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." + "reason": "Both are Qwen video-input issues, but they involve different models and different failures (generic ValueError vs chat-template feature/token mismatch)." }, { "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." + "reason": "Unrelated: Qwen2.5-VL video position ids vs FA2 long-context performance regression." } ] }, "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." + "feedback": "The summary is grounded in the packet: it reflects that most pairs are non-duplicates, while the two accepted soft edges (42886/44843 and 44514/44545) are plausibly the strongest matches. The canonical choice of 44514 is conservative and supported by the near-identical duplicate 44545. No obvious overstatement beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -5981,8 +6032,8 @@ "issue:30064|issue:36331", "issue:43653|issue:43819", "issue:44186|issue:44898", - "issue:44488|issue:47020", "issue:43335|issue:43756", + "issue:44488|issue:47020", "issue:43550|issue:43819", "issue:43618|issue:43697", "issue:43643|issue:44877", @@ -6003,202 +6054,196 @@ "issue:43644|issue:43749", "issue:43322|issue:45685" ], - "prepared_review_unit_hash": "a662468a6d75ef3e69d1b5a9c993d7e41735b9c142fd187c4f7ef31d7e857b58", + "prepared_review_unit_hash": "9c6bab99650e60fc0582a097df078285694bf43899fb6bfb2f3f42c38964ad3f", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36268, - "estimated_input_tokens": 9067, - "estimated_eval_tokens": 18390 + "serialized_chars": 36263, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "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.", + "summary": "This cluster is a loose grab bag of unrelated Transformers bugs/regressions across loaders, tokenizers, model outputs, cache logic, and multimodal processors. The soft similarities are mostly superficial, so no pair should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Both touch model loading, but one is a Transformers 5 base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes; different failure modes and fixes." }, { "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." + "reason": "CUDA auto device mapping assert on Qwen3 is unrelated to a tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq-length contract and VideoPrism hidden_states misassignment are unrelated code paths and symptoms." + "reason": "StaticCache seq-length type contract and VideoPrism hidden_states field mix-up are different bugs in different code paths." }, { "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." + "reason": "Audio feature extraction helper failure and add-new-model-like / TOKENIZER_MAPPING_NAMES handling are unrelated." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated bugs." + "reason": "Void segmentation map processing and CustomTrainer.compute_loss signature mismatch are unrelated subsystems." }, { "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." + "reason": "BigBirdTokenizer special-token registration and DAC.from_latents vs forward mismatch are different concrete bugs." }, { "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." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image resolution handling are unrelated issues." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Both are tokenizer-loading problems, but they affect different tokenizer classes with different failure modes and fixes." + "reason": "Sparse-layer initialization in SwitchTransformers and Smollm3 RoPE layer count are not the same bug." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Sparse-layer creation with num_sparse_encoder_layers=0 and Smollm3 RoPE-layer dropping are distinct model-config bugs." + "reason": "Both are tokenizer load problems, but they affect different models and stem from different causes." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile/SDPA breakage in Bamba and DAC latent/STE mismatch are unrelated." + "reason": "torch.compile + SDPA regression in Bamba is unrelated to DAC latent reconstruction behavior." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Missing CLIPOutput attentions and RTDetrV2 output differences in v5 are separate model-specific regressions." + "reason": "Both are v5 output regressions, but CLIP attentions omission and RTDetrV2 output drift are distinct model-specific issues." }, { "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." + "reason": "trust_remote_code missing fields and strict granite_speech config loading are different config-handling bugs." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache seq-length return type and Gemma4 quantized embedder dtype casting are unrelated implementation issues." + "reason": "Static cache seq-length return type and Gemma4 quantized embedder dtype casting are unrelated." }, { "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." + "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template compilation errors are entirely different code paths." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." }, { "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." + "reason": "Both involve _patch_mistral_regex, but one is an unconditional model_info offline break and the other is a backend_tokenizer attribute crash under fix_mistral_regex; 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." + "reason": "Gemma3n variable-name collision and cache.get_seq_length returning a device tensor are unrelated." }, { "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." + "reason": "SigLIP2 doc example issues and Kosmos2.5 long OCR index errors are unrelated." }, { "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." + "reason": "LayoutLMv2 tokenizer NER/padding crash and FastSpeech2ConformerTokenizer load failure are different tokenizer problems." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "They are both v4-v5 output regressions, but for different models and different underlying causes." + "reason": "Different model regressions: Pegasus output changes vs CamemBERT masked-LM prediction errors." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and Gemma3n audio-mask attribute collision are separate multimodal bugs." + "reason": "Qwen3OmniMoe video-input processing and Gemma3n forward collision are unrelated multimodal bugs." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR long-input indexing are unrelated." + "reason": "Whisper empty transcription after align_special_tokens and Kosmos2.5 long OCR input index errors 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." + "reason": "Tokenizer load failure for est-roberta and XLMRobertaTokenizer passing a dict to Unigram are different concrete failures." }, { "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." + "reason": "Input validation XOR error and degenerate zero-loss classification behavior 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." + "reason": "Both mention remote_code/trust_remote_code, but the actual bugs differ: a removed helper breaking trust_remote_code models versus broader recent remote_code breakage." }, { "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." + "reason": "Non-persistent buffer junk initialization and FSDP_CPU_RAM_EFFICIENT_LOADING are different problems." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next loading segfault and MPS histogram_mps Int support are unrelated runtime issues." + "reason": "Llava Next segmentation fault and MPS histogram_mps Int support error are unrelated." } ] }, @@ -6299,206 +6344,203 @@ "issue:43262|issue:47217", "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "a67a56cd9e57ae0d989af118c8593c18845d62813120a5da394e23141b12e0e8", + "prepared_review_unit_hash": "ec9e568758344e343722f2e3ac8352844bc1d912742e988db4c76b8a1ae4e519", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35645, - "estimated_input_tokens": 8912, - "estimated_eval_tokens": 18080 + "serialized_chars": 35639, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "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.", + "summary": "This cluster is heterogeneous, with a loose concentration around tokenizer/processor behavior but many unrelated model-loading, training, and multimodal issues. None of the soft pairs look like true duplicates or mergeable PR equivalents, so I rejected all soft edges.", + "confidence": 0.73, + "canonical_issue_reason": "issue:28218 is the clearest concrete tokenizer defect in the cluster and the best anchor for the small tokenization-related subtheme; the other tokenizer-adjacent items are broader, newer, or about different failure modes.", "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_issue_reason": "issue:28218 is the most representative issue here because it states a specific, user-visible tokenizer bug succinctly and is more concrete than the more generic or adjacent tokenizer reports.", "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." + "reason": "Different models and different failures: CPU offload device mismatch vs bf16 dtype mismatch." }, { "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." + "reason": "Both involve tokenizers, but one is runtime special-token/post-processor sync and the other is Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype loading bug and Video-LLaVA architecture/weight-sharing issue are unrelated." + "reason": "BLIP2 dtype remains float32 vs Video-LLaVA missing temporal attention / shared weights; unrelated code paths." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Separate video-input regression vs OCR long-input index error." + "reason": "Different models and symptoms: Qwen video-input regression vs Kosmos2.5 long OCR 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." + "reason": "Bamba torch.compile + SDPA failure is unrelated to the 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." + "reason": "One is a weight_only loading error for Qwen3VL; the other is a flash-attention generation problem for Qwen3.5." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape error during tensor indexing is unrelated to trainer.evaluate() failing after train()." + "reason": "Mask shape IndexError during evaluation logic vs trainer.evaluate() failing after train; different bugs." }, { "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." + "reason": "One is a v5 pipeline error-message regression; the other is a model output correctness issue with SigLIP2." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different models and failures: video feature/token mismatch vs T5 decoder-input validation message." + "reason": "Qwen3.5 video token/feature mismatch vs T5 decoder input validation error message; unrelated." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to stale config.dtype after from_config(dtype=...)." + "reason": "Apple Silicon caching allocator TypeError vs stale config dtype after from_config; different functionality." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Gathering metrics label truncation and Mamba2 use_cache correctness are distinct bugs." + "reason": "gather_for_metrics last-batch tuple-label bug and Mamba2 use_cache incorrect results are separate training/inference issues." }, { "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." + "reason": "Qwen3-VL weight shape mismatch vs Qwen3.5 tensor-parallel plan omissions; different model-loading failures." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Both describe the same tokenizer added-token spacing inconsistency between implementations." + "accept": false, + "reason": "They are related tokenizer symptoms, but one is extra spacing after added tokens while the other is a broad slow-vs-fast inconsistency; not proven same root cause." }, { "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." + "reason": "Mistral image preprocessor dtype mismatch and Gemma3n variable name collision are unrelated multimodal bugs." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different video-input bugs in different model families; no shared concrete failure mode." + "reason": "Different Qwen multimodal video bugs with different symptoms: input processing ValueError vs wrong vision_position_ids." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch is unrelated to dtype mismatch in inference." + "reason": "Processor image-size mismatch for OmDet-Turbo is unrelated to dtype mismatches in other models." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Different loading failures: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized argument." + "reason": "Both touch loading, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are distinct failures." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to general dtype mismatches." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the dtype mismatch issue." }, { "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." + "reason": "Custom-model initialization in Jupyter vs from_pretrained inside Python classes are different behavior regressions." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature errors are unrelated." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature change 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." + "reason": "Both are about pipeline v5 fallout, but one is runtime error messaging and the other is documentation cleanup; not the same concrete bug." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as a general tokenization-version change." + "reason": "CamemBERT masked LM regression and generic version-dependent tokenization changes are not the same bug." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend dependency issue and tokenizer regex patch crash are unrelated." + "reason": "Package backend installation issue vs Mistral tokenizer regex patch crash; unrelated." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different dtype/loading issues affecting different components and platforms." + "reason": "Model dtype loading mismatch and Apple Silicon allocator TypeError are different issues." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to CLIP text model structural inconsistency." + "reason": "Unsafe sys.modules access in modeling_utils and CLIPTextModel structural inconsistency are separate code-path problems." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio processor sampling-rate default bug is unrelated to VL image-placeholder handling." + "reason": "Audio processor sampling-rate default bug and VL image-placeholder-in-text failure are unrelated multimodal issues." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Different audio/video code paths and failure modes." + "reason": "Different domains and bugs: audio chat-template sampling rate vs DAC latent reconstruction mismatch." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6593,20 +6635,20 @@ "issue:43526|issue:44554", "issue:43854|issue:44977" ], - "prepared_review_unit_hash": "fc7f075440fd563a8494951d9f91269dcf07120f031eaff4ae940c73b152fcf3", + "prepared_review_unit_hash": "4f130c77c0b032c5f8efa47d5869714b00d96abb668de175a189a5131c96e59d", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36227, + "serialized_chars": 36228, "estimated_input_tokens": 9057, "estimated_eval_tokens": 18370 }, @@ -6615,174 +6657,174 @@ "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, + "summary": "This cluster is highly heterogeneous: it spans tokenizer/import regressions, multimodal processor bugs, trainer/deepspeed issues, quantization/compile failures, and unrelated model-specific loading problems. I do not see any true duplicate pair; the soft links are mostly broad keyword similarity rather than the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "If one issue must serve as an anchor, #45020 is the broadest regression-style report. It is still not a true representative of the whole set, since the cluster does not center on one underlying bug.", "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_issue_reason": "#45020 is the best global issue anchor because it is the most umbrella-like and version-regression oriented. The rest are narrower, model- or component-specific reports that do not collapse into one duplicate family.", "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." + "reason": "Both mention Gemma4 quantized embedders, but one is a memory-heavy one-hot position embedding issue and the other is a dtype-casting bug. Different code paths." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBird tokenizer special-token decoding and MXFP4 quantization fallback are unrelated failures." + "reason": "BigBird tokenizer special-token decode failure vs MXFP4 quantization falling back to bf16; unrelated bugs." }, { "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." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling issue are different models and different failures." }, { "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." + "reason": "Both involve image sizing/padding, but they target different processors and different logic errors." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "FP8 storage lookup failure is unrelated to the torchvision dependency regression in PIL image processors." + "reason": "Float8 storage lookup error on one side, torchvision dependency/import requirement on the other. Not the same bug." }, { "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." + "reason": "MobileLLM key error is a specific model loading issue; 45020 is a broader remote_code regression with a different failure mode." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA AMP crash in LwDetrImageLoss are separate backend-specific failures." + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP crash in a loss module are unrelated." }, { "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." + "reason": "Different tokenizer/processor paths: missing ReasoningEffort import for Gemma 4 vs continue_final_message behavior for mistral_common." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to MXFP4 quantization loading behavior." + "reason": "torch.compile/SDPA failure for Bamba is not the same as MXFP4 quantization fallback to bf16." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different regressions." + "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are separate compatibility issues." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Importing 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." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs multimodal token counting video-branch NameErrors." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the torchvision requirement regression." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are different subsystems and bugs." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different image-processing/model issues." + "reason": "BEiT label reduction bug and RTDetrV2 output-drift report do not share the same code path." }, { "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." + "reason": "Both are loading/tokenizer regressions, but they affect different models and different mechanisms; too broad to merge." }, { "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." + "reason": "An isolated reproduction of an older issue is not the same as the FP8/B200 inference failure." }, { "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." + "reason": "DeepSpeed ZeRO-3 index error in non-pretrained Bert training is unrelated to trainer.evaluate() failing after train()." }, { "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." + "reason": "Pip extras/backend dependency wiring and kernels import-version requirements are unrelated." }, { "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." + "reason": "DAC from_latents mismatch and DiaConfig save/load token-ID loss are different model components and failures." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are unrelated tokenizer/processor failures." + "reason": "Both are tokenizer/processor loading crashes, but one is a Mistral regex/backend_tokenizer issue and the other is a Gemma4Processor missing _tokenizer attribute." }, { "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." + "reason": "Both mention tied-weights warnings, but they involve different models and different underlying causes; not the same concrete bug." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting and stale auto_mappings CI references are unrelated maintenance/logic issues." + "reason": "Video multimodal token counting bug and stale auto_mappings references are unrelated." }, { "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." + "reason": "PEFT local-checkpoint loading for GraniteSpeech and Whisper batch_decode skip_special_tokens behavior are separate issues." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash path import warnings and Qwen3 MoE weight conversion are unrelated." + "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion bug have no shared code path." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation TypeError and CLIPTokenizer max-length constant are different failures." + "reason": "Template-node compilation error and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Beit label reduction and an MPS attention correctness issue are unrelated." + "reason": "BEiT label reduction and MPS attention correctness with mismatched head dims are different bugs." }, { "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." + "reason": "Loading GLM-4.7-Flash in tests and Qwen3.5 flash-attention generation differ in model, stack, and failure mode." } ] }, @@ -6857,8 +6899,8 @@ "soft_pairs": [ "issue:43643|issue:45759", "issue:38175|issue:44610", - "issue:45859|issue:47050", "issue:43262|issue:44811", + "issue:45859|issue:47050", "issue:45200|issue:47254", "issue:39692|issue:44912", "issue:43329|issue:44479", @@ -6884,209 +6926,212 @@ "issue:43540|issue:46701", "issue:45859|issue:47254" ], - "prepared_review_unit_hash": "2d508715fe113be692921dd4fb60e1728893c44471852b91ff33a3e37a1a9033", + "prepared_review_unit_hash": "1bec59dd222a502b6abb9fdea17c3ee80b35f18e24116abffa948dd58b8b40d1", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35551, - "estimated_input_tokens": 8888, - "estimated_eval_tokens": 18032 + "serialized_chars": 35542, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 }, "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, + "summary": "Mostly unrelated issues; only the video-input regression pair (issue:43329 / issue:44479) looks like the same underlying bug. The rest are different bugs that merely share a subsystem or theme.", + "confidence": 0.58, + "canonical_issue_reason": "issue:44479 is the broader, more user-facing regression report: it names the affected v5.3.0 release and multiple Qwen VLM variants, while issue:43329 is a narrower technical repro of the same broken video branch.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44479 is the strongest issue to keep: it has the clearest scope, impact, and affected models, and it best captures the shared video-input regression represented by the only plausible duplicate pair.", "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." + "reason": "Different config-loading bugs: missing fields from trust_remote_code vs. not unwrapping text_config for composite Qwen multimodal configs." }, { "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." + "reason": "Both mention vision models and image size, but one is zero probabilities in SigLIP2 and the other is an OmDet processor size mismatch." }, { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:43262", + "right": "issue:44811", "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." + "reason": "Different audio processor bugs: chat-template sample-rate default vs. batch_decode ignoring skip_special_tokens." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:45859", + "right": "issue:47050", "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." + "reason": "Unrelated failures: CPU offload incompatibility in Qwen3_5Moe vs. ONNX fp16 dtype mismatch in CanineModel." }, { "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." + "reason": "Different training/loading problems: Gemma 4 mm_token_type_ids defaulting vs. PEFT/DeepSpeed checkpointing error." }, { "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." + "reason": "One is a SigLIP2 docs/example error set; the other is an MXFP4 quantization load/fallback issue for gpt-oss-20b." }, { "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." + "accept": true, + "reason": "Same underlying video-input regression in the multimodal video path; 43329 is a concrete undefined-helper repro, while 44479 is the broader v5.3.0 report across multiple Qwen VLMs." }, { "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." + "reason": "Different bugs: Qwen3 MOE weight conversion under accelerate+deepspeed vs. GPT-oss-20b CUDA OOM." }, { "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." + "reason": "Both are Qwen loading issues, but one is MOE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL shape-mismatch load failure." }, { "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." + "reason": "Both involve video, but one is a token-counting/video-branch undefined-name bug and the other is a batched video processor shape bug." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different failures: Qwen3Moe FP8 config handling versus a key error when loading MobileLLM-125M." + "reason": "Different model-loading failures: FineGrainedFP8Config on Qwen3Moe vs. key error 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." + "reason": "Different release-compatibility bugs: init_empty_weights gets an unexpected argument vs. PIL image processors requiring torchvision." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated problems in different subsystems." + "reason": "Trainer token-count tracking is unrelated to GPT-oss perplexity behavior on WikiText-2." }, { "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." + "reason": "Both concern quantized checkpoint loading, but they describe different formats and symptoms: MXFP4 fallback vs. missing weight_scale application." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor-from-URL loading are unrelated." + "reason": "Different areas and failures: Qwen3Moe FineGrainedFP8Config vs. AutoImageProcessor loading from URL." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState's `num_input_tokens_seen` not updating." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState.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." + "reason": "Both are OOM-related, but one is an int4 quantization memory regression and the other is a Sam3Video runtime OOM." }, { "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." + "reason": "Both involve exception handling, but they are different bugs in different code paths and with different failure modes." }, { "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." + "reason": "Both are cache-related, but one is lazy-init recompilation with chunked prefill and the other is max_cache_length being ignored outside Quantized Cache." }, { "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." + "reason": "The titles do not describe the same problem; one is a vague data request, the other is an isolated reproduction of a specific issue." }, { "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." + "reason": "Unrelated loading issues: missing pad_token_id on Llama4Config vs. transformers.pipelines import failing due to kernels version/revision requirements." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch import availability error and BART generate decoder attention-mask assignment error are unrelated." + "reason": "Different errors and subsystems: missing PyTorch for AutoModel import vs. Bart generate() unbound decoder_attention_mask." }, { "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." + "reason": "Different tokenizer/load issues: physical-intelligence/fast loading regression vs. CLIPTokenizer model_max_length being 10**30." }, { "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." + "reason": "Different bugs: missing PyTorch import error vs. Llama 3.2 Vision model loading breakage in Transformers 4.46.2." }, { "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." + "reason": "Both can lead to memory issues, but one is broken FSDP CPU RAM-efficient loading and the other is disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility and kernels v0.15 import-version requirements are unrelated compatibility problems." + "reason": "Different incompatibilities: Torch 2.10 support issue vs. kernels v0.15 import requirement problem." }, { "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." + "reason": "Different multimodal failures: Qwen3OmniMoe video processing ValueError vs. DiffusionGemma image-text-to-text pipeline failure." }, { "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." + "reason": "Unrelated: CPU offload incompatibility in a Qwen embedding layer vs. PEFT/DeepSpeed/gradient-checkpointing checkpoint error." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical choice of issue:44479 is supported by its broader scope and explicit affected-model list, and the only accepted pair (43329/44479) is plausibly the same video-path regression without overclaiming beyond the packet. The remaining soft-edge rejections are appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7144,7 +7189,6 @@ "issue:45405", "issue:45538", "issue:45701", - "issue:46512", "issue:46693", "issue:46821", "issue:46832", @@ -7179,205 +7223,198 @@ "issue:44849|issue:45701", "issue:42175|issue:44488", "issue:43540|issue:44560", - "issue:44291|issue:44821", - "issue:43577|issue:46512" + "issue:44291|issue:44821" ], - "prepared_review_unit_hash": "63f1eb4886cda7836ee288e54307ab4345d471168c3a46b43c4a91805951ec9b", + "prepared_review_unit_hash": "1c53fa993fd1de64b424dd95c5363b11ada2c454d897703f7a7bcf6a85963278", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36127, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35237, + "estimated_input_tokens": 8810, + "estimated_eval_tokens": 17876 }, "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.", + "summary": "This cluster is heterogeneous: most items are unrelated bugs across tokenizers, multimodal models, trainer/runtime paths, and packaging. None of the soft edges look like safe duplicate merges.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the items span many distinct code paths and model families, so treating any one issue as the duplicate target would be misleading.", "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_issue_reason": "No global best issue for this cluster; the strongest candidates are still too specific to represent the rest of the set.", "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." + "reason": "Different tokenizer regressions: mdeberta special-token handling vs Kimi-K2.5 codec/fix_mistral_regex behavior." }, { "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." + "reason": "Unrelated failures: MacOS bus error in CLIP loading vs TrainerState token-count bookkeeping." }, { "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." + "reason": "Packaging/backend dependency issue vs missing Qwen2.5-VL class export/import error." }, { "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." + "reason": "Different model/code paths: mllama mask logic vs MPS attention correctness when head dims differ." }, { "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." + "reason": "Weight-tying bug in AyaVision vs dtype propagation bug in BLIP2; not the same failure." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure is unrelated to a dependency version bump for PEFT." + "reason": "DeepSpeed ZeRO-3 runtime error vs dependency version bump; no common underlying bug." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained key mapping are unrelated model-specific regressions." + "reason": "Different regressions in different models: RT-DETR output drift vs Qwen3.5 save_pretrained key mapping." }, { "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." + "reason": "Both tokenizer-related, but one is Mistral regex patching and the other is XLM-Roberta Unigram construction." }, { "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." + "reason": "Both touch tied weights, but one is a missing tie in a model class and the other is LoRA+vocab merge collapse." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch-not-found import failure and LayoutLMv3 box validation messaging are completely different issues." + "reason": "Import/dependency error vs clearer error messaging for LayoutLMv3 boxes; unrelated." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "LwDetrImageLoss AMP crash and RTDetrModel num_feature_levels/backbone mismatch are different detection-model bugs." + "reason": "Different object-detection bugs: AMP/CUDA loss crash vs RTDetr forward feature-level mismatch." }, { "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." + "reason": "Trainer evaluate-after-train issue vs TimesFM window_size attribute error; separate code paths." }, { "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." + "reason": "Model-specific key lookup failure vs init_empty_weights argument handling; not the same bug." }, { "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." + "reason": "Video-input regression vs long-context FA2 performance regression; different symptoms and fixes." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." + "reason": "FP8/model loading issue vs CLIP tokenizer max-length constant; 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." + "reason": "Apple Silicon allocator TypeError vs PEFT+DeepSpeed checkpointing failure; distinct training/runtime issues." }, { "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." + "reason": "AddedToken special-kwarg duplication vs tokenizer loading regression for EMBEDDIA/est-roberta." }, { "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." + "reason": "Tokenizer constant issue vs YOLO multi-GPU auto device-map failure." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight shape runtime error and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed weight-shape runtime error vs slow/fast tokenizer inconsistency; different subsystems." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta with Flash Attention 2 is unrelated to an environment missing PyTorch." + "reason": "Flash Attention 2 model issue vs PyTorch-not-found import error; unrelated." }, { "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." + "reason": "Different training configs: FineGrainedFP8 for Qwen3Moe vs FSDP CPU RAM efficient loading." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage and an Apple Silicon allocator TypeError are different subsystems." + "reason": "GGUF tokenizer/model loading bug vs Apple Silicon allocator warmup TypeError." }, { "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." + "reason": "Qwen3 auto device-map CUDA assert vs Qwen3OmniMoe video input ValueError; separate failures." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 output_hidden_states behavior and generic tokenization changes across versions are different regressions." + "reason": "Qwen3.5 hidden-states bug vs tokenizer-version behavior change; not the same issue." }, { "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." + "reason": "Backend installation/dependency problem vs model loading failure for cjvt/sleng-bert." }, { "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." + "reason": "Both involve video inputs, but different models and error types (Qwen3OmniMoe vs Qwen3-vl-embedding)." }, { "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()." + "reason": "init_empty_weights argument mismatch vs AutoImageProcessor URL loading; unrelated load paths." } ] }, @@ -7446,11 +7483,13 @@ "issue:46463", "issue:46468", "issue:46491", + "issue:46512", "issue:46693", "issue:46701" ], "soft_pairs": [ "issue:44987|issue:45907", + "issue:43577|issue:46512", "issue:43540|issue:44479", "issue:44479|issue:45381", "issue:34567|issue:36331", @@ -7479,209 +7518,218 @@ "issue:28282|issue:32090", "issue:43906|issue:46468" ], - "prepared_review_unit_hash": "2b090d5639ed4cc9b6c39f69e5a63e0e7edd4aa35c10966c02d20eb816273cc5", + "prepared_review_unit_hash": "1d393c485cd35e9756a5baaa769b08d500fec73b88881c889c7489ea9510871d", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35827, - "estimated_input_tokens": 8957, - "estimated_eval_tokens": 18170 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36720, + "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 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, + "summary": "This cluster is mostly heterogeneous. The only plausible duplicate is the Qwen video-input position-id regression pair; the rest are related only at a broad subsystem/theme level and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "If forced to pick a canonical issue, 44479 is the best anchor because it describes the broader v5.3.0 video-input regression across multiple Qwen VL/MoE variants, and 45381 looks like its narrower qwen2.5-vl symptom.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "44479 is the strongest single representative: it captures the shared concrete failure mode (video-input regression / wrong position ids) and spans the wider affected surface.", "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." + "reason": "Both mention loading/CI breakage, but one is a model load failure and the other is a repo-listing API regression; different code paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype propagation, but one is BLIP2 loading leaving weights at float32 and the other is from_config leaving config.dtype stale; not the same bug." }, { "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." + "reason": "Different model families and failures: Qwen3OmniMoe video processing vs Qwen VL video-input regression." }, { "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." + "accept": true, + "reason": "Same underlying Qwen video-input position-id regression in transformers 5.3.0; 45381 is a narrower qwen2.5-vl report of the broader 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." + "reason": "TrainerState token-count tracking and CustomTrainer compute_loss signature mismatch are unrelated Trainer issues." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different models and failures: Janus image-generation test vs Phi-4 multimodal model loading error." + "reason": "Both are multimodal, but one is a janus test failure and the other is a Phi-4 multimodal load failure; different models and symptoms." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Unrelated tokenizer bugs: AddedToken special-kwarg duplication versus a Mistral regex patch/backend_tokenizer AttributeError." + "reason": "Tokenizer AddedToken duplication and Mistral regex patch crash are separate tokenizer bugs with different failure points." }, { "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." + "reason": "Different vision-model issues: siglip2 zero probabilities vs Perceiver non-default-resolution failure." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both concern tokenizer behavior, but they affect different tokenizers and different regressions." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is a pre-tokenizer override breaking DeepSeek tokenization." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different subsystems entirely: PIL image processors requiring torchvision vs Mistral tokenizer regex patch crash." + "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer backend 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." + "reason": "Accelerate+deepspeed weight conversion and Smollm3 RoPE layer dropping are unrelated model-loading/model-architecture bugs." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different loading/runtime issues: MobileLLM key error vs missing Float8 storage object." + "reason": "MobileLLM load key error and missing Float8 storage type are distinct loading/runtime errors." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding_window bug versus AutoImageProcessor URL loading failure." + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both mention rotary/RoPE concepts, but the concrete bugs and affected models differ." + "reason": "Smollm3 RoPE-layer bug and Qwen3.5 kernel registration crash are different issues." }, { "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." + "reason": "Smollm3 RoPE-layer omission and Qwen2.5-VL still-image temporal scaling are different model-specific bugs." }, { "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." + "reason": "A release-version bump problem and a removed-config reference in auto_mappings are unrelated CI/config issues." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Different bugs: XLNet CPU placement issue versus T5 decoder-input validation error message." + "reason": "XLNet CPU tensor creation issue and T5 decoder-input error-message issue do not share the same code path." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal model failures with different symptoms and code paths." + "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma pipeline failure are unrelated multimodal bugs." }, { "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." + "reason": "Gemma4 device-map mismatch and T5 validation messaging are unrelated." }, { "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." + "reason": "Tokenizer special-token insertion and CodeLlama leading-space round-trip regression are different tokenizer behaviors." }, { "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." + "reason": "An isolated reproduction of another issue and a FA2 long-context performance regression are not 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." + "reason": "DeepSpeed weight-dimension runtime error and Bart decoder_attention_mask initialization error are unrelated training bugs." }, { "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." + "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are separate config-handling issues." }, { "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." + "reason": "Both involve 4-bit inference, but one is Gemma4 uint8 torch.finfo failure and the other is llm_int8_skip_modules clearing lm_head exclusion." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different dtype-mismatch bugs on different model families and inference paths." + "reason": "Both mention dtype mismatches, but the models and affected paths differ completely." }, { "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." + "reason": "GGUF loading breakage and a specific model-loading failure for cjvt/sleng-bert are not the same underlying problem." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video-input crash versus FA2 long-context performance regression; unrelated code paths." + "reason": "Qwen3OmniMoe video-input processing and FA2 generation performance regression are unrelated." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Completely different errors: missing PyTorch import versus unsupported NoneType broadcast in Trainer." + "reason": "Missing PyTorch import and NoneType broadcast in Trainer are unrelated environment/runtime issues." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "The issues are unrelated: a reproduction of another bug versus a broken Nemotron example." + "reason": "Different reports: a reproduction of issue 38071 versus a broken Nemotron example." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the pairwise calls are conservative overall. The only accepted edge, issue:44479 vs issue:45381, is reasonably supported by the shared Qwen video-input regression theme and the shared transformers 5.3.0 context, while the other pairs are sensibly rejected as different bugs or code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7756,8 +7804,8 @@ "issue:44737|issue:45588", "issue:44466|issue:45005", "issue:41762|issue:44936", - "issue:43720|issue:44898", "issue:43643|issue:45375", + "issue:43720|issue:44898", "issue:45357|issue:45920", "issue:45200|issue:46463", "issue:44361|issue:44442", @@ -7774,20 +7822,20 @@ "issue:45372|issue:46170", "issue:43761|issue:46829" ], - "prepared_review_unit_hash": "506818c3c03407db2bfc409670c5e9a048ad7d0ce578cd5be0f8f6b1da44e856", + "prepared_review_unit_hash": "d001bb9438df876f9c9abfde9b3b51535b3e159c6fa70a1203e43ef2a53e5b34", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35501, + "serialized_chars": 35504, "estimated_input_tokens": 8876, "estimated_eval_tokens": 18008 }, @@ -7796,177 +7844,177 @@ "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.", + "summary": "Mostly a heterogeneous set of closed issues with one plausible duplicate pair around v5 tied-weights serialization. The rest are different models, different symptoms, or different code paths, so they should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45005 is the broader, more representative report: it frames the tied-weights regression at the model-family level, which subsumes the more specific device-dependent serialization symptom in issue:44466.", "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_issue_reason": "issue:45005 has the clearest general title and widest scope for the tied-weights regression, making it the best single issue anchor for this small duplicate cluster.", "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." + "reason": "Both involve rope-related config handling, but one is a reload/default issue and the other is a type error on a JSON-loaded list; 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." + "reason": "Both are output-shape regressions, but they affect different models and different output fields." }, { "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." + "reason": "Different models, different failure modes, and different subsystems (FSDP attention state vs TP plan entries)." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder-input validation messaging is unrelated to Gemma4 multimodal 4-bit dtype-cast failures." + "reason": "T5 decoder-input validation is unrelated to Gemma4 multimodal quantization dtype casting." }, { "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." + "reason": "One is a fast image processor label-reduction bug; the other is a classification-loss degeneracy across sequence-classification models." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 inference divergence and Qwen3.5 save_pretrained key corruption are separate regressions." + "reason": "Different model families and different save/output behaviors; no shared concrete code path." }, { "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." + "reason": "XLNet CPU tensor creation and flash-attention sinkless-model 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." + "reason": "Both describe the same tied-weights/v5 save_pretrained regression; 44466 is a specific manifestation of the broader 45005 issue." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train() are different failure paths." + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train are different runtime problems." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated model-loading issues." + "reason": "AutoConfig trust_remote_code missing fields and Qwen3.5 strict field dropping are both config-related, but not the same bug." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Generic trust_remote_code AutoConfig field loss and Qwen3.5 vision field dropped by strict parsing are distinct config bugs." + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated." }, { "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." + "reason": "Both touch Qwen3.5/serialization, but one is visual-encoder key saving and the other is broad tokenizer token-ID corruption." }, { "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." + "reason": "Gemma 4 multimodal defaulting and T5 decoder validation are different model-specific issues." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLuke task AttributeError and FastSpeech2ConformerTokenizer load failure are different tokenizer bugs." + "reason": "Tokenizer task AttributeError and AutoTokenizer failing to load a specific tokenizer are separate failures." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration/empty decode and MLuke task AttributeError are separate tokenizer issues." + "reason": "Both tokenizer-related, but one is special-token registration/decoding and the other is task-time AttributeError." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Auxiliary-loss normalization and FSDP CPU-RAM-efficient loading do not share the same bug." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantized save/load breakage are different serialization problems." + "reason": "Key handling with position IDs and save/load breakage for sinq-quantized models are different regressions." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 zero probabilities and processor.tokenizer/images regression are different multimodal failures." + "reason": "SigLIP zero probabilities and processor.tokenizer/image-passing regression are different multimodal issues." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file support and unconditional model_info() in offline mode are distinct AutoTokenizer code paths." + "reason": "Both involve loading paths, but gguf_file support and offline mistral regex patching are different code paths." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M key error are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE and MobileLLM-125M loading KeyError are unrelated." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver interpolation failure are different model-specific issues." + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different model behaviors." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens handling 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." + "reason": "Tokenizer inconsistency and MacOS bus error on CLIP are different classes of failure." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Different detection-loss crashes with different error conditions and model families." + "reason": "Different RT-DETR failures: AMP float16 crash vs infeasible cost matrix in loss matching." }, { "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." + "reason": "Gemma4 processor import dependency breakage and Windows ROCm torch.distributed import/type errors are not the same issue." }, { "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." + "reason": "Both mention hidden_states, but one omits them and the other misassigns them; different models and symptoms." } ] }, "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." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, 44466/45005, is a plausible tied-weights/save_pretrained duplicate anchor based on the issue titles, and the rest are reasonably separated as different models or failure modes. No overstatement stands out." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -8063,202 +8111,196 @@ "issue:44734|issue:46612", "issue:43278|issue:43688" ], - "prepared_review_unit_hash": "a884fb5ab2d34919a246e51b21cd9520d2ecdd43f41c68308a4a51e5899375c6", + "prepared_review_unit_hash": "558ddb0d94b3cfc0967b871014d4b3a1c86f4d4f7167bea10cefd6960060e516", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36305, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "serialized_chars": 36311, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "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, + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, generation, loading, dtype, backend, and model-specific regressions. No soft edge looks like the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43749 has the strongest standalone signal in the set (highest discussion and inbound references), but the cluster is too mixed to treat it as a true duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43749 is the best single issue to anchor this set by activity and references, though it is not representative of the other issues.", "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." + "reason": "Different failures: missing pad_token_id vs an image-text-to-text pipeline crash." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Different bugs: MoE auxiliary-loss normalization vs T5 using `apex.FusedRMSNorm` memory leak." + "reason": "Different bugs: auxiliary loss normalization vs an apex RMSNorm memory leak." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "TensorBoard/TensorFlow backend wiring is unrelated to the `tensorflow_text` backend mapping error." + "reason": "Both involve backend handling, but one is missing TensorFlow and the other is an undefined tensorflow_text backend; not the same bug." }, { "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." + "reason": "Different tokenizer regressions affecting different APIs and models." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization bug does not match a broad tokenization-version change report." + "reason": "One is MoE loss normalization; the other is a broad tokenization regression." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "BigBird mask-token special-token registration is unrelated to mDeBERTa BOS/EOS insertion regression." + "reason": "Different tokenizer special-token issues with different models and symptoms." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR backbone/feature-level mismatch is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "RT-DETR forward TypeError is unrelated to Gemma4 quantized vision/audio 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." + "reason": "Smollm3 RoPE-layer mismatch is unrelated to Sam3 text-encoder weight 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." + "reason": "Different regression classes: custom model init vs 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." + "reason": "Both touch token/config behavior, but one is BigBird special-token decode and the other is Dia 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." + "reason": "Offline model_info patching issue is unrelated to tokenizer loading failure for 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." + "reason": "Different generation-cache bugs in different code paths and model families." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading failure is unrelated to TimesFM `window_size` attribute access." + "reason": "Unable to load AutoImageProcessor from URL is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "`clean_up_tokenization_spaces` behavior change is unrelated to CodeLlama leading-space round-trip regression." + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior vs CodeLlama leading-space round-trip." }, { "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." + "reason": "Video input regression and Qwen3.5 num_labels propagation are separate model issues." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and `GenerationMixin` import error are different subsystems and failure modes." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIPVision hidden-states regression is unrelated to xLSTM train-mode state unpacking." + "reason": "Both mention state outputs, but CLIPVision hidden_states regression is unrelated to xLSTM train-mode 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." + "reason": "gguf_file loading breakage is unrelated to Blip2 dtype propagation." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training support." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "lm_head serialization inconsistency is unrelated to sinq quantized save/load breakage." + "reason": "Serialization inconsistency of tied weights is not the same as quantized model 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`." + "reason": "max_shard_size question is unrelated to AutoProcessor kwargs forwarding." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to native DeepseekV3MoE diverging from remote implementation." + "reason": "Auxiliary loss normalization bug is unrelated to DeepSeekV3 implementation divergence." }, { "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." + "reason": "cudaErrorAssert in Qwen3 auto device mapping is unrelated to chunked generation with compiled forward." }, { "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." + "reason": "Chunked generation inconsistency and Qwen3.5 flash-attention generation bug are different failures." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit legacy-field loading failure and Bamba torch.compile/SDPA failure are unrelated model bugs." + "reason": "Legacy-field loading failure and torch.compile SDPA failure are distinct code paths." }, { "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." + "reason": "KV cache continuation crash in serve is unrelated to beam-search cache reorder skipping for other models." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift in eval vs training is unrelated to auxiliary-loss normalization." + "reason": "Embedding dtype mismatch during eval is unrelated to auxiliary loss normalization." } ] }, @@ -8353,8 +8395,8 @@ "issue:44977|issue:46209", "issue:44554|issue:46365", "issue:45823|issue:46050", - "issue:43994|issue:46192", "issue:39692|issue:43295", + "issue:43994|issue:46192", "issue:42796|issue:44977", "issue:43278|issue:43844", "issue:43493|issue:43844", @@ -8362,208 +8404,208 @@ "issue:43646|issue:44466", "issue:44568|issue:46489" ], - "prepared_review_unit_hash": "554ecbbe52e7ee20f731a1f45d1942ff2638b3ff9b4dcd2359fd764a273a6d34", + "prepared_review_unit_hash": "65a43eef23d6276901021d73613db249f8d4e153b6332a512f0b33666ea48851", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36538, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "serialized_chars": 36541, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "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, + "summary": "This is a high-noise similarity cluster: the paired issues share broad vocabulary (tokenizers, configs, loading, v5 regressions, NaNs, etc.) but do not describe the same concrete bug or fixable code path. I would reject every soft edge and keep these issues separate.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: none of the soft pairs are true duplicates, so there is no single underlying bug to represent the cluster.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a good global representative because the items span unrelated regressions and subsystems rather than one cohesive problem.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Different problems: multi-GPU training support vs a CustomTrainer API signature regression." + "reason": "Both concern training, but one is Qwen2-VL multi-GPU support and the other is a Trainer API signature error; unrelated code paths." }, { "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." + "reason": "Different loading failures in different models: legacy field handling for BEiT versus packed-weight unpacking for BitNet." }, { "left": "issue:45405", "right": "issue:47254", "accept": false, - "reason": "A dependency-version pin problem is unrelated to a PEFT + DeepSpeed checkpointing/runtime error." + "reason": "One is a dependency version bump problem; the other is a PEFT/DeepSpeed checkpointing failure. Not the same bug." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet accelerate-loading failure and DiaConfig token-id persistence loss are unrelated bugs." + "reason": "BitNet accelerate-loading unpacking and DiaConfig save/load token ID loss are unrelated issues." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight-only loading error is unrelated to a FlashAttention long-context performance regression." + "reason": "Qwen3VL weight-only loading error and FA2 long-context performance regression are different failure modes." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to DiaConfig save/load token ID corruption." + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig custom token ID persistence." }, { "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." + "reason": "Both involve model loading/configuration in v5, but one is base_model_prefix loading and the other is Qwen3.5 tensor-parallel planning." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "A dtype propagation issue in BLIP2 is unrelated to an MPS attention correctness bug." + "reason": "BLIP2 dtype propagation and an MPS attention correctness bug are unrelated." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Model preset loading failure and OmDet processor image-size mismatch are different issues." + "reason": "BEiT legacy-field loading failure and OmDet-Turbo processor/image-size mismatch are separate bugs." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar theme, but different config classes and missing fields; not the same concrete bug." + "reason": "Both are missing config fields after v5, but they affect different models and different attributes, so they are not the same concrete fix." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet accelerate-loading failure and MLukeTokenizer task AttributeError are unrelated." + "reason": "BitNet packed-weight loading and MLukeTokenizer task-time AttributeError do not share a code path." }, { "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." + "reason": "Both mention NaNs, but one is Gemma3 mixed-length GPU embedding corruption and the other is classification-head NaNs on checkout/init." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "A Phi-4 multimodal model-loading failure is unrelated to a PEFT minimum-version bump." + "reason": "Phi-4 multimodal loading failure and a PEFT minimum-version bump are unrelated." }, { "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." + "reason": "Both affect trust_remote_code models, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available causing import-time breakage." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure 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." + "reason": "Both are chat-template crashes, but they hit different processors and different edge cases." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch and pipeline translation error-message regression are unrelated." + "reason": "SigLIP2 implementation mismatch and a pipeline 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." + "reason": "Tokenizer spacing behavior and a MacOS CLIP bus error are not the same issue." }, { "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." + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are different hardware/kernel problems." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "An attention correctness bug on MPS is unrelated to importing Trainer being blocked by datasets." + "reason": "An MPS attention correctness bug and a Trainer import conflict with datasets are unrelated." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 PLE device mismatch and sinq save/load quantization breakage are different failure modes." + "reason": "Gemma4 device-map forward mismatch and sinq save/load quantization breakage are different problems." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "SigLIP2 bad outputs and return_tensors being ignored are unrelated processor/API issues." + "reason": "Documentation example errors are not the same as the processor.tokenizer regression in custom model code." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "A documentation example problem is not the same as a processor.tokenizer regression in custom model code." + "reason": "SigLIP2 wrong outputs through AutoModel/pipeline and return_tensors being ignored are unrelated API bugs." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." + "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different failure modes." }, { "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." + "reason": "Embedding dtype drift in eval and gradient explosion with ZeRO-3 are unrelated training/runtime bugs." }, { "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." + "reason": "SigLIP2 JAX/HF discrepancy and ZeRO-3 gradient increase do not share a code path." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype mismatch during evaluation is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Embedding dtype changes and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage in v5 is unrelated to device-dependent lm_head serialization inconsistency." + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different v5 regressions." }, { "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." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors, so they are not the same bug." } ] }, @@ -8647,8 +8689,8 @@ "issue:43334|issue:45759", "issue:43504|issue:43606", "issue:43824|issue:44589", - "issue:46821|issue:46832", "issue:44849|issue:45357", + "issue:46821|issue:46832", "issue:44589|issue:45520", "issue:45245|issue:46710", "issue:43334|issue:43572", @@ -8666,208 +8708,220 @@ "issue:43937|issue:46701", "issue:44869|issue:46752" ], - "prepared_review_unit_hash": "5ba7a7c916ce5e4812ebef6c82dcc7143bbb35b4d5e5552d157670b2dfb372c4", + "prepared_review_unit_hash": "c458620846017fd448cd1c488f3336595c96b47ff6289cfce74cdf512814a03a", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36058, - "estimated_input_tokens": 9015, - "estimated_eval_tokens": 18286 + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "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.", + "summary": "This cluster is not a true duplicate set: the soft-linked issues span unrelated models, subsystems, and failure modes, so none should be merged together.", + "confidence": 0.97, + "canonical_issue_reason": "No valid canonical duplicate for the whole cluster; the links are mostly title-similarity false positives. If a representative had to be named, issue:45812 is the broadest regression, but it still does not cover the cluster.", "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_issue_reason": "issue:45812 is the most general/high-impact single issue in the set, but it is still only a tokenizer regression and not representative of the other problems here.", "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." + "reason": "Different bugs: FP8 inference failure on B200 vs an accuracy regression after upgrade, with different model families and symptoms." }, { "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." + "reason": "One is save/load loss of custom token IDs; the other is an AttributeError in MLukeTokenizer tasks. Different code paths." }, { "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." + "reason": "Qwen2 OOM under tensor parallelism is unrelated to a PEFT version bump / unreleased dependency issue." }, { "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." + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior for mdeberta and the other is wrong IDs for Granite models; not the same concrete bug." }, { "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." + "reason": "MacOS bus error with a CLIP model is unrelated to Qwen2-VL multi-GPU training behavior." }, { "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." + "reason": "Qwen3.5 hidden-states output bug and an FP8 inference failure are separate failures." }, { "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." + "reason": "Both affect loading, but one is an offline model_info call in a Mistral regex patch and the other is a specific model that no longer loads; causes differ." }, { "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." + "reason": "Different 5.0 migration breakages: missing pad_token_idx in StableLmConfig vs unexpected _is_hf_initialized arg in init_empty_weights." }, { "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." + "reason": "Qwen3-VL missing pad_token_id and composite Qwen 3.5/3.6 text_config unwrapping are distinct config-loading issues." }, { "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." + "reason": "Legacy field loading for BEIT segmentation is unrelated to the bark-small CPU offload device mismatch." }, { "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." + "reason": "Importing a missing Qwen2_5_VL class is unrelated to the Float8 storage lookup TypeError." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient growth under ZeRO-3 is a training/optimization issue, not the same as a model-loading failure for Phi-4 multimodal." }, { "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." + "reason": "TimesFM window_size AttributeError and RT-DETR forward TypeError are different model-specific bugs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:45245", + "right": "issue:46710", "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)." + "reason": "Category-count RuntimeError and a DeepSeek accuracy regression are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44493", + "right": "issue:46285", "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." + "reason": "Unexpected position-id keys across many models is not the same as the CLIP text-model structure inconsistency." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Category-count limit error in categorical features is unrelated to the DeepSeek accuracy regression." + "reason": "Qwen3.5 rotary-kernel registration failure and missing linear_attn TP-plan entries are separate issues." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Different models and different missing fields: Qwen3-VL pad_token_id vs StableLm pad_token_idx." + "reason": "Siglip2 nonsensical outputs are not the same bug as the broad unexpected position-id key regression." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offload interaction and sinq save/load corruption are related in theme but not the same concrete defect." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig and a DiffusionGemma pipeline output issue are different failures." + }, + { + "left": "issue:44869", + "right": "issue:46752", "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." + "reason": "Whisper timestamp decode crashing on trailing replacement characters is unrelated to apply_chat_template on an empty list." + }, + { + "left": "issue:46209", + "right": "issue:44849", + "accept": false, + "reason": "Different Qwen3.5 bugs: FP8 inference failure versus output_hidden_states behavior." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Offloading-with-quantization and FP8 frozen-checkpoint weight_scale omission are distinct quantization/offload problems." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Beit legacy field loading and BigBirdTokenizer special-token registration are separate model/tokenizer issues." + "reason": "BEIT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." }, { "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." + "reason": "A real device-mismatch offload bug is not the same as a stale CI device-override test failure." }, { "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." + "reason": "bfloat16 dtype mismatch in inference and RT-DETR feature-level mismatch are different code paths and symptoms." }, { "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." + "reason": "Qwen3.5 hidden-state bug and silent FP8 checkpoint corruption are unrelated." }, { "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." + "reason": "Training instability with ZeRO-3 is not the same as inability to load a specific multimodal checkpoint." }, { "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." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure are different decoding bugs." }, { "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." + "reason": "Rotary-pos-emb registration error and tensor-parallel plan omissions are separate Qwen3.5 issues." }, { "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." + "reason": "Siglip2 pipeline nonsense output and generic position-id key warnings are not the same underlying regression." } ] }, @@ -8969,20 +9023,20 @@ "issue:44186|issue:46192", "issue:43550|issue:43844" ], - "prepared_review_unit_hash": "224e10c59cacff9e808336cda3b76ec7ad7e18d6be267b64c704269eddb72012", + "prepared_review_unit_hash": "a6b3abe366ca8a6952bc33a876b4a417d39ca975798c3e6cd0456c01b8698e3b", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35764, + "serialized_chars": 35762, "estimated_input_tokens": 8941, "estimated_eval_tokens": 18138 }, @@ -8991,66 +9045,66 @@ "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.", + "summary": "This cluster is highly heterogeneous: the issues span tokenizer behavior, training state, Flash Attention, quantization, serving, multimodal processing, checkpointing, and model-specific regressions. There is no single underlying bug or change that would make these a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items are largely unrelated model- or subsystem-specific bugs rather than one shared defect.", "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_issue_reason": "No strong global issue candidate; none of these issues subsumes the others or represents the cluster as a whole.", "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." + "reason": "Tokenizer spacing after an added token 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." + "reason": "PEFT/LoRA gradient checkpointing ineffectiveness is a different problem from checkpointing being disallowed in eval mode." }, { "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'." + "reason": "Both involve Gemma4, but one is CUDA OOM in multi-GPU inference and the other is a device mismatch during forward; not the same bug." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing mm_token_type_ids defaulting is unrelated to CUDA OOM during multi-GPU inference." + "reason": "mm_token_type_ids defaults for text-only fine-tuning is unrelated to multi-GPU inference OOM." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and flash_attn import KeyError are different code paths and symptoms." + "reason": "A template-node compilation TypeError is unrelated to a Python 3.13 import KeyError for flash_attn." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warning is unrelated to GPT-oss CUDA out-of-memory." + "reason": "Trailing-slash local model loading warnings are unrelated to GPT-oss-20b 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." + "reason": "A crash on sink-less flash attention with s_aux=None is a different failure path from quantized model save/load breakage." }, { "left": "issue:47013", "right": "issue:47254", "accept": false, - "reason": "xLSTM return_last_states unpacking error is unrelated to PEFT + ZeRO-3 checkpoint errors." + "reason": "xLSTM unpacking behavior in train mode is unrelated to PEFT + DeepSpeed 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." + "reason": "torch.jit.script export with GeneratorExp is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:43493", @@ -9062,103 +9116,103 @@ "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a flex_attention import-version check are distinct issues." + "reason": "An MPS attention correctness issue is unrelated to a flex_attention version-check import bug." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Failing Flash Attention 2 tests and MLflow job-status reporting are unrelated." + "reason": "Flash Attention 2 test failures are not the same as MLflow reporting not stopping after a failed training job." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and DeepSeek accuracy regression after upgrade are different problems." + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to an accuracy regression after upgrading Transformers." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3-LiteText memory overflow." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to memory overflow when calling sam3-litetext." }, { "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." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to DiffusionGemma image-text-to-text pipeline breakage." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Serve multimodal AttributeError on '.to' and KV-cache continuation tensor indexing are different serving bugs." + "reason": "A continuous-batching multimodal crash with a string tensor mismatch is different from KV-cache continuation indexing in /v1/responses." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Missing _flash_supports_window_size import and meta-device loading failures are separate regressions." + "reason": "Missing _flash_supports_window_size import and meta-device model loading failures are separate issues." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video-shape errors do not share the same root cause." + "reason": "Processor.tokenizer regression in v4.57.5 is unrelated to batched video processor shape errors." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the DeepSeek accuracy regression." + "reason": "Flash-attention generation breakage for Qwen3.5 is not the same as a general accuracy regression after version upgrade." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "Dtype mismatches in bfloat16 inference do not match save_pretrained/tokenization failures for Wav2Vec2." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-validation list handling are unrelated." + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope validation type handling." }, { "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." + "reason": "A flash_attention crash on sink-less models is unrelated to AutoModelForCausalLM.from_config failing to unwrap text_config for Qwen multimodal configs." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "processor.tokenizer regression is not the same as offloading failing under quantization." + "reason": "Processor.tokenizer access regression is unrelated to offloading not working with 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." + "reason": "Video input processing errors in Qwen3OmniMoe are 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." + "reason": "A missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size AttributeError." }, { "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." + "reason": "LayoutLMv2Tokenizer crashes on NER/batched padding 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." + "reason": "Bamba-9B-v2 torch.compile SDPA failure is a different bug from gradient explosion under HfDeepSpeedConfig + ZeRO-3." } ] }, @@ -9233,8 +9287,8 @@ ], "soft_pairs": [ "issue:43295|issue:44610", - "issue:43450|issue:43575", "issue:45823|issue:46192", + "issue:43450|issue:43575", "issue:43572|issue:44987", "issue:29870|issue:29942", "issue:45520|issue:46178", @@ -9251,8 +9305,8 @@ "issue:44466|issue:45127", "issue:44737|issue:46894", "issue:43653|issue:44112", - "issue:43262|issue:43450", "issue:43824|issue:43975", + "issue:43262|issue:43450", "issue:43452|issue:46512", "issue:43334|issue:43525", "issue:44442|issue:45198", @@ -9262,208 +9316,208 @@ "issue:44792|issue:45563", "issue:45200|issue:46932" ], - "prepared_review_unit_hash": "d822fdbb3abcdd14893e95474e79b02422d1f5614dd8aa0d0bbef8bdc99f9155", + "prepared_review_unit_hash": "b62a638028b876bf9af8122de861358fd521be6c2a9e7473ff1f9347cf1ad9c6", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36788, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "serialized_chars": 36793, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 }, "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.", + "summary": "The candidate soft edges are mostly superficial title similarities across unrelated bugs; none look like the same underlying issue or a PR that could be merged together. I rejected all soft edges. Among the issues, #43950 is the strongest standalone bug report to anchor triage, but there is no true duplicate cluster here.", + "confidence": 0.94, + "canonical_issue_reason": null, "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_issue_reason": "#43950 is the clearest standalone regression report: it has a concrete `from_pretrained()` corruption symptom, broad impact, and a well-defined API-level bug.", "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." + "reason": "Different regressions: processor.tokenizer/image passthrough vs processor/model input-size mismatch." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Batched video shape bug and Qwen2-57B TP OOM are unrelated subsystems and failure modes." + "reason": "Both touch multimodal paths, but one is a device-mapping bug and the other is an argument-merging bug." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Gemma4 PLE device-map mismatch is not the same bug as return_tensors being ignored with explicit text_kwargs." + "reason": "Unrelated: batched video processor shape bug vs OOM when loading a large Qwen2 model with tp." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLm pad_token_idx regression and loading physical-intelligence/fast are different model-loading issues." + "reason": "Missing `pad_token_idx` in a config is not the same as a specific model loading failure for `physical-intelligence/fast`." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart decoder_attention_mask initialization and Flash Attention 2 test failures are unrelated." + "reason": "BART generate() UnboundLocalError is unrelated to Flash Attention 2 test failures." }, { "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." + "reason": "Different import/backend problems: flash_attn key lookup on Python 3.13 vs an invalid tensorflow_text backend name." }, { "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." + "reason": "Both are import errors, but they involve different missing symbols and different code paths." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "mm_token_type_ids defaulting and Gemma4 PLE device mismatch are different multimodal bugs." + "reason": "Same model family, but one is a defaulting bug for `mm_token_type_ids`; the other is a device mismatch during forward." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to the SigLIP2 implementation discrepancy." + "reason": "A local-path import warning is unrelated to SigLIP2 implementation discrepancies." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Custom model processor/tokenizer regression and SigLIP2 JAX-vs-HF mismatch are different code paths." + "reason": "Different regressions in different model stacks; no shared failing code path is evident." }, { "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." + "reason": "Documentation/example errors are not the same as `return_tensors` being ignored." }, { "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." + "reason": "Both involve `apply_chat_template`, but one is zero assistant masks for multimodal inputs and the other is a crash 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." + "reason": "Different issues: FP8 config failure for Qwen3MoE vs import failure for Qwen2.5 VL." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space detokenization and embedding reinit after resize are different bugs in different layers." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing." }, { "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." + "reason": "A Qwen2.5-VL vision-position bug is unrelated to a B200/FP8 inference failure." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory inefficiency are unrelated training/runtime issues." + "reason": "Training/eval dtype drift is not the same as MoE memory inefficiency." }, { "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." + "reason": "Serialization of tied weights depends on device; LoRA merging collapse is a different extended-vocab bug." }, { "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." + "reason": "XLNet CPU tensor creation bug is unrelated to CohereASR's 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." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to a stale CI device-override test." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Audio chat-template default sampling rate and batched video output shape are different processor bugs." + "reason": "An import error for a missing class is not the same as a detokenization regression." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Import failure for Qwen2_5_VLForConditionalGeneration is unrelated to DeepSeek-Coder detokenization regression." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to batched video shape handling." }, { "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." + "reason": "`gguf_file` loading breakage and stale `config.dtype` after `from_config()` are different API bugs." }, { "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." + "reason": "Both mention missing `pad_token_id`, but they are model-specific config issues with different classes and call paths." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save_pretrained/tokenization failures are different tokenizer bugs." + "reason": "Tokenizer loading failure and Wav2Vec2 save/tokenization failure are separate tokenizer stack problems." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP class structural changes." + "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to CLIP text model structural inconsistency." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to return_tensors being ignored with explicit text_kwargs." + "reason": "A BeitImageProcessor label-reduction bug is unrelated to `return_tensors` being ignored." }, { "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." + "reason": "Both involve Gemma4 multimodal pieces, but the bugs are different: missing defaults vs unsafe dtype casting under quantization." }, { "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." + "reason": "A failing image-generation test for Janus is unrelated to a stale paging warning." }, { "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." + "reason": "These are different Gemma4 issues: default `mm_token_type_ids` behavior vs quantized vision/audio embedder dtype casting." } ] }, @@ -9569,226 +9623,226 @@ "issue:43335|issue:45593", "issue:44448|issue:44743" ], - "prepared_review_unit_hash": "fd52c573f2fb10369bf6dd5e9ae199cdd9e7f824d3243bd232287dfcfd53719d", + "prepared_review_unit_hash": "7e251e806473581c1cc6e5fa59c9cc53edf27c231fa6dfa35328297d48070254", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37113, - "estimated_input_tokens": 9279, - "estimated_eval_tokens": 18814 + "serialized_chars": 37118, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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, + "summary": "This cluster is a loose mix of unrelated model, runtime, import, and docs regressions. None of the soft pairs look safe to merge as duplicates; they share at most a broad subsystem, not the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44561 is the broadest core regression here: a v5 API removal breaking trust_remote_code models. If one issue has to anchor this mixed cluster, it is the most representative compatibility break.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44561 is the strongest global representative because it affects a shared loading path and has a clear, version-wide impact rather than a model-specific edge case.", "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." + "reason": "Different failures: Perceiver resolution/interpolation bug vs RT-DETR memory not being released." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different code paths: DAC latent reconstruction mismatch vs GraniteSpeech CI device override test." + "reason": "Unrelated code paths: DAC latent reconstruction mismatch vs GraniteSpeech CI device override failure." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Unrelated models and failures: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA crash." + "reason": "Different models and bugs: SwitchTransformers sparse-layer construction 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." + "reason": "Both are multimodal, but one is missing mm_token_type_ids defaults and the other is incorrect RoPE time-position 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)." + "reason": "Both involve GPU inference failures, but the concrete issues differ: auto device mapping cudaErrorAssert 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." + "reason": "Both are import/version-compatibility problems, but they remove different symbols and break different code paths." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different logic: DAC forward/latent mismatch vs qwen3_omni_moe feature-length helper behavior." + "reason": "Different helper logic: latent-forward mismatch in DAC vs feature-length calculation in qwen3_omni_moe." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different model subsystems: OmDet-Turbo preprocessing size mismatch vs LwDetrImageLoss AMP crash." + "reason": "Different components and failure modes: processor input-size mismatch vs CUDA AMP loss 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." + "reason": "Both are docs-related, but one is pipeline-removal drift and the other is an outdated argument description; not the same bug." }, { "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." + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length arithmetic." }, { "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." + "reason": "One is an AMP/CUDA crash in LwDETR loss, the other is missing auxiliary losses when denoising is disabled." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different components: SwitchTransformers config bug vs BigBirdTokenizer special-token decode bug." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: unsupported center arg in LasrFeatureExtractor vs Whisper empty transcription after token alignment." + "reason": "Different regressions: unsupported center argument in LasrFeatureExtractor vs Whisper empty-transcription generation 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." + "reason": "One is a missing internal import symbol, the other is a broad Torch 2.10 incompatibility report." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both label-handling issues, but different functions and symptoms: metric gathering vs BeitFast label reduction." + "reason": "Both concern labels in BEiT-related code, but one is gather_for_metrics dropping tuple elements while the other is reduce_labels returning only one label." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Different failures: stale config dtype after from_config vs TimesFM window_size attribute error." + "reason": "Different API bugs: stale config dtype after from_config vs TimesFM window_size raising AttributeError." }, { "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." + "reason": "Both touch multimodal config structure, but one is unwrapping text_config for AutoModelForCausalLM and the other is CLIP class structure inconsistency." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Different failures: Flash Attention 2 tests vs Trainer GPU broadcast NoneType error." + "reason": "Unrelated failures: flash-attention test breakage vs Trainer _gpu_broadcast_one rejecting NoneType." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "ImportError for missing PyTorch vs MacOS bus error in community CLIP model; unrelated." + "reason": "Generic import error vs MacOS bus error on a specific community CLIP model; not the same bug." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory leak." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to RT-DETR memory lifecycle." }, { "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." + "reason": "Both involve cache behavior, but one is max_cache_length being ignored 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." + "reason": "Stale indexer cache on second forward is a different cache bug than get_seq_length returning a device tensor 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." + "reason": "Different model-loading problems: sparse encoder layer creation vs BEiT legacy-field preset loading." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Different regressions: base_model_prefix loading break vs inconsistent lm_head.weight serialization." + "reason": "Both are v5 loading/serialization regressions, but they affect different mechanisms: base_model_prefix loading vs tied-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." + "reason": "Python 3.13 torch.jit parsing error is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different code paths: Bamba torch.compile/SDPA failure vs GraniteSpeech stale device override CI test." + "reason": "Different runtime failures: torch.compile with SDPA vs stale device override test on CI." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different import/dependency failures: flash_attn KeyError vs Windows ROCm torch.distributed issue." + "reason": "Both are import/dependency issues, but one is a missing flash_attn key on Python 3.13 and the other is a Windows ROCm torch.distributed problem." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Unrelated model bugs: SwitchTransformers sparse-layer creation vs qwen3_omni_moe feature length helper." + "reason": "Different model internals: sparse-layer config creation vs feature-extraction output length computation." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different subsystems: SwitchTransformers config bug vs GraniteSpeech CI test flake." + "reason": "No shared bug: SwitchTransformers config construction vs GraniteSpeech CI test drift." }, { "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." + "reason": "Both are import errors, but they are for different missing symbols and different compatibility breaks." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different models and semantics: sparse-layer config bug vs D-FINE auxiliary-loss omission." + "reason": "SwitchTransformers layer-construction bug is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different model behavior bugs: Pegasus v4/v5 output drift vs qwen3 modular recurrent-state reset." + "reason": "Different model behaviors: Pegasus output differs across v4/v5, while qwen3 modular recurrent state resets with cache." } ] }, @@ -9891,208 +9945,208 @@ "issue:44857|issue:45072", "issue:27957|issue:34689" ], - "prepared_review_unit_hash": "63788162326ec022a8d617817543401539e3f716ae3f3f894469cb0da48170fd", + "prepared_review_unit_hash": "c127e586f6f6ad8074f185d0f9c222144ac38707b3adcb32f5c6923ef186eef2", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36095, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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.", + "summary": "Most pairs are topical but not duplicate-level matches. The only clear same-bug duplicate here is the repeated Qwen3.5 MoE from_pretrained regression (#45310 / #45478).", "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_issue_reason": "Use issue #45310 as the canonical issue for the one clear duplicate pair because it is the earlier, more detailed report of the same Qwen3.5 MoE from_pretrained regression; #45478 is a near-identical follow-up.", "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_issue_reason": "Issue #45310 is the best issue to anchor the cluster because it most clearly describes the duplicated Qwen3.5 MoE loading failure and has the fuller discussion context.", "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." + "reason": "Different failures: dtype drift during evaluate vs an incorrect pipeline error message about translation support." }, { "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." + "reason": "Both involve chat/template handling, but one crashes on tool-call messages with no content while the other is a mistral_common continue_final_message bug." }, { "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." + "reason": "Unrelated bugs: model loading regression for Llama 3.2 Vision vs embedding reinitialization after resize when tie_word_embedding is False." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Different issues: local-path import warning vs failing to load a specific model in tests." + "reason": "One is a local-path import warning, the other is a model-loading failure in unit tests for a specific model." }, { "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." + "reason": "Same subsystem, but different concrete bugs: batched padding=False crash vs assistant_masks becoming all zeros for multimodal inputs." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different attention/model-offload bugs in separate code paths." + "reason": "Different code paths: flash_attention sink-less s_aux=None crash vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Clarity of a LayoutLMv3 error message is unrelated to a Trainer broadcast TypeError." + "reason": "Different subsystems and symptoms: LayoutLMv3 error clarity vs trainer _gpu_broadcast_one NoneType type error." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation example errors are unrelated to a BeitImageProcessorFast `reduce_labels` bug." + "reason": "Doc/example problems for SigLIP2 do not match a BeitImageProcessorFast reduce_labels logic bug." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different runtime failures: CPU offload device mismatch vs float16 AMP crash." + "reason": "Different runtime failures: CPU offload device mismatch vs float16 AMP crash in a loss function." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different bugs: DAC latent consistency vs unexpected position-id keys in model loading." + "reason": "A DAC forward/from_latents mismatch is unrelated to unexpected position_id key warnings across many models." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template error is unrelated to DiffusionGemma staying on meta with `device_map=auto`." + "reason": "Chat template absence error is unrelated to DiffusionGemma weights 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." + "reason": "Tokenizer spacing bug and trainer broadcast type error are unrelated." }, { "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)." + "reason": "Same underlying regression: Qwen3.5 MoE from_pretrained fails in transformers>=5.4.0; #45478 appears to be a duplicate report of the same bug." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs issues are unrelated to position-id key warnings." + "reason": "Different issues: SigLIP2 docs/model-processor mismatch vs widespread unexpected position_id keys." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading bug is unrelated to a stale CI device-override test." + "reason": "BitNet accelerate-loading failure and GraniteSpeech CI stale device override are not the same bug." }, { "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." + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature length helper behavior." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v4/v5 regressions, but they concern different models and different tokenizer/model behavior." + "reason": "Both are v4/v5 regressions, but they affect different models and different parts of the stack." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported feature-extractor arg and device-mismatch during forward are unrelated." + "reason": "Feature extractor unsupported arg crash and Gemma4 PLE device mismatch are separate failures." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Checkpoint resume iterator failure is not the same bug as FineWeb training not starting." + "reason": "Checkpoint resume iterator failure is not the same 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." + "reason": "LoRA/vocabulary collapse is unrelated to the 2^24 category limit runtime error." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR over-padding." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error masking from protobuf handling is unrelated to a missing import_utils availability helper." + "reason": "Tokenizer protobuf error masking and missing import_utils availability helper are different bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS bus error in CLIP loading are different failures." + "reason": "Trainer NoneType broadcast error and MacOS bus error in CLIP loading are unrelated." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path slash warning is unrelated to an OOM during tensor-parallel loading." + "reason": "Local-path slash warning does not match a tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to the Qwen3 Omni MoE helper behavior." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe output length 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." + "reason": "Both are detection-training issues, but the root causes differ: missing auxiliary losses vs infeasible cost matrix." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Float16 AMP crash and bfloat16 inference dtype mismatch are different code paths and symptoms." + "reason": "Different dtype-related bugs in different models and execution modes; not the same code-path failure." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention support and Llama 3.2 Vision model loading are unrelated." + "reason": "Unrelated model families and failures: Flash Attention 2 support request vs a Llama 3.2 Vision loading regression." } ] }, "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." + "feedback": "The summary is grounded in the packet: #45310 and #45478 are the only clearly identical-title pair, and the canonicalization rationale is conservative. The rejected soft-edge pairs are also phrased cautiously and do not overclaim duplication from topical similarity alone." }, "evaluator_used": true, "retried": false, @@ -10194,214 +10248,214 @@ "issue:29127|issue:34567", "issue:33357|issue:39692" ], - "prepared_review_unit_hash": "31910fbe495141130a0c3c4aaf4cef41966ef4b938095e9bf52a295536ff5f25", + "prepared_review_unit_hash": "66c6f80fa9cfe28edbb85c5167e13e4e727f0e4b30fc59b6d707da8cfbd1fc00", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37005, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 + "serialized_chars": 37003, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 }, "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.", + "summary": "This set is heterogeneous: it mixes unrelated issues across tokenization, generation, caching, multimodal processors, save/load, and training/runtime behavior. None of the soft-similarity pairs look like the same underlying bug, so there are no duplicate merges here.", "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_issue_reason": null, "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_issue_reason": "Issue 45920 is the strongest standalone anchor: it describes a broad, concrete tokenizer regression affecting multiple models and a core API path, so it is the best candidate if a canonical issue had to be chosen.", "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." + "reason": "Different symptoms and subsystems: SigLIP2 zero probabilities vs unexpected position-id key warnings." }, { "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." + "reason": "Chunked generation/compiled forward behavior is unrelated to cache max length handling for quantized cache." }, { "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." + "reason": "Flash Attention test failures and embedding reinitialization are separate bugs." }, { "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." + "reason": "BART generate() mask initialization bug is unrelated to Trainer GPU broadcast NoneType errors." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel runtime issue and torch.jit GeneratorExp export failure are unrelated." + "reason": "DistilBert German issue and torch.jit.generator expression support are different failure modes." }, { "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." + "reason": "A dtype change in evaluate is not the same as 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." + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are different code paths." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Generation-time decoder mask error does not match an Adafactor/deepspeed OOM." + "reason": "Generate-time decoder mask bug is unrelated to 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." + "reason": "One is a weight-conversion issue; the other is a model-loading regression for a different Qwen variant." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing flash-attention import and missing TensorFlow backend packaging are completely unrelated." + "reason": "Flash-attention import error and missing TensorFlow backend package are unrelated packaging/runtime issues." }, { "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." + "reason": "Pegasus v4/v5 output mismatch is unrelated to Qwen3.5 flash-attention generation failures." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Dtype change in evaluation and gradient checkpointing in eval mode are distinct behaviors." + "reason": "Embedding dtype drift and gradient-checkpointing in eval mode are distinct problems." }, { "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." + "reason": "Both mention decorators, but the concrete failures and code paths are different." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType GPU broadcast during Trainer and deepspeed Adafactor OOM are different failures." + "reason": "Trainer broadcast of None and DeepSpeed Adafactor OOM are not the same bug." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat template tool-call handling and SmolVLM video padding calculation are separate multimodal bugs." + "reason": "Chat-template tool-call crash and SmolVLM video padding error are different multimodal issues." }, { "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." + "reason": "Save/load custom token IDs and wrong custom module loading are related broadly, but not the same concrete defect." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regression across models and return_tensors being ignored are unrelated API bugs." + "reason": "Tokenizer ID regression and return_tensors being ignored are separate API issues." }, { "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." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are not the same concrete problem." + "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU CUDA OOM are different failures." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning and quantization offloading behavior are unrelated." + "reason": "Import warning on trailing slash path and quantization offloading behavior do not share the same root cause." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer issues." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." }, { "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." + "reason": "Quantization offloading and Gemma4 OOM are both memory-related, but not the same underlying bug." }, { "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." + "reason": "Both involve cache/compile, but one is spurious recompilation and the other is a device-tensor slice-arithmetic bug." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k output shape change is unrelated to a Trainer broadcast TypeError." + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast errors." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different-output regression and lm_head.weight serialization inconsistency are separate model-state issues." + "reason": "Pegasus output mismatch and lm_head serialization inconsistency are different model-behavior bugs." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Gemma 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." + "reason": "Python-version compatibility breakage and DeepseekV3MoE divergence are separate issues." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are unrelated." + "reason": "LayoutLMv3 error clarity and TrainerState token counter not 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." + "reason": "MacOS bus error for community CLIP and SigLIP2 doc-example errors are not the same bug." } ] }, @@ -10506,214 +10560,214 @@ "issue:45440|issue:45593", "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "f0554e86805b0c8518827d60d1fb72b644ef3465660cab838a724a3584868d8a", + "prepared_review_unit_hash": "10b8d3f9d5418e5dd29bc57e43f19b071bc98ec330e4a188bf54601c84cc4c1f", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36785, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "serialized_chars": 36778, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 }, "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, + "summary": "All candidate soft pairs are false positives. The set is a heterogeneous collection of unrelated issues across tokenizers, loading, quantization, generation, export, preprocessing, and memory/runtime behavior, so there is no real duplicate cluster here.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits: these items do not share one underlying bug or change, so any single issue would be an arbitrary anchor rather than a true duplicate target.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No global best issue for deduplication: the issues cover distinct subsystems and root causes, so none is a suitable representative for merging or duplicate triage.", + "best_pr_reason": "No pull requests are present in this cluster.", "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." + "reason": "Different problems: dtype drift during eval vs tensor-parallel load OOM." }, { "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." + "reason": "Both are v5-related, but one is a missing API import and the other is a tokenizer correctness regression." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer failures on different models/codepaths; no shared underlying bug." + "reason": "Separate tokenizer failures with different models and failure modes." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Both involve tokenization, but the LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token behavior vs Gemma3 NaNs from sliding-window attention; separate bugs." + "reason": "Special-token handling vs GPU NaN embeddings from sliding-window attention are different 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." + "reason": "Both are inference/runtime issues, but cuda assert on auto device mapping is not the same as 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." + "reason": "Flash-attention generation failure and a stale warning in paged generate() are unrelated." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Different codepaths: flash_attention `s_aux=None` crash vs Gemma4 PLE device mismatch." + "reason": "Different code paths: flash_attention integration crash vs device-mismatch during Gemma4 forward." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare `except` swallowing errors." + "reason": "Different preprocessing/tokenization errors; one is model-specific failure, the other is a 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." + "reason": "Base-model-prefix loading regression is unrelated to rope-parameter validation on JSON-loaded lists." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate-time unbound variable vs Llama 3.2 Vision model loading break; different failures." + "reason": "Different failures: BART generate() decoder mask bug vs Llama 3.2 Vision model loading breakage." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Failing FA2 tests and void-segmentation-map processing are separate issues." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs Qwen recurrent-state reset; unrelated." + "reason": "Tokenizer special-token registration bug is unrelated to Qwen recurrent-state reset logic." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor vs video-input regression in Qwen vision models." + "reason": "Feature-extractor argument regression and video-input regression affect different subsystems and models." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model-implementation mismatches in different architectures; not the same concrete bug." + "reason": "Different model-implementation mismatches: RoPE-layer dropping vs DeepSeekV3MoE divergence." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Tokenizer special-token bug vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer." + "reason": "BigBird special-token decoding bug is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are distinct quantization issues." + "reason": "Both are quantization-adjacent, but one is FP8 config failure and the other is quantized saving failure." }, { "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 failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization bugs." + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained issues." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and CLIP bus error on macOS are unrelated." + "reason": "LayoutLMv3 box-clarity error and MacOS bus error in CLIP model loading 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." + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are different bugs." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3 dummy Conv2d cleanup and Siglip2 wrong outputs are different bugs in different models." + "reason": "Dummy Conv2d placeholder issue is unrelated to SigLIP2 AutoModel/pipeline output corruption." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "NaN embeddings bug vs FA2 long-context performance regression; not the same issue." + "reason": "Both involve attention/generation, but NaN embeddings from mixed-length batching are not the same as FA2 long-context performance regression." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy layer in Sam3PixelDecoder and RT-DETR memory not released are unrelated." + "reason": "Dummy layer cleanup and RT-DETR memory release are unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and embedding reinitialization in `post_init` are separate problems." + "reason": "LayoutLMv3 error-message clarity and embedding reinitialization after resize are different issues." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime error and stale warning emission are unrelated." + "reason": "Category-count limit error and stale num_return_sequences warning 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." + "reason": "Executorch export constraints and flash_attention s_aux handling are different code paths." }, { "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." + "reason": "Gemma4 processor import error from mistral_common is unrelated to flash_attention AttributeError." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + "reason": "DeepSeek model divergence and D-FINE auxiliary-loss behavior are unrelated." }, { "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`." + "reason": "Tokenizer exception masking and leftover dummy classes/check_repo failures are different maintenance bugs." } ] }, @@ -10787,8 +10841,8 @@ ], "soft_pairs": [ "issue:43526|issue:47217", - "issue:43575|issue:44387", "issue:45406|issue:46701", + "issue:43575|issue:44387", "issue:43066|issue:44462", "issue:43994|issue:45412", "issue:43421|issue:45491", @@ -10816,208 +10870,208 @@ "issue:44977|issue:45245", "issue:44743|issue:44811" ], - "prepared_review_unit_hash": "e17b3d055dc6c35888131137c09329182b177dcee3e57d5e348c8348ac1526dc", + "prepared_review_unit_hash": "0a3567d210082337c0d60ca67ad3e5a7521ee6172a0255961a80d4d54ee0916a", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35619, - "estimated_input_tokens": 8905, - "estimated_eval_tokens": 18066 + "serialized_chars": 35625, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "This cluster is heterogeneous: the soft-linked issues span unrelated model bugs, tokenizer regressions, memory/OOM problems, and processor edge cases. I found no pair that is clearly the same underlying defect, so none of the soft edges should be merged.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out; the items are not duplicates but a grab bag of unrelated Transformers bugs and regressions.", "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_issue_reason": "No issue is a strong global representative because the cluster lacks a shared concrete problem statement.", "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." + "reason": "Different bugs: BeitImageProcessorFast label reduction vs VL image-placeholder handling." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Both mention OOM, but the causes differ: tensor-parallel load OOM vs int4 quantization memory regression." + "reason": "Different code paths: Gemma4Processor `_tokenizer` attribute error vs DiffusionGemmaGenerationOutput pipeline failure." }, { - "left": "issue:45406", - "right": "issue:46701", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Gemma4 processor init failure is unrelated to a DiffusionGemma generation/pipeline output bug." + "reason": "Both are OOM reports, but from different causes: tensor-parallel loading vs int4 quantization memory growth." }, { "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." + "reason": "Tokenizer-v5 decoder-type regression is unrelated to 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." + "reason": "Different subsystems: SigLIP2 wrong outputs vs RT-DETR memory not released." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "TokenizersBackend post-processor updates and Gemma3 NaN embeddings are different code paths and symptoms." + "reason": "Special-token post-processor sync bug is unrelated to Gemma3 NaNs from sliding-window padding." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "ImportError from mistral_common and missing _tokenizer on Gemma4Processor are different loading issues." + "reason": "Gemma 4 import/dependency issue is separate from Gemma4Processor missing `_tokenizer` in serve." }, { "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." + "reason": "Both mention memory, but one is RT-DETR GC/leak behavior and the other is SAM3 LiteText overflow." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatch warnings are unrelated failures." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different concrete problems." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "An import dependency break is not the same as protobuf-related tokenizer error masking." + "reason": "One is a missing `ReasoningEffort` import in Gemma 4 loading; the other is protobuf error handling hiding tokenizer errors." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an Adafactor/DeepSpeed OOM." + "reason": "XLMRoberta Flash Attention 2 issue is unrelated to adafactor/deepspeed OOM." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Different subsystems: Flash Attention integration vs LayoutLMv3 error-message clarity." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to the LayoutLMv3 error-message clarity issue." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label handling and Kosmos2.5 long-OCR index errors are not the same bug." + "reason": "Label reduction bug in BeitImageProcessorFast is unrelated to Kosmos2.5 OCR index errors." }, { "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." + "reason": "OOM with Adafactor/DeepSpeed is not the same as a model-loading breakage in 4.46.2." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM in optimizer state handling is not the same as embedding reinitialization after resize." + "reason": "Memory OOM in training is unrelated to output 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." + "reason": "Qwen2_5_VL import error and a generic dependency issue are too different to be duplicates." }, { "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." + "reason": "Processor label handling bug is unrelated to FA2 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." + "reason": "LwDetrImageLoss AMP crash and flash_attention `s_aux=None` crash 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." + "reason": "Qwen3-VL `pad_token_id` attribute error is unrelated to Qwen3-MoE `sliding_window` behavior." }, { "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." + "reason": "Both are generic FA2 reports, but there is no evidence of the same concrete bug or shared code path." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 bad outputs and sam3-litetext memory overflow are unrelated model-specific problems." + "reason": "SigLIP2 bad outputs and SAM3 LiteText memory overflow are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "Qwen3Moe FP8 failure is not the same as Qwen3-VL weight-shape mismatch on load." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are different behaviors with different causes." + "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash Attention sink handling and TimesFM window_size AttributeError are unrelated." + "reason": "Flash-attention `s_aux=None` crash and TimesFM `window_size` AttributeError are different code paths." }, { "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." + "reason": "Rope-validation list handling and Qwen3.5 kernel-registration/decorator failure are unrelated." }, { "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." + "reason": "Batched processor padding crash and video `vision_position_ids` bug are different Qwen2.5-VL issues." }, { "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." + "reason": "Custom model init breakage in Transformers 5.0 is unrelated to patchtsmixer's optional `post_init` policy." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation problems and a category-count runtime limit are unrelated." + "reason": "Qwen3.5 flash-attention generation bug and category-count limit runtime error 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." + "reason": "Recurrent-state reset with cache is unrelated to Whisper `batch_decode` ignoring `skip_special_tokens`." } ] }, @@ -11119,20 +11173,20 @@ "issue:43575|issue:43742", "issue:43232|issue:43388" ], - "prepared_review_unit_hash": "8ff7c2ac8d017792403e83349596950162e671edb353a6b99553d3ff7af1dcde", + "prepared_review_unit_hash": "9db7bd162fcb016d88852c15f98b457089d9b58f201893a49eb9f7a765a0d7b6", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35993, + "serialized_chars": 35994, "estimated_input_tokens": 8999, "estimated_eval_tokens": 18254 }, @@ -11141,174 +11195,174 @@ "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.", + "summary": "This cluster is mostly a set of unrelated issue reports spanning model loading, config regressions, generation bugs, docs, and runtime/environment problems. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43749 has the strongest signal in the set (highest discussion/inbound references) and is a clearly articulated, high-impact bug report, making it the best representative issue.", "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_issue_reason": "It is the most substantial and widely referenced issue here, so it is the best single issue to anchor the cluster despite the lack of true duplicates.", "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." + "reason": "Different subsystems and failures: CLIPVisionModel hidden_states regression vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Unrelated failures: FastSpeech2Conformer tokenizer loading vs Perceiver image classification with non-default resolution." + "reason": "Unrelated components: tokenizer loading failure vs Perceiver image-classification padding/interpolation failure." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Different code paths: audio chat-template sampling rate vs LasrFeatureExtractor passing an unsupported arg." + "reason": "One is an audio chat-template sampling-rate default bug; the other is a feature-extractor argument incompatibility. Different code paths." }, { "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." + "reason": "Trailing-slash local model import warning is unrelated to Qwen3.5 recurrent-state reset in cached generation." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading during accelerate vs tokenizer loading failure are unrelated bugs." + "reason": "BitNet packed-weight loading under accelerate is unrelated to tokenizer loading for FastSpeech2ConformerTokenizer." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask initialization are different issues." + "reason": "Flash Attention 2 support for XLMRoberta and a BART generate decoder_attention_mask assignment bug 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." + "reason": "Packaging/backends installation issue vs missing import_utils helper; same area of deps, but 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." + "reason": "PatchTSMixer post_init policy issue is unrelated to Qwen video-input regression." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE divergence from remote implementation." + "reason": "Unsafe sys.modules access in modeling_utils is a different code-path from 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." + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are different config bugs." + "reason": "Both mention config discrepancies, but they affect different model families and different missing fields/behavior." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration mismatch." + "reason": "Quantization offloading behavior and Gemma-3 eos_token_id config inconsistency are not the same underlying bug." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-arg collision and list_repo_files revision forwarding are distinct API bugs." + "reason": "AddedToken constructor argument duplication is unrelated to list_repo_files failing to forward revision." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code config field loss is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "trust_remote_code dropping fields on AutoConfig load and rotary_pct resetting on reload are both config-related, but they are distinct defects." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 TorchScript parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig inconsistency and AutoModelForCausalLM.from_config text_config unwrapping are different composite-config problems." + "reason": "Different multiconfig/composite-model issues: Gemma3TextConfig API mismatch vs AutoModelForCausalLM not unwrapping text_config." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." + "reason": "Qwen2.5-VL rope-index temporal scaling bug and Swin2SR over-padding bug are different image/video preprocessing issues." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are not the same failure." + "reason": "FSDP CPU RAM efficient loading breakage is not the same as Qwen3-VL weight-shape mismatch during model loading." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model loading regression for a specific repo is unrelated to tensorflow_text backend registration." + "reason": "Loading a specific repo on newer transformers and missing tensorflow_text backend registration are different dependency/integration problems." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in the image-classification script is unrelated to an unrecognized model config error." + "reason": "Local dataset loading in an example script is unrelated to unrecognized-model config loading." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL weight mismatch and Qwen3.5 save_pretrained regression are separate issues." + "reason": "Model loading shape mismatch and save_pretrained checkpoint regression are different phases and different failure modes." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to PPDocLayoutV3 CPU/CUDA result differences." + "reason": "Checkpoint key mismatch on resume and CPU/CUDA numerical divergence in PPDocLayoutV3 are unrelated." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen2-57B tensor-parallel OOM are different problems." + "reason": "3d_parallel.py execution failure and Qwen2-57B-A14B-Instruct tensor-parallel OOM are different runtime problems." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Bamba torch.compile SDPA failure and resume_from_checkpoint key mismatch do not share the same code path." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and FuyuBatchFeature exception handling are unrelated bugs." + "reason": "Tokenizer loading and FuyuBatchFeature exception handling are completely different 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." + "reason": "The former is a large-model TP memory issue; the latter is a model-specific key error on 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." + "reason": "Generation kwarg update after sync_gpus and gather_for_metrics dropping tuple labels are unrelated training/generation bugs." } ] }, @@ -11410,196 +11464,196 @@ "issue:43572|issue:46178", "issue:45381|issue:47217" ], - "prepared_review_unit_hash": "d05461fced81f86c1cfb317a8460f8b6c400f8f04377042c2b711038b5bc16a7", + "prepared_review_unit_hash": "390340f735214d27347d2b4210db5472398ba6ff7c2c0a705a017b6ea180d709", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35715, - "estimated_input_tokens": 8929, - "estimated_eval_tokens": 18114 + "serialized_chars": 35718, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "This cluster is not a true duplicate set: the soft links are mostly broad topical similarities across unrelated Transformers bugs (multimodal, config/loading, generation, and training). None of the candidate pairs look like the same underlying fix.", + "confidence": 0.81, + "canonical_issue_reason": "No strong canonical issue exists because the cluster is heterogeneous; if one issue must represent it, #44521 is the broadest and most active multimodal bug in the set.", "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_issue_reason": "#44521 is the most representative cluster item by scope and activity: it is open, has the most inbound references, and centers on a widely relevant multimodal apply_chat_template bug.", "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." + "reason": "Different failures in different paths: Flash Attention support for XLMRoberta vs Trainer GPU broadcast NoneType error." }, { "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." + "reason": "Both mention None/ModelOutput, but one is CLIPVisionModel hidden_states behavior and the other is generic key assignment logic." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated problems." + "reason": "Unrelated bugs: CPU offload device mismatch for bark-small vs resume_from_checkpoint key mismatch." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states regression in CLIPVision is unrelated to attention-kernel divergence under torch.compile." + "reason": "CLIPVisionModel output issue is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape change is unrelated to missing PyTorch causing AutoModel import failure." + "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch import for AutoModel." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "Different model families and bugs: hidden_states wiring vs quantized embedder dtype casting." + "reason": "Different models and fixes: VideoPrism hidden_states output vs Gemma4 quantized embedder dtype casting." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models failing is not the same as loading the wrong custom module after save_pretrained." + "reason": "Both involve save/load, but one is failing to save dequantized models while the other loads the wrong custom module after save_pretrained." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression and eos_token_id config inconsistency are different code paths." + "reason": "Regression in processor.tokenizer/image passing is unrelated to Gemma-3 eos_token_id config mismatch." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question and a missing transformers.onnx import are unrelated." + "reason": "Model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx import." }, { "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." + "reason": "Custom model/processor regression is unrelated to pipeline translation error messaging." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Whisper empty-transcription generation failure." + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "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." + "reason": "Both are multimodal chat-template issues, but one is all-zero assistant masks and the other is failure when the image placeholder appears in user text." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper and kernels version/revision import failure are different dependency issues." + "reason": "Missing import-utils helper is unrelated to kernels v0.15 requiring version/revision for pipelines import." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated." + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Config API inconsistency is unrelated to a TimesFM window_size AttributeError." + "reason": "Config API discrepancy is unrelated to 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." + "reason": "Transformer 5 custom model initialization breakage is unrelated to GPTNeoXConfig rotary_pct reload defaulting." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init validation and non-persistent buffer junk are not the same underlying change." + "reason": "PatchTSMixer post_init policy is unrelated to non-persistent buffers being initialized with junk." }, { "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." + "reason": "Chunked generation inconsistency under compiled forward is different from cache lazy initialization causing recompilation." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file/from_pretrained breakage and unrecognized model_type are different loading failures." + "reason": "gguf_file loading breakage for tokenizer/causal LM is not the same as missing model_type in config.json." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma token-id mismatch and quantized sinq save/load breakage are separate serialization issues." + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to sinq quantized save/load breakage." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "A bare except in Fuyu conversion is unrelated to Trainer import failing because of datasets." + "reason": "Bare except in Fuyu tensor conversion is unrelated to importing Trainer failing due to datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus test failure are not the same bug." + "reason": "ESM2 regression is unrelated to janus model_generate_images test failure." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "lm_head weight tying and FlashAttention failure for Ministral-3 are different code-path problems." + "reason": "Both are Mistral-family issues, but one is tied lm_head weights and the other is FlashAttention failure in v5 RC." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Missing load-balancing loss and CohereASR double-shift bug are different training-loss issues." + "reason": "Load-balancing loss omission and CohereASR double-shift are different training-loss bugs with different mechanics." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to batched apply_chat_template padding=False crash." + "reason": "Qwen video input ValueError and Qwen2_5_VL batched chat-template crash are different multimodal input bugs." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig has nothing to do with a BACKENDS_MAPPING tensorflow_text import error." + "reason": "StableLmConfig pad_token_idx regression is unrelated to BACKENDS_MAPPING missing tensorflow_text." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids bug and image-placeholder-in-user-text failure are different multimodal issues." + "reason": "Both are VL-related, but one is wrong vision_position_ids for Qwen2.5-VL video input and the other is image placeholder handling in user text." } ] }, @@ -11685,14 +11739,14 @@ "issue:43650|issue:46202", "issue:44479|issue:47217", "issue:43525|issue:43531", - "issue:44534|issue:44913", "issue:45127|issue:45200", + "issue:44534|issue:44913", "issue:35141|issue:42490", "issue:41950|issue:43475", "issue:43673|issue:44743", "issue:44190|issue:44964", - "issue:43388|issue:43688", "issue:46693|issue:47217", + "issue:43388|issue:43688", "issue:44855|issue:45588", "issue:44792|issue:45405", "issue:29870|issue:35141", @@ -11700,20 +11754,20 @@ "issue:44869|issue:46832", "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "7196ca2902333c161db0840dd10483957f8be7d1ff3b8cf27dd64bf67bd9cd24", + "prepared_review_unit_hash": "b236ea942a90a317bed463fb1a4929edea85c8af8d7a90e66bd35b25a005bccb", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35612, + "serialized_chars": 35611, "estimated_input_tokens": 8903, "estimated_eval_tokens": 18062 }, @@ -11722,168 +11776,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "This is a heterogeneous issue cluster with only superficial similarity between pairs (shared subsystem words, model families, or generic regressions). I do not see a defensible duplicate canonical across the set, and there are no PRs here.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span unrelated bugs in loading, generation, cache behavior, vision, docs, and environment-specific failures.", "canonical_pr_reason": null, - "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_issue_reason": "No global best issue is suitable as an umbrella duplicate target because the overlap is only topical, not the same underlying bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Different cache-related bugs: local-model trust_remote_code path collision vs max_cache_length handling for quantized cache." + "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is cache length handling; different failure modes." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "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." + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video OOM are different problems; one is an implementation stub, the other is memory usage." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Unrelated models and failures: OmDet-Turbo processor size mismatch vs sam3-litetext memory overflow." + "reason": "OmDet-Turbo processor size mismatch and sam3-litetext memory overflow are unrelated model/pipeline bugs." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Completely different areas: tensorboard/tensorflow backend setup vs a missing import_utils helper." + "reason": "TensorBoard-without-TensorFlow backend issue and missing import_utils symbol are unrelated environment/import problems." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both are loading/serialization issues, but they affect different mechanisms and models; not one underlying defect." + "reason": "Both involve model loading/saving, but one is a legacy preset field issue and the other is wrong custom-module resolution after save_pretrained." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: janus image-generation test failure vs Qwen3.5 flash-attention generation issue." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model/code paths." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test failure and auto_mappings CI breakage are unrelated bugs." + "reason": "A failed Janus test is not the same underlying bug as auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "One is a specific model not supporting FA2 yet; the other is a broader FA2 issue. Not the same concrete code-path problem." + "reason": "One reports Nemotron lacking FA2 support, the other a broader FA2 issue; not the same concrete bug." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Different failure classes: exception masking in Fuyu tensor conversion vs Windows/ROCm import dependency errors." + "reason": "A bare except in Fuyu tensor conversion and a Windows ROCm torch.distributed import failure are unrelated." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "No overlap: placeholder-style issue vs Gemma pipeline roundtrip failure." + "reason": "ADD THE DATA and Gemma pipeline roundtrip on \u2581 are completely different issues." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "Both involve VL models, but one is a video-input regression and the other is image-placeholder handling in user text." + "reason": "Both are VL input regressions, but one is a specific v5.3.0 video-input regression and the other is image-placeholder handling in user text." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Unrelated model-specific config errors: missing pad_token_id vs sliding_window behavior." + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated config bugs." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Generic v5 buffer initialization bug is unrelated to GPTNeoX rotary_pct persistence on reload." + "reason": "LoRA merge collapse with extended vocab and mm_token_type_ids defaults are different training/modeling issues." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Different training/serialization bugs: LoRA merge with extended vocab vs Gemma 4 multimodal token IDs defaulting." + "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reload loss are unrelated state/config bugs." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization and trailing-slash local path warnings are unrelated." + "reason": "Embedding reinitialization after resizing and trailing-slash local model import warnings do not describe the same defect." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Both are video/vision related, but they concern different models and different missing-component errors." + "reason": "Video-classification processor lookup and missing fpn_position_embeddings in SAM3 output are different vision-stack problems." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache/state, but one is a generic GenerationMixin cache regression and the other is Qwen3.5 recurrent state reset." + "reason": "Missing GenerationMixin cache in chunked_prefill and recurrent states resetting with cache are distinct cache-path bugs." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Dataset loading script failure and Phi-4 multimodal model loading failure are unrelated." + "reason": "Local dataset loading in a training script and loading Phi-4 multimodal with latest transformers are unrelated loading failures." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:46693", + "right": "issue:47217", "accept": false, - "reason": "Different bugs: evaluation metric label dropping vs auxiliary loss normalization." + "reason": "FA2 long-context performance regression and image-placeholder parsing in VL text are different issues." }, { - "left": "issue:46693", - "right": "issue:47217", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "FA2 long-context performance regression is unrelated to VL image-placeholder failures." + "reason": "Metric gathering dropping tuple labels and auxiliary-loss normalization are unrelated training/eval bugs." }, { "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." + "reason": "Python 3.13 torch.jit parsing failure and flash_attention s_aux=None crash are not the same code path." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus test failure and PEFT version pin mismatch are unrelated." + "reason": "A Janus test failure and a PEFT minimum-version bump are unrelated." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Bart generate() UnboundLocalError and embedding reinitialization on resize are different bugs." + "reason": "BART generate UnboundLocalError and output embedding reinit after resizing are different modeling bugs." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing removed pipeline() is not the same as a model producing bad outputs with AutoModel/pipeline." + "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical AutoModel/pipeline results are not the same underlying problem." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding crash and RT-DETR forward TypeError are unrelated." + "reason": "Whisper trailing replacement-character crash and RT-DETR feature-level TypeError are unrelated inference bugs." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both affect transformers serve, but one is KV-cache continuation indexing and the other is Gemma4Processor missing _tokenizer." + "reason": "KV-cache continuation tensor indexing in serve and Gemma4Processor missing _tokenizer are different service/model issues." } ] }, @@ -11985,20 +12039,20 @@ "issue:45127|issue:45357", "issue:44464|issue:45563" ], - "prepared_review_unit_hash": "b3447b630f43831b96dd66877556a194b6d3fb30b3a119aaf56373eb90729f4e", + "prepared_review_unit_hash": "ca340c2a74e852ef5eaaf1bc5446f37801308811d5dd3d7dcdf522633e4430a8", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35585, + "serialized_chars": 35586, "estimated_input_tokens": 8897, "estimated_eval_tokens": 18050 }, @@ -12007,180 +12061,180 @@ "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.", + "summary": "This cluster is a mix of mostly unrelated Transformers issues across different models and subsystems. The soft-similarity links are generally topical rather than true duplicates; none look safe to merge as the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43644 is the broadest, most self-contained regression report with clear impact and repro; the rest are narrower, model-specific, or unrelated bugs.", "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_issue_reason": "issue:43644 is the strongest representative issue: it describes a concrete framework regression, is well-scoped, and reads like a real standalone bug report.", "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." + "reason": "Both involve trust_remote_code/cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError when loading from cache; different failure modes." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count overflow and device-tensor seq_length arithmetic are unrelated bugs." + "reason": "One is about an excessive number-of-categories limit, the other about device tensors from cache length breaking slice arithmetic under torch.compile; 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." + "reason": "Non-persistent buffer junk vs GPTNeoX rotary_pct not persisting on reload are different state/config persistence issues." }, { "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." + "reason": "Both mention dtype casting, but the affected models and code paths differ: bfloat16 inference mismatch vs Gemma4 quantized embedder casting." }, { "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." + "reason": "SwitchTransformers config validation and a Python 3.13 TorchScript parsing error are unrelated." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are different subsystems and failure types." + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different model and preprocessing bugs." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to XLMRoberta with Flash Attention 2." + "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are not the same bug or code path." }, { "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." + "reason": "A weight-shape mismatch in Qwen3-VL and a tied-weights warning in Qwen3-Next are different model-family issues." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated." + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure after token alignment are unrelated runtime problems." }, { "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." + "reason": "Optional post_init handling in patchtsmixer and strict config loading for granite_speech are different concerns." }, { "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." + "reason": "Both are loss-related, but one is missing load-balancing loss and the other is a double-shift training-loss bug; not the same change." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Paged generate stale warning and Whisper empty transcription are unrelated generation issues." + "reason": "A stale generate warning for num_return_sequences and Whisper empty transcription are unrelated." }, { "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." + "reason": "Qwen video position IDs vs Sam3-litetext memory overflow are different models and failure modes." }, { "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." + "reason": "torch.compile/SDPA failure and local dataset loading are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow are different problems." + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow have no meaningful overlap." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B chat crashes." + "reason": "Missing image_utils import and a Qwen3.5 chat crash are unrelated bugs." }, { "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." + "reason": "Both touch chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is spurious recompilation from lazy cache init; too different to merge." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config bug and local dataset loading issue are unrelated." + "reason": "SwitchTransformers sparse-layer config and local dataset loading 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." + "reason": "Different models and different test failures; both are test-related but not the same underlying bug." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different model/preprocessing bugs." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are different vision-model issues." }, { "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." + "reason": "Qwen video-input regression and serve KV-cache continuation indexing are separate code paths." }, { "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." + "reason": "Both are video/vision preprocessing bugs, but one is wrong vision position IDs and the other is incorrect padding calculation; not the same defect." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash attention s_aux=None AttributeError and xLSTM bare-tensor unpacking are unrelated runtime bugs." + "reason": "Flash-attention sink handling and xLSTM return value unpacking are unrelated runtime crashes." }, { "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." + "reason": "Both are Sam3 memory problems, but one is CUDA OOM in video and the other is a litetext memory overflow; not the same code-path bug." }, { "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." + "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior are unrelated." }, { "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." + "reason": "SigLIP2 documentation example errors and local dataset loading are unrelated." }, { "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." + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different 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." + "reason": "Chunked generation inconsistencies with compiled forward and a stale paging warning are different generation issues." } ] }, @@ -12282,212 +12336,209 @@ "issue:43531|issue:45600", "issue:44295|issue:46506" ], - "prepared_review_unit_hash": "5082622571621173a94ce1ee87ba71f87f2b6eac3bd9b1ac923b327cbd612adf", + "prepared_review_unit_hash": "8b2c487b7f25b6f0563ccbf43895f52cb210fc5172d08b0b957055f2be357ee9", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35802, - "estimated_input_tokens": 8951, - "estimated_eval_tokens": 18158 + "serialized_chars": 35798, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 }, "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, + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, generation, import, cache, multimodal, and CI bugs. None of the soft-edge pairs looks like the same underlying defect, so no duplicates should be merged here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are unrelated bugs/features across different subsystems.", "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_issue_reason": "No single issue is a good representative; there is no shared underlying defect tying this set together.", "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." + "accept": false, + "reason": "Both concern DeepSeek tokenizers, but they describe different regressions and different models; not the same concrete bug." }, { "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." + "reason": "Resize-token-embeddings weight tying bug vs Whisper empty-transcription failure; unrelated code paths." }, { "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." + "reason": "Different multimodal/video generation failures with different symptoms and likely different fixes." }, { "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." + "reason": "Both hit apply_chat_template, but one is tool-call handling and the other is empty-input IndexError; not one bug." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Unrelated bugs: pipeline top_k nesting vs BART generate() decoder_attention_mask assignment error." + "reason": "Pipeline top_k nesting bug and Bart decoder_attention_mask UnboundLocalError are unrelated." }, { "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." + "reason": "CI failure in GraniteSpeech device override test vs broken auto_mappings references; different causes." }, { "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." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files revision forwarding are different repository/HF Hub issues." }, { "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." + "reason": "Both involve config/model loading, but one is trust_remote_code field loss and the other is missing model_type; not the same bug." }, { "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." + "reason": "Both are multimodal template issues, but assistant_masks being zero and wrong vision_position_ids are distinct failures." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-load failures for different models; no shared concrete bug." + "reason": "Two model-loading problems, but for different models and different failure modes." }, { "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." + "reason": "Python 3.14 import failure and missing TensorFlow backend dependency are unrelated." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdown vs unsafe sys.modules access are related only loosely; not the same bug." + "reason": "Import slowdown and unsafe sys.modules access are not the same concrete issue." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and token-embedding reinitialization after resize are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta vs output embedding reinitialization on resize; different bugs." }, { "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." + "reason": "Different image-processor bugs affecting unrelated preprocessing behavior." }, { "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." + "reason": "Both involve generation cache, but one is missing cache in chunked_prefill and the other is device-tensor seq_length arithmetic; separate fixes." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model-loading failure vs stale auto_mappings references; different subsystems and fixes." + "reason": "Model loading regression vs broken auto_mappings CI reference; no shared code-path bug." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement bug and Fuyu bare-except error handling are unrelated." + "reason": "XLNet CPU allocation bug and Fuyu bare-except exception swallowing are unrelated." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "Different CI/load failures with no shared underlying code path." + "reason": "CI test flake and model load failure are unrelated." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Specific backend-packaging bug vs vague dependency issue; not the same concrete problem." + "reason": "Dependency packaging complaint vs generic transformers dependency issue; too broad and not the same bug." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Unrecognized model/config loading issue vs VL image-placeholder handling in user text." + "reason": "Unrecognized model/config problem vs VL placeholder handling in user text; different failure modes." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast NoneType error and embedding resize reinitialization are unrelated." + "reason": "Trainer broadcast NoneType error and token embedding 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." + "reason": "Cache-path collision for trust_remote_code models vs missing import_utils helper; different areas." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are distinct issues." + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are unrelated." }, { "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." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing AutoImageProcessor import are similar import errors but not the same symbol or fix." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are ImportErrors, but for unrelated missing symbols in different modules." + "reason": "Both are import errors, but they concern different missing exports from 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." + "reason": "Weight tying bug in Mistral3ForConditionalGeneration vs Qwen3.5 save_pretrained regression; unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." + "reason": "Qwen3-MoE sliding_window issue 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." + "reason": "Position_ids buffer access error and CPU/CUDA result divergence in PPDocLayoutV3 are different bugs." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12586,20 +12637,20 @@ "issue:43295|issue:44779", "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "db8f8ef1f70f8b00c324305bce755c908c3ab1878138a4e189f959b8811435bf", + "prepared_review_unit_hash": "6ea2b018891c925a32e4642678cda476018e790ba8e1813bd6a3a4c8649545de", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36832, + "serialized_chars": 36831, "estimated_input_tokens": 9208, "estimated_eval_tokens": 18672 }, @@ -12608,198 +12659,198 @@ "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, + "summary": "This cluster is noisy and mostly consists of distinct Transformer bug reports with superficial overlap around multimodal/tokenizer/config regressions. I do not see any true duplicate pair here.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the items span unrelated models, pipelines, and failure modes, with only loose topical similarity.", "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_issue_reason": "issue:43295 is the clearest, most concrete user-facing regression report in the set and a reasonable representative of the broad multimodal/v5 regression theme, though it is not a duplicate umbrella.", "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." + "reason": "Different regressions: processor/tokenizer image handling vs t5gemma embedding resize behavior." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Unrelated topics: video-classification processor lookup vs notebook syntax error." + "reason": "Unrelated: video-classification processor lookup bug 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." + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other is max_cache_length honoring for quantized cache; distinct bugs." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Different config validations: Llama head_dim vs rope validation list typing." + "reason": "Both are config-validation issues, but they affect different parameters and code paths (Llama head_dim vs rope-key list handling)." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Unrelated: qwen3_omni_moe helper length calculation vs CPU/CUDA output divergence." + "reason": "Different models and failures: qwen3_omni_moe helper output lengths vs CPU/CUDA result divergence in PPDocLayoutV3." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Different problems: unrecognized model loading vs PIL image processor torchvision dependency." + "reason": "Both involve multimodal/image areas, but one is unrecognized model loading and the other is PIL backend processors incorrectly requiring torchvision." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache bug vs ANSI formatting in loading_report; no shared code-path." + "reason": "Cache-prefill bug and ANSI terminal formatting bug are unrelated." }, { "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." + "reason": "Version-support issue vs model-loading failure for a specific checkpoint; not the same underlying bug." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to TextClassificationPipeline docs mismatch." + "reason": "BeitImageProcessorFast label reduction bug vs documentation mismatch for TextClassificationPipeline." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs wording issue vs model-loading error; not the same bug." + "reason": "Docs/behavior mismatch in text classification vs model/config loading error; no shared bug." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedder casting are unrelated." + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedders dtype 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." + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-runtime failure and the other is a bad version check for AuxRequest import; different fixes." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features()." + "reason": "Notebook syntax error vs audio feature extraction helper bug." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different Ministral failures: save_pretrained/quantization vs FlashAttention runtime." + "reason": "Both mention Ministral, but saving dequantized models and FlashAttention load failures are distinct problems." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Non-informative data request vs audio feature extraction bug; unrelated." + "reason": "Unrelated: vague data request vs _torch_extract_fbank_features issue." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + "reason": "Notebook syntax error vs AddedToken constructor argument conflict." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Different dependency issues: Python support vs generic transformers dependency problem." + "reason": "Python version compatibility issue vs generic dependency issue; not the same bug." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max-length handling." + "reason": "Janus image-generation test failure vs cache max length handling; unrelated." }, { "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." + "reason": "Both are flash_attention-related, but one is model-specific Ministral failure and the other is sink-less integration AttributeError on s_aux=None; different code paths." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different import/export problems affecting different symbols." + "reason": "Different import failures in different modules; no shared underlying change." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Separate multimodal config bugs in different models and fields." + "reason": "Both are multimodal config issues, but they affect different config classes/fields and different failure modes." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not the same underlying defect." + "reason": "General dependency issue vs specific torch 2.4.1 incompatibility; not duplicates." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug and Whisper empty-transcription bug are unrelated." + "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "Docs mismatch vs VL image-placeholder parsing failure; unrelated." + "reason": "TextClassificationPipeline docs mismatch vs VL image-placeholder failure; different subsystems." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen model loading regression and checkpoint save regression are different code paths." + "reason": "Both are Qwen regressions, but one is VL MoE model loading and the other is save_pretrained checkpoint correctness for Qwen3.5; distinct bugs." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Tokenizer backend language-state bug vs thread-safety regression; different issues." + "reason": "Stale phonemizer backend state and tokenizer thread-safety regression are unrelated." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch is_last logic vs memory overflow in sam3-litetext are unrelated." + "reason": "Partial-batch mask pipeline logic bug vs memory overflow in sam3-litetext." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA decode_spans top-k bounds error is unrelated to empty chat-template input IndexError." + "reason": "QA decode_spans top-k boundary bug vs apply_chat_template empty-list crash; similar shape, different code paths." }, { "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." + "reason": "Both are v5 regressions involving tokenization, but one is processor.tokenizer/image passing and the other is Deepseek tokenizer correctness; not the same bug." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue vs PEFT minimum-version bump; unrelated." + "reason": "Dependency problem vs PEFT minimum-version bump issue." } ] }, @@ -12891,8 +12942,8 @@ "issue:43650|issue:46209", "issue:44242|issue:45200", "issue:44462|issue:45081", - "issue:43931|issue:47145", "issue:43299|issue:43854", + "issue:43931|issue:47145", "issue:44683|issue:45542", "issue:44016|issue:44291", "issue:45588|issue:47000", @@ -12900,20 +12951,20 @@ "issue:45081|issue:45907", "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "de53889a9ac4c53f3e1485658fbedbbea6baf1a1d138993f4b655293e19e554f", + "prepared_review_unit_hash": "48bfb2e890ef4a5419087994b68918d61a8a3bf196652b0375bd8eeb56c03b14", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35414, + "serialized_chars": 35413, "estimated_input_tokens": 8854, "estimated_eval_tokens": 17964 }, @@ -12922,174 +12973,174 @@ "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.", + "summary": "This is a loose collection of transformer regressions and docs/model-loading bugs, but the soft pairs are mostly different concrete failures, not true duplicates. I would not merge any of the candidate pairs.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45020 is the broadest, most representative user-facing regression report in the set, covering recent-version breakage across model loading paths.", "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_issue_reason": "issue:45020 is the best single umbrella issue to anchor the cluster because it is broad, version-specific, and actionable without being just a narrow model-specific symptom.", "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." + "reason": "Both are docs-related, but one is about a SigLIP2 example mismatch/quantization failure and the other about a TextClassificationPipeline docs mismatch; different docs and different bugs." }, { "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." + "reason": "A tokenizer BPE-marker bug and a placeholder 'ADD THE DATA' issue are unrelated." }, { "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." + "reason": "One is a dtype propagation bug in Blip2 loading; the other is a Qwen3.5 save_pretrained regression. Different code paths and symptoms." }, { "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." + "reason": "SGD optimizer args being ignored is unrelated to a tie_word_embeddings warning during Qwen3.5 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." + "reason": "Video-classification processor selection is a specific pipeline bug; remote_code breakage is a broader model-loading regression, not the same underlying issue." }, { "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." + "reason": "Both involve imports, but one is a missing HybridCache symbol and the other is a wide set of post-upgrade import errors; not the same concrete failure." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support problem vs an unreleased PEFT minimum-version bump. Different dependency issues." + "reason": "Python version support in Transformers is unrelated to the PEFT minimum-version bump." }, { "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." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer implementations." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible-cost-matrix failures." + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated bugs." }, { "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." + "reason": "One is serialization of tied weights depending on device; the other is resize_token_embeddings not updating Gemma4 embeddings. Different failures." }, { "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." + "reason": "A BigBirdTokenizer special-token bug is unrelated to D-FINE auxiliary-loss handling." }, { "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." + "reason": "LlamaConfig head_dim validation and a Qwen3.5 rotary-embedding registration crash are different model/config issues." }, { "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." + "reason": "Both are Qwen3.5-related, but one is a load-time shape mismatch for Qwen3VL-MoE and the other is incorrect saved visual encoder keys." }, { "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." + "reason": "Explicit head_dim validation is unrelated to stale config.dtype after from_config(dtype=...)." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Processor lookup in video-classification is unrelated to Gemma4 PLE device placement during forward." + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated." }, { "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." + "reason": "Both mention loading/weights corruption, but one is general non-persistent buffer initialization and the other is FP8 compressed-tensors weight_scale application; 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." + "reason": "A placeholder issue is unrelated to FP8 inference failure on B200." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss gating is unrelated to Gemma4 mm_token_type_ids defaulting." + "reason": "Missing load-balancing loss with output_router_logits=False is unrelated to mm_token_type_ids defaulting for text-only fine-tuning." }, { "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." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are different tokenizer-loading bugs." }, { - "left": "issue:43931", - "right": "issue:47145", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Docs about return_all_scores do not match an FP8 compressed-tensors weight_scale loading corruption bug." + "reason": "Both are model-loading problems, but they concern different models and failures, so they are not the same underlying bug." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43931", + "right": "issue:47145", "accept": false, - "reason": "Both are model-loading issues, but they concern different models and different underlying failures; too broad to merge." + "reason": "A Qwen3-VL weight-shape mismatch is unrelated to FP8 compressed-tensors missing weight_scale application." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to TensorBoard/TensorFlow backend installation errors." + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend handling are unrelated." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights argument mismatch. Different layers of the stack." + "reason": "A notebook syntax error is not the same as the init_empty_weights unexpected-argument TypeError." }, { "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." + "reason": "Flash-attention s_aux=None handling and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI formatting in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "ANSI code emission in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." }, { "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." + "reason": "A Mistral tokenizer regex crash is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig defaulting None values and Llama4Config missing pad_token_id are distinct config-class issues." + "reason": "Phi4MultimodalConfig default sub-config initialization and Llama4Config missing pad_token_id are different config bugs." } ] }, @@ -13164,8 +13215,8 @@ "soft_pairs": [ "issue:44623|issue:44749", "issue:42994|issue:43317", - "issue:43441|issue:45834", "issue:33290|issue:45656", + "issue:43441|issue:45834", "issue:44261|issue:44263", "issue:43873|issue:47145", "issue:45859|issue:46851", @@ -13190,196 +13241,196 @@ "issue:43723|issue:44162", "issue:42796|issue:43441" ], - "prepared_review_unit_hash": "3c718f96956cbbdb5fd3f12565a2977bb5358d658ad04d74fbe17896bbf2f69f", + "prepared_review_unit_hash": "a8265c03a043fc705f666e676725cca13a9ac8664013e391f0eb8228af26f089", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 34956, - "estimated_input_tokens": 8739, - "estimated_eval_tokens": 17734 + "serialized_chars": 34952, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 }, "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.", + "summary": "The cluster is heterogeneous: the soft pairs share at most broad subsystem overlap, not the same concrete bug. No soft edge looks safe to merge.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the most central open issue here by activity/inbound references, and it best fits the broad quantization/offload runtime theme that recurs in nearby reports.", "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_issue_reason": "issue:43873 is the strongest representative issue in this set: open, widely discussed, and broad enough to serve as the umbrella reference for related offload/quantization complaints.", "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." + "reason": "Unrelated bugs: missing processor save artifacts vs tokenizer slowdown after upgrade." }, { "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." + "reason": "Both involve quantization/loading, but one is save failure and the other is dequantized load/offload behavior." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Different models and failures: FlashAttention regression vs OCR long-input index error." + "reason": "Both mention DeepSpeed, but one is OOM with Adafactor and the other is double optimizer stepping." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Both mention DeepSpeed/optimizer, but one is OOM from Adafactor and the other is double optimizer stepping." + "reason": "Different model families and failures: FlashAttention regression vs OCR index error." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Unrelated components and symptoms: MLA layernorm config precision issue vs torch.split return-value handling." + "reason": "Different code paths and symptoms: layernorm config precision issue vs torch.split return values." }, { "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." + "reason": "Both touch quantization/offload, but 47145 is a specific FP8 weight_scale loading bug, not the same failure." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Same model family, but different failures: CPU offload incompatibility vs variable-length position_ids behavior." + "reason": "Same model family, but different bugs: CPU-offload incompatibility vs variable-length position_ids handling." }, { "left": "issue:44246", "right": "issue:47217", "accept": false, - "reason": "No overlap in failure mode: import-time slowness vs vision-language placeholder handling." + "reason": "No overlap beyond being runtime issues; import latency is unrelated to VL 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." + "reason": "Different subsystems: auto-docstring annotation parsing vs Gemma processor loading 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." + "reason": "Processor save missing files is unrelated to Gemma-4 ZeRO-3 loading failure." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backends issue and Python version support issue are unrelated." + "reason": "Package/backend dependency issue vs Python version compatibility regression; not the same bug." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Both are security-related, but they are different vulnerabilities with different attack surfaces and fixes." + "reason": "Both are security issues, but command-substitution bypass and tar/zip-slip are distinct vulnerabilities." }, { "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." + "reason": "Different affected components and symptoms: CamemBERT MLM outputs vs DeepSeek tokenizer results." }, { "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." + "reason": "CI/removal cleanup problem vs leftover dummy classes leaking into namespace; not the same defect." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch in a pipeline vs intermittent import slowness; no shared underlying bug." + "reason": "Docs mismatch vs import performance regression are unrelated." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading issues, but they involve different models and different missing-field symptoms." + "reason": "Both are model loading issues, but one is a missing config attribute and the other is a separate GLM-4V loading failure." }, { "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." + "reason": "Different models and failures: GenerationMixin cache/chunked prefill vs CLIPVision hidden_states regression." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Completely unrelated: torch.compile attention-kernel branching vs ANSI codes in loading report." + "reason": "Attention-kernel divergence is unrelated to ANSI codes emitted by 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." + "reason": "Tokenizer padding/truncation crash vs RTDetr cost-matrix infeasibility are different bugs." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Minor cleanup issues, but unrelated: terminal color codes vs wrong docstring." + "reason": "Terminal color output bug vs wrong docstring; no shared underlying code-path failure." }, { "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." + "reason": "Qwen2 load OOM and FP8 weight_scale omission are different quantization-related problems." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch forward failure are unrelated." + "reason": "Notebook syntax error and Gemma4 device mismatch 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." + "reason": "Both mention config fields, but the causes differ: missing pad_token_id vs trust_remote_code dropping fields." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for a specific class is unrelated to Python version support." + "reason": "ImportError for a specific class vs Python version incompatibility are unrelated." }, { "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." + "reason": "Model load failure vs TensorFlow backend dependency issue; different code paths." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading issue and ESM2 breakage are different model-specific bugs." + "reason": "Tokenizer-loading regression and ESM2 model breakage are not the same bug." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different problems." + "reason": "Tokenizer BPE-marker handling and FlashAttention failure are distinct issues." } ] }, @@ -13482,20 +13533,20 @@ "issue:42886|issue:46132", "issue:36246|issue:42757" ], - "prepared_review_unit_hash": "942114c3c6d9ec488d331972e4084789d92c119c0b07fc628a56f97da0da7448", + "prepared_review_unit_hash": "a3f878b157bbe8200a9a59886ab81798ac3a5cc4581abf566b753d2bc18f2472", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35967, + "serialized_chars": 35966, "estimated_input_tokens": 8992, "estimated_eval_tokens": 18240 }, @@ -13504,150 +13555,150 @@ "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.", + "summary": "This cluster is a loose collection of unrelated Transformers issues, mostly import errors, model-specific bugs, and a few kernel/processor regressions. There is no strong duplicate center; most soft edges should be rejected.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45003 is the broadest, most general bug in the set; the others are mostly model- or feature-specific and do not form a single duplicate family.", "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_issue_reason": "45003 is the best representative because it targets core utility behavior and is less narrowly tied to one model or backend than the other issues.", "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." + "reason": "Different failures: FP8 storage deserialization vs Qwen3.5 chat crash. No shared code path." }, { "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." + "reason": "Both involve position ids, but they affect different Qwen models and distinct behaviors; not the same bug." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer metadata mismatch is unrelated to Gemma-4 zero3 from_pretrained behavior." + "reason": "Tokenizer metadata mismatch during save is unrelated to Gemma-4 zero3 from_pretrained loading." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness and unrecognized model config are not the same bug." + "reason": "Import slowdown is a generic performance issue, while the other is an unrecognized-model/config 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." + "reason": "Different Qwen variants and different code paths: feature-length helper vs variable-length position_ids." }, { "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." + "reason": "Gemma eos_token_id inconsistency and FP8 compressed-tensor weight scaling are unrelated 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." + "reason": "Both mention kernels, but one is an import-time dependency constraint and the other is a Qwen registration/decorator crash." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "ImportError for AutoImageProcessor and Python version incompatibility are not the same underlying issue." + "reason": "AutoImageProcessor import failure and Python-version compatibility are different issues." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers nn import failure is unrelated to the TensorFlow backend/tensorboard issue." + "reason": "Sentence-transformers import NameError is unrelated to the TensorBoard-without-TF backend error." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Incorrect video padding math is distinct from missing-vision-backend processor resolution." + "reason": "Different vision pipeline failures: video padding bug vs missing vision-backend image processor error." }, { "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." + "reason": "Same model family, but one is a kernels registration crash and the other is a variable-length position_ids bug." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL image-placeholder parsing failure." + "reason": "Unsafe sys.modules access is unrelated to VL placeholder handling in user text." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access safety." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to core module import/sys.modules access." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError and empty apply_chat_template input are different failure modes." + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to empty-chat-template IndexError." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotations crash and Qwen3.5 apply_rotary_pos_emb registration are unrelated." + "reason": "auto_docstring annotation handling and Qwen kernel registration are separate code paths." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading a registered buffer error does not match Gemma-4 zero3 loading." + "reason": "Buffer position_ids access and Gemma-4 zero3 loading are different failures." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bfloat16 dtype mismatch in inference is unrelated to returning the wrong hidden_states tensor." + "reason": "Different model-output bugs: dtype mismatch under bfloat16 vs hidden_states field misassignment." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race and a stale generate() warning are separate testing/generation issues." + "reason": "Pytest-xdist file race and stale generation warning are unrelated test/runtime behaviors." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI code emission in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI coloring 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." + "reason": "Import performance issue and Gemma eos_token_id mismatch do not describe 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." + "reason": "Both are Qwen-related, but one is sliding_window behavior and the other is a chat crash; not the same defect." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "FlashAttention s_aux=None crash and variable-length position_ids are different Qwen3.5 issues." + "reason": "flash_attention s_aux handling and variable-length position_ids are distinct bugs." }, { "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." + "reason": "Both mention Qwen3-MoE compatibility, but they concern different version/model loading failures with no clear shared code path." }, { "left": "issue:46614", @@ -13656,34 +13707,40 @@ "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", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "MoE load-balancing loss omission and D-FINE auxiliary-loss behavior are distinct model-training bugs." + "reason": "Missing Qwen2_5_VLImageProcessor import and missing is_offline_mode in huggingface_hub are unrelated import errors." }, { "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." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA result divergence 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." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are different problems." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss omission are different training logic bugs." + }, + { + "left": "issue:46614", + "right": "issue:46655", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import failure is unrelated to huggingface_hub.is_offline_mode import failure." + "reason": "Phonemizer backend state and SmolVLM video padding are unrelated." } ] }, @@ -13786,202 +13843,202 @@ "issue:29870|issue:30333", "issue:43352|issue:45250" ], - "prepared_review_unit_hash": "858274ae4eae553b9134d5f7b089e5584c25e85c2c304d8902f4f91214d6dde3", + "prepared_review_unit_hash": "b29b958d5554afb34501a4b18f7701d81f385951d276b6a108c4d30d88405883", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36104, - "estimated_input_tokens": 9026, - "estimated_eval_tokens": 18308 + "serialized_chars": 36099, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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.", + "summary": "This cluster is heavily overmatched: the issues cover unrelated import errors, model-specific regressions, config loading problems, and training/runtime bugs. None of the soft pairs look like the same underlying bug/change, so I rejected all of them. There are no PRs in the cluster.", "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_issue_reason": "issue:45292 is the most central concrete bug report in the soft-similarity graph, but only as a weak anchor; it is not a true duplicate of the surrounding issues.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue exists for this cluster because it is not a coherent duplicate set.", + "best_issue_reason": "issue:45292 is the best representative issue for triage because it is concrete and appears in multiple soft-similarity links, even though those links are not genuine duplicates.", "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." + "reason": "Different bugs: tokenizer output regression vs resize_token_embeddings not updating output embeddings." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols in different modules with unrelated causes." + "reason": "Different missing imports for different classes; same general symptom, not the same bug." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs/behavior mismatch for a pipeline option is unrelated to unsafe sys.modules access." + "reason": "Docs/behavior mismatch in a pipeline vs unsafe sys.modules access in modeling_utils." }, { "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." + "reason": "Different VL failures: missing vision backend handling vs empty image-placeholder handling 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." + "reason": "Unrelated subsystems: video-classification processor lookup vs fbank feature extraction." }, { "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." + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque IndexError." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "These are different video-processing bugs in different models with different symptoms." + "reason": "Different models and failure points: Qwen3OmniMoe video processing vs SmolVLM padding calculation." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure for ScandiBERT is unrelated to apply_chat_template crashing on an empty list." + "reason": "Loading a model vs apply_chat_template crashing on an empty list are unrelated." }, { "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." + "reason": "Different config issues: strict dropping a missing field vs not unwrapping text_config for 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." + "reason": "Buffer access error and a performance regression are not the same bug." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both involve video, but they affect different models and likely different defects." + "reason": "Both are video-related regressions, but they affect different model families and different code paths." }, { "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." + "reason": "CPU-offload rotary embedding incompatibility vs missing decorator for kernel registration are distinct defects." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "resize_token_embeddings behavior and RTDetrLoss infeasible cost-matrix failures are unrelated." + "reason": "Embedding resize behavior and RTDetr loss infeasibility 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." + "reason": "ESM2 runtime breakage and Gemma mm_token_type_ids defaults are separate model bugs." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "A ZeRO3 deque/index error is unrelated to stale auto_mappings references breaking CI." + "reason": "ZeRO3 deque failure vs removed Sam3LiteText config references are different issues." }, { "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." + "reason": "Processor/tokenizer regression and embedding-resize behavior do not share the same code-path problem." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and an xdist race in captured_info.txt are different problems." + "reason": "Unsafe sys.modules access and an xdist race on captured_info.txt are unrelated." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "These are separate failures: an import error versus a Zero3 init/BertModel index error." + "reason": "ImportError for a vision processor and a ZeRO3/BertModel IndexError are different failure modes." }, { "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." + "reason": "Tied-weight serialization inconsistency vs decoder.embed_tokens not updated after resize_token_embeddings are distinct problems." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 video encoder attribute loss and sam3-litetext memory overflow are different failure modes." + "reason": "Missing fpn_position_embeddings in SAM 3 video output vs memory overflow in sam3-litetext are not the same bug." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + "reason": "Qwen3-VL-Moe issue and PPDocLayoutV3 CPU/CUDA discrepancy 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." + "reason": "Missing files in save_pretrained and AutoProcessor backend/import handling are different issues." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both mention strict config handling, but they concern different models and distinct config-loading failures." + "reason": "Both mention strict config, but the affected models and missing-field behavior differ." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss gating and an AMP/CUDA loss crash are unrelated." + "reason": "MoE load-balancing loss gating and AMP/CUDA crash in LwDetrImageLoss 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." + "reason": "reduce_labels returning one label and a training-loss double-shift bug are different defects." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "A model-loading regression and protobuf-specific tokenizer error masking are different issues." + "reason": "Loading a specific model and masking tokenizer errors when protobuf is absent are unrelated." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLFlow reporting after failed jobs do not share a code path." + "reason": "Bart generate() UnboundLocalError and MLflow reporting after failed training are unrelated." }, { "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." + "reason": "Model-specific Flash Attention unsupported error vs a generic Flash Attention topic are not the same concrete bug." } ] }, @@ -14084,202 +14141,202 @@ "issue:45685|issue:46431", "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "3eb6cf549901fd7281f0477df8f72cba27bc824c286452d4471d1735fdd496bd", + "prepared_review_unit_hash": "d6a4fa1ea912d4a823526e5b4e0bdbb4b80b70f1ba993f0d3f3a32866b2e2c7c", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36225, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "serialized_chars": 36231, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "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.", + "summary": "This cluster is mostly a grab bag of unrelated closed issues across tokenizers, model loading, multimodal inputs, config warnings, and performance/regression bugs. None of the soft-edge pairs are true duplicates; the only vaguely related pair is a save_pretrained/serialization mismatch, but it does not look like the same underlying defect.", + "confidence": 0.82, + "canonical_issue_reason": "No strong canonical issue: the items are thematically noisy and mostly unrelated; the closest overlap is the save_pretrained/serialization pair, but even that is not the same bug.", "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_issue_reason": "issue 44297 is the clearest, most self-contained bug report in the only mildly related subgroup (tokenizer save_pretrained metadata mismatch), so it is the best standalone representative if one must be chosen.", "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." + "reason": "Different regressions in different areas: video-input processing vs Windows/ROCm import dependency handling." }, { "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." + "reason": "Unrelated bugs: BeitImageProcessorFast label reduction vs CohereASR training-loss shift." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality/background-class error is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Different model families and failures: DETR cardinality error vs Qwen3.5 variable-length position_ids." }, { "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." + "reason": "Different problem classes: gemma-4 ZeRO3 loading vs deepspeed optimizer stepping twice." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance are unrelated config/validation issues." + "reason": "Different code paths and symptoms: Qwen3-Next tied-weights warning vs patchtsmixer post_init policy." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token decode failure and ESM2 breakage are not the same tokenizer/model bug." + "reason": "Different tokenizer/model issues: BigBirdTokenizer special-token decode bug vs ESM2 breakage." }, { "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." + "reason": "Different symptoms and triggers: tie_word_embeddings warning in Qwen3.5 vs flash-attention generation failure." }, { "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." + "reason": "Config strictness for granite_speech is unrelated to the Windows/ROCm import dependency issue." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 vision encoder missing attribute and Qwen3OmniMoe video-processing ValueError are distinct model-specific bugs." + "reason": "Both are model-specific errors, but they affect different SAM3/Qwen3Omni code paths and are not the same bug." }, { "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." + "reason": "Different subsystems: RT-DETR memory retention vs MaskGenerationPipeline partial-batch handling." }, { "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." + "reason": "Tokenizer offline-cache loading is unrelated to Gemma4 multi-GPU OOM." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "AutoTokenizer loading in v5 and an accuracy regression after upgrade are not the same defect." + "reason": "AutoTokenizer loading in v5 and DeepSeek accuracy regression are different failure modes." }, { "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." + "reason": "Import/runtime dependency issue vs RT-DETR forward shape/type error are not the same defect." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Torch.compile branching divergence in attention kernels and Gemma pipeline roundtrip failure are separate issues." + "reason": "Attention kernel divergence under torch.compile is unrelated to Gemma roundtrip tokenization failure." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker loading warning are different SAM3 concerns." + "reason": "Both mention SAM3, but one is a dummy Conv2d implementation and the other is a model-type mismatch warning." }, { "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." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3.5 tie-word-embeddings warning." }, { "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." + "reason": "A stale generate warning and a model config warning are different behaviors, not one bug." }, { "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." + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "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." + "reason": "AttentionInterface.register behavior change is unrelated to FP8 frozen-checkpoint weight_scale omission." }, { "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." + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different issues." }, { "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." + "reason": "Isolated reproduction of another issue and a Gemma pipeline tokenizer roundtrip bug are not the same change or defect." }, { "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." + "reason": "Torch.compile attention divergence is unrelated to cache lazy initialization recompilation." }, { "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." + "reason": "D-FINE auxiliary-loss behavior is unrelated to the deepspeed_sp_compute_loss host-sync issue." }, { "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." + "reason": "StaticCache return-type mismatch is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "GlmMoeDsa stale indexer cache and flash_attention s_aux=None crash affect different code paths." + "reason": "Stale indexer cache crash and flash_attention s_aux=None crash are 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." + "reason": "MLukeTokenizer task AttributeError and a Transformers upgrade slowdown are not the same bug." }, { "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." + "reason": "MPS histogram int error in MoE is unrelated to processor chat-template absence." }, { "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." + "reason": "Both are serialization-related, but one is a tokenizer_config class mismatch and the other is missing processor save_pretrained files; they are not the same underlying defect." } ] }, @@ -14353,8 +14410,8 @@ ], "soft_pairs": [ "issue:45103|issue:46858", - "issue:43701|issue:44749", "issue:44749|issue:45656", + "issue:43701|issue:44749", "issue:43065|issue:46123", "issue:43994|issue:46726", "issue:44623|issue:45656", @@ -14381,224 +14438,209 @@ "issue:42994|issue:43525", "issue:44869|issue:45356" ], - "prepared_review_unit_hash": "ef24d590c8f4af927c1847acfa0cbd9724aeea93dda49ff6e6c8ef6dfdf168ea", + "prepared_review_unit_hash": "3f8c5bcc825531ea7e7fdebe04bdce9eeed580d1d4301018181ed1fdab42c0e1", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35244, - "estimated_input_tokens": 8811, - "estimated_eval_tokens": 17878 + "serialized_chars": 35233, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across generation, multimodal models, config/import problems, and tooling/docs. The soft pairs are only superficially similar; I would not merge any of them as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45310 is the cleanest representative to anchor triage: it\u2019s a concrete, version-scoped from_pretrained regression for a specific model family, with a clearly actionable failure mode.", "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_issue_reason": "issue:45310 is the best standalone issue here because it is specific and reproducible, while the rest of the set is too heterogeneous to serve as a true duplicate hub.", "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." + "reason": "Different code paths: auto_docstring/type-hint parsing crash vs generation cache slice arithmetic on non-CUDA backends." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Unrelated problems: checkpoint key mismatch vs a slowdown after upgrading Transformers." + "reason": "Unrelated failures: data filtering slowdown after upgrade vs DeepSpeed causing optimizer.step() to run twice." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Different domains: data filtering slowdown vs DeepSpeed optimizer-step duplication." + "reason": "Checkpoint resume key mismatch is not the same bug as the filtering slowdown regression." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Different model/pipeline bugs with no shared code path evidence." + "reason": "SAM3 pixel decoder placeholder architecture issue vs MaskGenerationPipeline dropping the final partial batch." }, { "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." + "reason": "SigLIP2 output/pipeline correctness issue vs error handling when a required vision backend is missing." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file emission is unrelated to DeepSpeed optimizer stepping." + "reason": "Saving processor assets is a different failure mode from the DeepSpeed double-step optimizer bug." }, { "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." + "reason": "Missing fields with trust_remote_code is unrelated to the ESM2 model breakage." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + "reason": "Model loading failure and ZeRO3 deque underflow are different code paths and symptoms." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "EOS-token config mismatch is unrelated to AttentionInterface registration behavior changes." + "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register 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." + "reason": "FlashAttention incompatibility for Ministral-3 is not the same as empty-list chat template handling." }, { "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." + "accept": false, + "reason": "Same model family, but one is a missing config field silently dropped and the other is a broader from_pretrained error; not clearly the same underlying defect." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Docstring mismatch for `position_ids` is unrelated to Qwen3.5 variable-length input handling." + "reason": "Docstring text error vs runtime variable-length position_ids bug." }, { "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." + "reason": "A placeholder bug report is not the same as the gemma-4 zero3 from_pretrained issue." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "SAM3 vision encoder attribute error and TimesFM `window_size` attribute error are different model bugs." + "reason": "SAM3 vision encoder attribute error vs TimesFM window_size AttributeError; different models and failures." }, { "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`." + "reason": "Missing SAM3 output attribute and AutoConfig trust_remote_code field loss are different issues." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "pytest-xdist file race is unrelated to VL image-placeholder handling." + "reason": "pytest-xdist file race in testing utils is unrelated to VL image-placeholder parsing failures." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Different attention/caching issues in different models; not the same underlying bug." + "reason": "torch.compile attention-kernel divergence is a different bug from Qwen3.5 variable-length position_ids handling." }, { "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." + "reason": "sync_gpus update-model-kwargs behavior and chunked_prefill cache absence are distinct generation bugs." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and distinct code paths." + "reason": "Quantized model saving failure and GGUF loading failure are different directions of the workflow." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading is not the same as missing files from `processor.save_pretrained(...)`." + "reason": "Qwen3-VL-Moe v5 incompatibility is not the same as processor.save_pretrained missing files." }, { "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." + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but the reported failures are not the same concrete bug; one is from_pretrained erroring, the other is a specific config field being dropped." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-not-found import error is unrelated to a Sentence Transformers loading stall." + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging while loading are unrelated." }, { "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." + "reason": "Missing AutoImageProcessor export and a nonexistent image_utils import are similar in theme but not the same code-path bug." }, { "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." + "reason": "Broken SigLIP2 docs example is not the same as AutoProcessor complaining about a missing vision backend." }, { "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." + "reason": "Incorrect T5 error messaging and auto_docstring printing diagnostics at import time are unrelated." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time doc-lint output and RTDetrLoss infeasible-cost-matrix crash are unrelated." + "reason": "Import-time stdout diagnostics and RTDetrLoss infeasible cost matrix crash are different problems." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is not the same as `Llama4Config` missing `pad_token_id`." + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are separate bugs." }, { "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." + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are distinct tokenizer/decoding 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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14695,217 +14737,217 @@ "issue:30990|issue:35141", "issue:42898|issue:44568" ], - "prepared_review_unit_hash": "8f309e428cd0e9f34985489db0fe1e6a83946ea10a9485cc9c157b57d69674ea", + "prepared_review_unit_hash": "17a119f70676f355b2690a35f2daf838e75ccc199f1cb423a014836785ffc6a4", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36235, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "serialized_chars": 36237, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 }, "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.", + "summary": "Mostly heterogeneous Transformer bug reports; only the Qwen3ForCausalLM VRAM-leak pair looks like a true duplicate. The rest are different symbols, models, or code paths and should not be merged.", + "confidence": 0.46, + "canonical_issue_reason": "issue:42673 is the cleanest dedupe anchor: it matches issue:43704 on the exact same Qwen3ForCausalLM VRAM-leak symptom and has the earlier, more established report.", "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_issue_reason": "issue:42673 is the best global issue target among this set because it is an exact duplicate pair and the most defensible canonical report for that concrete bug.", "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." + "reason": "Tokenizer loading failure vs continue_final_message behavior; different bug and code path." }, { "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." + "reason": "Package/backend dependency issue vs meta-initialization incompatibility; unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior is a different code path from pipeline-parallel output corruption." + "reason": "Quantization/offloading problem vs pipeline-parallel output correctness; not the same defect." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasible cost matrix are unrelated crashes." + "reason": "DeepSpeed ZeRO3 deque error vs RTDetr loss infeasible cost matrix; unrelated failures." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different fixes." + "reason": "Both are import errors, but for different missing symbols with different root causes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin and AutoImageProcessor import failures are distinct API/export regressions." + "reason": "Missing GenerationMixin import vs missing AutoImageProcessor import; different regressions." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 rotary registration error are unrelated failures." + "reason": "sentence-transformers import NameError vs Qwen3.5 kernel registration crash; different paths." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same model family, but different model variants and versions; not clearly the same concrete bug." + "reason": "Same model family, but different model variants and error contexts; not one concrete bug." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving and missing Qwen2_5_VLForConditionalGeneration import are separate issues." + "reason": "Quantized save failure vs missing Qwen2.5-VL import; unrelated." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output mismatch and Qwen3_5 image infinite loop are different symptoms and paths." + "reason": "Pipeline-parallel output corruption vs image-specific infinite loop; different issues." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "pytest-xdist file race and Hugging Face CLI completion attribute error are unrelated." + "reason": "pytest-xdist file race vs CLI completion API breakage; 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." + "reason": "FP8 save_pretrained/moe issue vs from_pretrained model-loading error; different code paths." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crash and auto_docstring stdout logging are unrelated." + "reason": "CUDA AMP crash vs import-time docstring diagnostics; unrelated." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Tokenizer mapping logic and CLI completion attribute issues do not share the same bug." + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure vs CLI completion attribute error; unrelated." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary loss behavior is unrelated to auto_docstring diagnostics printing." + "reason": "Missing auxiliary losses vs import-time stdout diagnostics; not the same bug." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are different code paths." + "reason": "Mistral regex tokenizer patch crash vs auto_docstring annotation crash; different subsystems." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are distinct problems." + "reason": "Processor `_tokenizer` attribute crash vs Gemma token roundtrip failure; different underlying 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." + "reason": "Both Gemma-related, but one is token roundtrip and the other pipeline output type handling; not the same change." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs syncing and janus image-generation test failure are not the same underlying bug." + "reason": "Generation kwargs update bug vs janus image test failure; unrelated." }, { "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." + "reason": "FP8 accuracy issue vs FP8 save_pretrained/moe issue; same feature area, different concrete bug." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "These are the same reported bug: identical title and same Qwen3ForCausalLM VRAM-leak symptom." + "reason": "Same exact Qwen3ForCausalLM VRAM leak report and symptom; clear duplicate." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Missing TensorFlow backend and missing image_utils import are unrelated package/API issues." + "reason": "Missing TensorFlow backend vs nonexistent image_utils import; unrelated." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and DeepSpeed host synchronization are unrelated." + "reason": "Qwen3.5 recurrent-state reset bug vs DeepSpeed host-synchronization concern; different code paths." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version pinning and auto_docstring import-time diagnostics are unrelated." + "reason": "Version-pin/release issue vs import-time diagnostics; unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and image_utils import failure are not the same bug." + "reason": "Python version compatibility problem vs image_utils import error; unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config recognition and pytest-xdist file race are unrelated." + "reason": "Model config recognition failure vs xdist race condition; unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting failure and DeepSpeed OOM are separate training-time issues." + "reason": "MLflow reporting on failed jobs vs AdaFactor/DeepSpeed OOM; unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang and post_init embedding reinitialization are unrelated." + "reason": "Sentence Transformers loading hang vs token-embedding resize reinit bug; different issues." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer v5 regressions, but they concern different APIs and symptoms." + "reason": "cleanup-tokenization behavior change vs add_special_tokens BOS/EOS omission; related area but not same bug." } ] }, "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." + "accept": true, + "feedback": "The evaluation is grounded in the packet: the only clearly identical issue pair is issue:42673 / issue:43704, which share the exact same title and a later duplicate report. The remaining soft pairs are rejected conservatively based on distinct titles and apparent bug classes, without overclaiming duplicates." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14990,8 +15032,8 @@ "issue:27957|issue:30333", "issue:42673|issue:47085", "issue:44843|issue:47085", - "issue:43479|issue:44079", "issue:30333|issue:34689", + "issue:43479|issue:44079", "issue:43874|issue:45092", "issue:42898|issue:43295", "issue:44295|issue:45656", @@ -14999,218 +15041,218 @@ "issue:42222|issue:45200", "issue:30333|issue:36331", "issue:44734|issue:45103", - "issue:22355|issue:28282", "issue:44222|issue:44297", + "issue:22355|issue:28282", "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "d400953102972b9b06c24b9709883d55b4eb38986fb779344d24c8175502fc57", + "prepared_review_unit_hash": "a7f5de38a19e6d4c0ccb2707fa12186a10aae516def0560351fe60722c0a053a", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36364, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 + "serialized_chars": 36358, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 }, "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.", + "summary": "The cluster is mostly a loose collection of unrelated closed issues across tokenizers, multimodal models, docs, training, and runtime behavior. The only meaningful thematic concentration is a small set of v5 tokenizer regressions, but the paired items still describe different concrete bugs, so I would not merge any of the soft edges.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 42898 is the best canonical issue because it sits at the center of the tokenizer-v5 regression theme and has the strongest overlap with several other tokenizer-related reports.", "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_issue_reason": "Issue 42898 is the clearest representative overall: broad user impact, explicit v5 regression framing, and the most connected topic within the provided set.", "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." + "reason": "Different bugs: missing TensorFlow in a torch-only install vs cleanup of leftover dummy PT classes." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different bugs and models: Phi4MultimodalConfig default initialization vs VideoPrism hidden_states being assigned incorrectly." + "reason": "Different model-specific multimodal failures with different symptoms and code paths." }, { "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." + "reason": "Tokenizer special-token behavior regression is unrelated to thread-safety in fast tokenizers." }, { "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." + "reason": "Save-pretrained missing files is a different problem from Qwen3.5 MoE from_pretrained errors." }, { "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." + "reason": "LayoutLMv2 tokenizer crash on NER/padding is not the same 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." + "reason": "auto_mappings config reference cleanup and HF hub CLI attribute breakage are unrelated." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask logic and MaskGenerationPipeline partial-batch handling are separate bugs." + "reason": "Gemma4 attention-mask bug and final partial-batch handling are distinct issues." }, { "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." + "reason": "VRAM leak in multi-threaded dataloaders is different from FA2 long-context performance regression." }, { "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." + "reason": "Both are v5 tokenizer regressions, 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." + "reason": "AutoTokenizer loading failure is not the same as add_special_tokens not adding BOS/EOS." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4 config defaults and Whisper trailing-replacement-character decode crash are unrelated." + "reason": "Different model paths: multimodal config init vs Whisper timestamp decode crash." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error is not the same as a documentation parameter-name mismatch." + "reason": "Notebook syntax error and docs parameter-name mismatch are not the same underlying problem." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Broken SigLIP2 example and broken DIA example are different documentation issues." + "reason": "Two separate broken documentation examples for different models." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different root causes." + "reason": "Sentence-transformers import NameError and missing Qwen2.5-VL export are unrelated import issues." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions: a global v5 cleanup-behavior change vs Deepseek-specific incorrect tokenization." + "reason": "Both are tokenizer v5 regressions, but they target different failure modes and code paths." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and MLFlow reporting on failed training jobs are unrelated." + "reason": "FlashAttention2 XLM-R issue 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." + "reason": "VRAM leak in dataloader threads is a different bug from tokenizer thread-safety." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline mode model_info() call in AutoTokenizer is unrelated to tokenizer thread safety." + "reason": "Offline model_info() hub call bug is unrelated to tokenizer thread-safety." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Multimodal config initialization and ModelOutput key assignment are different subsystems and bugs." + "reason": "Failed-job MLflow handling and Llama 3.2 model loading regression are different issues." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "MLFlow job-status reporting and Llama 3.2 Vision model loading regression are unrelated." + "reason": "Multimodal config defaulting and ModelOutput key assignment 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." + "reason": "Missing image-patch method in an image processor is not the same as meta-init incompatibility for old checkpoints." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenizer cleanup behavior change and processor.tokenizer/images regression are not the same defect." + "reason": "Both are v5 regressions, but they involve different tokenizer/processor behaviors and different failure modes." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Reading a registered buffer and deepspeed causing double optimizer steps are unrelated." + "reason": "Position_ids buffer access and deepspeed double optimizer-step are unrelated training/runtime bugs." }, { "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." + "reason": "Tokenizer cleanup regression and Pegasus output differences are distinct v4-v5 behavior changes." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose breakage and Gemma 4 token-type defaults are different model-specific bugs." + "reason": "Broken VitPose models and Gemma4 mm_token_type_ids defaults are different multimodal issues." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow failure reporting is unrelated to the new compute_loss argument error in CustomTrainer." + "reason": "MLflow reporting on failed jobs and CustomTrainer signature mismatch are unrelated training bugs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache tensor indexing crash and auto_docstring AttributeError are unrelated." + "reason": "Serve KV-cache indexing crash and auto_docstring future-annotations crash are different code paths." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/setup failures." + "reason": "FP8 save_pretrained MoE issue is unrelated to tokenizer_config class mismatch on save_pretrained." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config class metadata." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/setup failures." }, { "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." + "reason": "Optimizer args not used is not the same as a documentation parameter-name mismatch." } ] }, @@ -15318,20 +15360,20 @@ "issue:46305|issue:46655", "issue:42831|issue:45310" ], - "prepared_review_unit_hash": "cdbafb550934fe74fe7a7998ba71a1f7e0b1bb87e1a15d1b50cdfb3ea4e9dc83", + "prepared_review_unit_hash": "d97dfd1da9e1aba3c91b3edea61e6d4260657b5f59e172b0a4ca60f3f84c5998", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37295, + "serialized_chars": 37294, "estimated_input_tokens": 9324, "estimated_eval_tokens": 18904 }, @@ -15340,210 +15382,210 @@ "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).", + "summary": "Heterogeneous cluster of largely unrelated Transformers issues; none of the soft edges look like true duplicates, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: these reports span unrelated bugs across tokenizers, configs, generation, multimodal processors, buffers, CLI, and hardware-specific behavior.", "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_issue_reason": "If a representative issue is needed, issue 44263 is the most concrete core-code bug, but it does not subsume the rest of the cluster.", "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." + "reason": "Different failures: example script multi-label output vs local dataset loading." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." + "reason": "Version pinning problem vs dummy class cleanup; unrelated symptoms and fixes." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config class mismatch and optimizer stepping twice are unrelated." + "reason": "Tokenizer config mismatch vs deepspeed optimizer stepping; different code paths." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue and processor.save_pretrained missing files are unrelated code paths." + "reason": "FP8 accuracy issue vs missing processor save files; not the same bug." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Nonexistent image_utils import vs dummy class cleanup; different problems." + "reason": "Import/export surface issue vs leftover dummy classes; different underlying problems." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained bug is distinct from processor serialization issues." + "reason": "FP8 save_pretrained behavior vs processor.save_pretrained missing files; unrelated." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output regression and AttentionInterface.register behavior are unrelated." + "reason": "Model output differences across versions vs AttentionInterface registration behavior; different code paths." }, { "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." + "reason": "Tokenizer BPE marker handling vs AutoTokenizer import/load regression; not the same defect." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different model bugs." + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan; distinct model issues." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Default config initialization and junk non-persistent buffers are unrelated." + "reason": "Default multimodal config initialization vs non-persistent buffer initialization; different bugs." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime error and attention registration behavior are unrelated." + "reason": "Category cardinality limit error vs AttentionInterface behavior; no concrete overlap." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring error is not the same bug as a RoPE implementation discussion." + "reason": "Docstring mismatch vs RoPE implementation discussion; documentation vs code behavior." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config mismatch and Qwen3.5 MoE from_pretrained failure are different failures." + "reason": "Tokenizer class saved incorrectly vs Qwen3.5 MoE from_pretrained error; different failure modes." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing AutoImageProcessor and missing is_offline_mode are distinct import regressions." + "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; separate API breaks." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer ReLU discussion vs Minimax attention numerical differences are unrelated." + "reason": "DSA indexer design discussion vs Minimax MSA numerical differences; unrelated components." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are different config issues." + "reason": "Type checking regression in PretrainedConfig vs LlamaConfig head_dim validation; different APIs." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained behavior and max_shard_size default are unrelated." + "reason": "FP8 save_pretrained bug vs shard-size question in save_pretrained; not duplicate." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure and flash-attention generation bug are different code paths." + "reason": "Tokenizer loading regression vs Qwen3.5 flash-attention generation issue; unrelated." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization-version differences and FP8 inference on B200 are unrelated." + "reason": "Tokenization change across versions vs FP8 inference failure on B200; different symptoms and fixes." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Legacy-field model loading and CLI completion breakage are unrelated." + "reason": "Legacy BEiT preset loading vs CLI breakage from huggingface_hub API change; unrelated." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state and quantized-embedder dtype casting are unrelated." + "reason": "Stale phonemizer language state vs Gemma4 dtype casting for quantized embedders; different bugs." }, { "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." + "reason": "DSA indexer split behavior vs old InternVL2 meta-init incompatibility; no shared code path." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer return-value bug and docstring mismatch are not the same issue." + "reason": "Runtime indexer bug vs docstring issue; clearly not duplicates." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading registered position_ids buffers and processor.save_pretrained missing files are unrelated." + "reason": "Buffer read error for position_ids vs processor.save_pretrained missing files; unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs after sync_gpus and cache_length honoring are different generation behaviors." + "reason": "Generation kwarg update issue vs cache length config only affecting quantized cache; different mechanisms." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template are unrelated." + "reason": "FP8 inference failure on B200 vs missing processor chat template; unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "sync_gpus generation kwargs and long OCR index errors are unrelated." + "reason": "Generation state handling vs long OCR input index error; different subsystems." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and zero-probabilities in SigLIP2 are unrelated model issues." + "reason": "Sentence Transformers loading hang vs zero probabilities in a SigLIP model; not the same issue." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading and LlamaConfig head_dim validation are unrelated." + "reason": "Local dataset loading in example script vs LlamaConfig head_dim validation; 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." + "reason": "Same module area but different concrete defects: split return values vs missing ReLU in the DSA indexer." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 video missing attribute and MoonshineStreaming off-by-one are unrelated." + "reason": "SAM 3 Video attribute error vs MoonshineStreaming mask off-by-one; unrelated models and code paths." }, { "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." + "reason": "Sliding-window off-by-one vs SmolVLM padding calculation; both video-related but different bugs." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy and Qwen3.5 MoE from_pretrained error are different problems." + "reason": "General FP8 accuracy report vs Qwen3.5 MoE from_pretrained error; no evidence of the same root cause." } ] }, @@ -15648,14 +15690,14 @@ "issue:43232|issue:45593", "issue:45381|issue:46909" ], - "prepared_review_unit_hash": "0eeaa236dde7934e8080b4cb8206852aa39007e023b761ae257d1c97f9251a00", + "prepared_review_unit_hash": "da92a6560858a4df628a32c92eff4cbe889911da7de726b0b1218d03e2c2755e", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, @@ -15670,198 +15712,192 @@ "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, + "summary": "These issues are mostly unrelated across import regressions, tokenizer behavior, multimodal processor bugs, quantization/save-load problems, and model-specific training/runtime defects. None of the soft pairs looks like the same concrete bug/change, so all candidate duplicate edges should stay rejected. The broadest issue in the set is the v5 upgrade import-regression umbrella (#45278).", + "confidence": 0.83, + "canonical_issue_reason": "#45278 is the broadest representative issue here: it captures the general post-upgrade import regression theme that overlaps with several of the more specific import failures in the set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#45278 is the best global issue candidate because it is the most umbrella-like report and most likely to anchor this mixed cluster, even though the cluster is not actually a tight duplicate set.", "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." + "reason": "SAM3 LiteText memory overflow and a DIA documentation example bug are unrelated problems." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Import failure for transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + "reason": "A missing transformers.onnx import and XLMRoberta Flash Attention 2 behavior are different code paths." }, { "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." + "reason": "Both involve quantized model persistence, but one is dequantized Ministral/Devstral saving and the other is sinq round-trip breakage." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "These are both backend-missing AutoProcessor crashes, but for different model types and error paths." + "reason": "Both mention missing vision backends, but one is AutoProcessor/video-model loading and the other is unrecognized image processor handling." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A dependency issue is not the same as a SequenceFeatureExtractor padding performance regression." + "reason": "A generic dependency issue is not the same as a SequenceFeatureExtractor.pad 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." + "reason": "Both are multimodal save/load regressions, but they affect different models and fail in different ways." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy loss is unrelated to the Qwen3-VL-Moe bug." + "reason": "FineGrainedFP8 accuracy issues are unrelated to the Qwen3-VL-Moe transformers 5.0 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." + "reason": "A missing rms_norm_eps precision issue is not the same as an InternVL2 meta-init incompatibility." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different missing symbols from transformers; these are not the same import bug." + "reason": "These are separate missing-symbol import errors for different classes, not one shared failure." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "A multimodal model load failure is unrelated to a huggingface_hub CLI completion breakage." + "reason": "A model-load failure and a huggingface_hub CLI completion regression are unrelated." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash Attention 3 training degeneration is a different problem from NaNs after checkout/init." + "reason": "Flash Attention 3 causing degenerate training is a different bug from NaNs on 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." + "reason": "Qwen2.5-VL video position IDs and MoonshineStreaming window masking are distinct algorithmic bugs." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection is unrelated to Gemma4Processor missing _tokenizer." + "reason": "An API request rejection and a Gemma4Processor missing _tokenizer crash are different failure modes." }, { "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." + "reason": "A sam3/sam3_tracker type mismatch is unrelated to Sam3Model text encoder weight loading." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy issues are unrelated to a Qwen3_5 image-specific infinite loop." + "reason": "FineGrainedFP8 accuracy loss and a Qwen3_5 infinite loop on a specific image are not the same bug." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Incorrect mllama mask handling is unrelated to a deepseek-v4 transpose/dtype issue." + "reason": "An mllama masking issue and a DeepSeek-V4 dtype/transpose issue are separate code paths." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "A missing module import is unrelated to tokenizer spacing after added tokens." + "reason": "An ONNX import error and a tokenizer spacing bug do not share the same underlying cause." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring." + "reason": "torch.compile attention-kernel divergence is unrelated to a docstring typo." }, { "left": "issue:46305", "right": "issue:46664", "accept": false, - "reason": "Sliding-window mask off-by-one is different from inconsistent num_frames semantics." + "reason": "Sliding-window off-by-one masking and num_frames semantics in a video processor are different bugs." }, { "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." + "reason": "A QA top-k bounds crash and a CLI completion attribute error are unrelated." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Missing torchvision crash on AutoProcessor is different from image-placeholder handling in user text." + "reason": "Missing torchvision for AutoProcessor video loading is distinct from VL 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." + "reason": "Qwen3 offset_mapping errors and missing BOS/EOS insertion in mdeberta-v3 are different tokenizer regressions." }, { "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." + "reason": "The specific huggingface_hub import failure is related in theme to the broader upgrade report, but not the same concrete bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading failure is unrelated to quantized model saving failure." + "reason": "Offline tokenizer cache loading and quantized model saving failures are different behaviors." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type are different bugs." + "reason": "An HF_HUB_OFFLINE cache-load regression is not the same as a wrong decoder type in Transformers v5." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta is unrelated to Sentence Transformers loading hangs." + "reason": "Flash Attention 2 support for XLMRoberta and a Sentence Transformers loading hang are unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Ministral BPE marker handling is not the same as cross-version tokenization drift." + "reason": "A model-specific BPE-marker bug is not the same as a cross-version tokenization difference report." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "sam3 model-type warning is unrelated to memory overflow in sam3-litetext." + "reason": "A sam3 model-type warning and a SAM3 LiteText memory overflow are different issues." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." }, { "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." + "reason": "Qwen2.5-VL vision_position_ids and a DIA documentation example bug have no common fix." } ] }, @@ -15947,8 +15983,8 @@ "issue:43784|issue:45600", "issue:43756|issue:44060", "issue:42907|issue:43937", - "issue:44117|issue:44704", "issue:43329|issue:47059", + "issue:44117|issue:44704", "issue:39401|issue:44488", "issue:39401|issue:44521", "issue:44625|issue:44829", @@ -15965,20 +16001,20 @@ "issue:44038|issue:44222", "issue:45216|issue:45478" ], - "prepared_review_unit_hash": "924ae0c7d42a16a83d67584606f488b33aad927ea575c118418116b07805a36b", + "prepared_review_unit_hash": "d3de91ee24d97f94e7e5104c1e9dce6a9148d4eb5b2d7eaf837b82a96f121029", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35735, + "serialized_chars": 35736, "estimated_input_tokens": 8934, "estimated_eval_tokens": 18124 }, @@ -15987,192 +16023,192 @@ "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.", + "summary": "This set is mostly a grab bag of unrelated Transformers issues; a few are loosely similar by subsystem (imports, Qwen, SAM, tokenizer/API regressions), but none of the soft pairs look like true duplicates of the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style regression here (multiple import failures after upgrading), so it is the closest representative issue, though the set is not a real duplicate cluster.", "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_issue_reason": "Issue 45278 has the widest scope and is the most plausible representative of the few import-regression-themed reports in this set.", "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." + "reason": "Unrelated: Qwen3OmniMoe video-processing failure vs a broken DIA documentation example." }, { "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." + "reason": "Different bugs: custom model initialization regression vs NaNs in classification heads." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Buffer access error and tokenizer config mismatch are unrelated bugs." + "reason": "Different code paths: reading a registered buffer vs tokenizer save_pretrained metadata mismatch." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models is unrelated to pipeline-parallel generation output corruption." + "reason": "Different problems: save_pretrained for dequantized models vs incorrect output under pipeline parallelism." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "CLI/env command breakage and a missing import in sentence-transformers are different code paths." + "reason": "Different failures: CLI env command regression vs sentence-transformers import NameError." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Stuck loading sentence-transformers and a MacOS bus error on CLIP are different issues." + "reason": "Both are load/runtime issues, but they affect different models and failure modes." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure does not match multimodal model load failure." + "reason": "Different models and paths: dequantized save issue vs loading Phi-4 multimodal-instruct." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version support issue is unrelated to pipeline-parallel incorrect output." + "reason": "Unrelated: Python version incompatibility vs pipeline-parallelism output corruption." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings warning has nothing to do with the DSA indexer split bug." + "reason": "No overlap in underlying bug: TF32 API guidance vs a GlmMoeDsaIndexer torch.split issue." }, { "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." + "reason": "Related only at a broad import-regression level; one missing import is not the same concrete bug as a set of many import errors." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Missing nn import in sentence-transformers and broken Sam3LiteText auto-mappings are separate import bugs." + "reason": "Different problems: sentence-transformers import NameError vs stale auto_mappings references to removed configs." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE layer count issue and tied-weights warning are different GLM-5 problems." + "reason": "Different model-specific regressions: RoPE layer count issue vs incorrect tied-weights warning." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Save/pretrained dequantization failure is unrelated to invalid GenerationConfig." + "reason": "Unrelated: save_pretrained dequantization failure vs invalid GenerationConfig for GLM-5." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Tokenizer mapping None handling and AutoProcessor kwargs forwarding are different API bugs." + "reason": "Completely different areas: multimodal token counting bug vs CLI completion test failure." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Multimodal token counting bug is unrelated to the CLI completion attribute error." + "reason": "Both involve from_pretrained plumbing, but the concrete failures are different and not the same bug." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset mapping for Qwen3 tokenizer and failure to load a specific model are unrelated." + "reason": "Different issues: wrong tokenizer offsets vs failure to load a specific model." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping bug and multimodal assistant mask bug are different code paths." + "reason": "Different tokenizer-related symptoms: offset mapping vs multimodal assistant_masks." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash-attention training degeneration are unrelated." + "reason": "Different regressions: num_labels propagation vs flash_attention_3 training degradation." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are separate issues." + "reason": "Different topics: DSA indexer activation discussion vs GLM-5 RoPE implementation." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Cached-file kwarg forwarding and chat-template tool-call crash are unrelated." + "reason": "Different code paths: cached_file kwargs forwarding vs chat-template tool-call crash." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "DeepSeek-v4 tensor op bug and Minimax attention numerical mismatch are different models/code paths." + "reason": "Both are numerical/model-computation issues, but they concern different architectures and different failure modes." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading issue and tokenizer save metadata mismatch are unrelated." + "reason": "Unrelated: Qwen3-VL-Moe bug vs tokenizer_class metadata mismatch on save." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Version-dependent tokenization drift and continue_final_message handling are not the same bug." + "reason": "Both affect tokenization, but one is version-to-version tokenization drift and the other is a mistral_common continue_final_message 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." + "reason": "Different behaviors: tokenizer output drift across versions vs assistant_mask generation for multimodal chat templates." }, { "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." + "reason": "Different failures: Qwen3-VL-Moe regression vs position_ids buffer access error." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Wrong model class warning and missing fpn_position_embeddings attribute are distinct SAM3 video issues." + "reason": "Same broad SAM 3 area, but one is a model-type warning and the other is a missing attribute error; not the same bug." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save failure and gguf_file handling in from_pretrained are unrelated." + "reason": "Different loading/saving paths: dequantized save issue vs gguf_file breaking tokenizer/model loading." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + "reason": "Unrelated: missing transformers.onnx module vs slow/fast tokenizer inconsistency." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe are different failures." + "reason": "Different MoE-related issues: Qwen3-VL-Moe regression vs FP8 save_pretrained behavior." }, { "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." + "reason": "Related model family, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." } ] }, @@ -16276,14 +16312,14 @@ "issue:44610|issue:46909", "issue:42371|issue:43874" ], - "prepared_review_unit_hash": "1d55ab959129dff404efc2ca10e0c314707996e009bef833460cddc71e5a878a", + "prepared_review_unit_hash": "7ff9db405cc8aa8fed4a17ebade3a5d712580e65c5992a486407518a15b93bb4", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, @@ -16298,126 +16334,126 @@ "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.", + "summary": "This cluster is mostly a mix of unrelated issue reports; the soft-paired items are generally only superficially similar (often just same model family or same kind of error), not the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue cleanly represents the whole set because the items span unrelated regressions. If narrowed to the import-regression subset, issue 45278 is the broadest umbrella.", "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_issue_reason": "issue 45278 is the closest broad umbrella because it describes multiple import failures after a version upgrade, which overlaps with several import-error reports in the set.", "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." + "reason": "Both are import errors, but they involve different missing symbols and likely different breakpoints." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but they affect different tokenizers and different failure modes." + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers/models and do not look like the same bug." }, { "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." + "reason": "One is a classification example bug, the other is a multimodal config requirement issue; unrelated code paths." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Different tokenizer families and different bugs: wrong offset mapping vs stale phonemizer backend state." + "reason": "Different tokenizer implementations and symptoms; not the same underlying defect." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Separate missing-import regressions involving different packages and symbols." + "reason": "Both are import errors, but from different packages and with different missing names." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training behavior is unrelated to the classification example script bug." + "reason": "Tensor-parallel training and example-script classification behavior are unrelated." }, { "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." + "reason": "One is a missing module import, the other is a LayoutLMv3 validation/error-message issue." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different runtime issues: dtype drift in evaluation versus wrong output under pipeline parallelism." + "reason": "Dtype drift in evaluation is unrelated to pipeline-parallel output correctness." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Unrelated environment/support issues: backend extras packaging vs Python 3.14 loading failure." + "reason": "One concerns install extras/backends, the other Python 3.14 loading failures; different failure modes." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "Different generation/multimodal bugs in different code paths." + "reason": "Different generation/multimodal code paths and distinct bugs." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Both are vision-related, but they concern different models and different failures." + "reason": "Different model families and symptoms; no concrete shared code-path bug." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence and pad performance regression are not the same bug." + "reason": "Attention-kernel divergence and sequence padding inefficiency are unrelated." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter mismatch is unrelated to import-time docstring diagnostics on stdout." + "reason": "Both involve docs/automation, but one is a docstring parameter typo and the other is import-time logging noise." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same model family, but generation config validation and RoPE implementation are distinct problems." + "reason": "Both mention GLM-5, but one is config validation and the other is RoPE implementation; not the same bug." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization cleanup behavior in v5 is unrelated to phonemizer language cache state." + "reason": "Tokenization cleanup semantics and phonemizer backend state are unrelated." }, { "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." + "reason": "45278 is broader, but 38617 is just one specific import failure and does not clearly match the same concrete root cause." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "API request validation and VL image-placeholder handling are different failures." + "reason": "An API request rejection and a VL image-placeholder failure are different problems." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Different version-check bugs in different subsystems." + "reason": "Python version compatibility and a PyTorch version-check bug are unrelated." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Same model family, but from_pretrained/load errors here are not the same concrete bug." + "reason": "Same broad model family, but different versions and different failure modes; not mergeable as one fix." }, { "left": "issue:43611", @@ -16429,55 +16465,55 @@ "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different symptom sets." + "reason": "Both are tokenizer regressions, but one is decoder typing and the other is incorrect Deepseek tokenization; not the same underlying issue." }, { "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." + "reason": "Save/load key handling and from_pretrained failures are distinct bugs even within the same model family." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-file execution errors are unrelated to a docstring parameter-name mismatch." + "reason": "Compiled-Python runtime errors and documentation parameter mismatch are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "A config propagation bug is not the same as NaNs in classification heads." + "reason": "Config propagation for num_labels is unrelated to NaNs in classification heads." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage under dataloader threads and bfloat16 dtype mismatch are unrelated." + "reason": "VRAM leak in threaded loading and bfloat16 dtype mismatch are different issues." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification script behavior and SigLIP2 implementation mismatch are different bugs." + "reason": "Classification example behavior and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extractor length calculation is unrelated to the PyTorch version-check import bug." + "reason": "Audio feature-length helper behavior and a flex_attention import-version check are unrelated." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor/model input-size mismatch is unrelated to a broken documentation example." + "reason": "Processor image-size mismatch and broken documentation example are not the same bug." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 configuration guidance and a missing image-processor method are different issues." + "reason": "TF32 API guidance and a multimodal patch-count AttributeError are unrelated." } ] }, @@ -16580,208 +16616,202 @@ "issue:44466|issue:46002", "issue:39379|issue:46897" ], - "prepared_review_unit_hash": "b7a9746c9ad36197f32081bc57f727091e860f565c59782fc9b108bab02eeb2e", + "prepared_review_unit_hash": "5e05cdf8b73179d4c446c7cba4da4ed5660383b2361717743da577b2b6f67a20", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35906, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "serialized_chars": 35897, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "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.", + "summary": "This cluster is dominated by false-positive similarity matches: the issues span unrelated bugs, models, and subsystems, with only superficial lexical overlap. I do not see a single underlying duplicate issue or a reusable PR theme here.", + "confidence": 0.98, + "canonical_issue_reason": null, "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_issue_reason": "No issue cleanly represents the whole cluster because the items are heterogeneous and not duplicates of one another.", "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." + "reason": "Optimizer argument handling and post-train evaluation failure are different code paths and symptoms." }, { "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." + "reason": "Both are output-field bugs, but for different models and different tensors; not the same defect." }, { "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." + "reason": "Missing image-processor backend vs repeated HTTP 429 retries when fetching config files are unrelated." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "A padding performance issue in SequenceFeatureExtractor versus a streaming pipeline regression; different subsystem and symptom." + "reason": "Padding performance issue and streaming pipeline regression are separate behaviors in different components." }, { "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." + "reason": "Both mention Flash Attention 2, but one is GPT-2 support and the other is a generic open FlashAttention issue." }, { "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." + "reason": "Missing encoder weights on load is unrelated to AutoProcessor not forwarding kwargs to cached_file." }, { "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." + "reason": "Tokenizer decoder typing and model accuracy regression after upgrade are not the same bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label output bug versus pipeline() messaging about translation support; unrelated functionality." + "reason": "Classification example output is unrelated to the pipeline translation error message change." }, { "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." + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are different 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." + "reason": "Meta-init incompatibility for InternVL2 is unrelated to Minimax attention numerical differences." }, { "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." + "reason": "Tokenizer loading regression and wrong offset mapping for Qwen3 are distinct tokenizer bugs." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in multi-threaded inference versus tokenizer BPE marker handling; completely different subsystems." + "reason": "VRAM leak in dataloader threads and BPE marker handling are separate tokenizer/model issues." }, { "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." + "reason": "Stale indexer cache crash and image over-padding are unrelated subsystems." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "torch.split return-value handling in GlmMoeDsaIndexer versus Minimax attention numerical differences; no shared fix." + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is not the same as Minimax attention numerical drift." }, { "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." + "reason": "Chunked prefill cache handling and SequenceFeatureExtractor padding performance do not share the same root cause." }, { "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." + "reason": "Missing exported model class and repeated 429 retries are unrelated processor/loading failures." }, { "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." + "reason": "Trainer optimizer-state corruption under FSDP2/PEFT is unrelated to GenerationMixin cache missing in chunked prefill." }, { "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." + "reason": "mllama mask handling and auxiliary-loss normalization bugs affect different model families and code paths." }, { "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." + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation-layer issues." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Package version pin mismatch versus a PyTorch version check bug; different kinds of maintenance issues." + "reason": "A dependency version bump and a backend version check bug are unrelated." }, { "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." + "reason": "GPT-2 attention scaling backend behavior and Gemma4 bidirectional mask construction are different attention bugs." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model breakage versus RTDetr loss infeasibility; unrelated vision model bugs." + "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are unrelated model failures." }, { "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." + "reason": "VitPose breakage and Ministral FlashAttention failure are unrelated model-specific issues." }, { "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." + "reason": "Tokenizer mapping None handling and flash_attention.py crashing on s_aux=None are different failure sites." }, { "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." + "reason": "init_empty_weights argument compatibility and PretrainedConfig type checking are distinct v5 regressions." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose model failures are unrelated to apply_chat_template crashing on an empty list." + "reason": "VitPose model import/breakage is unrelated to apply_chat_template on empty lists." }, { "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." + "reason": "lm_head serialization inconsistency and NaNs in classification heads are not the same underlying bug." }, { "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." + "reason": "Mask handling in mllama and Florence2 double-shift training loss are separate model bugs." } ] }, @@ -16861,8 +16891,8 @@ "issue:45071|issue:46512", "issue:45071|issue:47059", "issue:44704|issue:47110", - "issue:44829|issue:45216", "issue:45341|issue:46328", + "issue:44829|issue:45216", "issue:43450|issue:43986", "issue:44117|issue:45081", "issue:45341|issue:45561", @@ -16885,208 +16915,208 @@ "issue:38617|issue:44220", "issue:44263|issue:44485" ], - "prepared_review_unit_hash": "6950e666c91e58310b860c12b3bb63fb187253f7e5e34995f9c4b27aab06941c", + "prepared_review_unit_hash": "9e4a620e6cdb4b1d8fbd9e088d6cecfcc987914365d58d54572550fd2d3c9d89", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36077, - "estimated_input_tokens": 9020, - "estimated_eval_tokens": 18296 + "serialized_chars": 36073, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 }, "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.", + "summary": "The soft pairs mostly look like thematically similar but distinct bugs. I found no pair that clearly describes the same underlying issue/change closely enough to merge as duplicates.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 45278 is the broadest and most representative user-facing regression in the set: it summarizes multiple import failures after an upgrade and is a better umbrella candidate than the more narrowly scoped reports.", "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_issue_reason": "Issue 45278 is the best global issue candidate because it is broad, concrete, and likely to capture related import-regression reports without being overly specific to one model or API surface.", "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." + "reason": "Different model families and failures: qwen3next missing projections vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different failures and code paths: invalid GenerationConfig vs flash-attention generation behavior." + "reason": "Both are generation bugs, but one is invalid GenerationConfig for GLM-5 and the other is a Qwen3.5 flash-attention generation regression." }, { "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)." + "reason": "Both are tokenizer regressions, but they affect different models and different symptoms: offset_mapping vs incorrect 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." + "reason": "One is a PretrainedConfig type-checking regression; the other is a dtype/config state mismatch during from_config." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "Core config typing regression vs CLI completion incompatibility; unrelated bugs." + "reason": "Completely unrelated: config type checking versus a CLI incompatibility with huggingface_hub." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "Different paths: AutoProcessor kwargs forwarding vs special_tokens list handling." + "reason": "Different code paths: AutoProcessor kwarg forwarding vs special_tokens handling on a list input." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are distinct issues." + "reason": "Different testing/utility problems with no clear shared underlying bug." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Testing utility bug vs SequenceFeatureExtractor.pad performance problem; not the same change." + "reason": "Different regressions: flash_attention_3 training degeneracy vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug vs missing torchvision crash during AutoProcessor loading." + "reason": "Both touch video processing, but one is batched output shape and the other is an AutoProcessor crash when torchvision is missing." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling and Mistral regex patch failure are different loading edge cases." + "reason": "Tokenizer-loading failures, but caused by different mechanisms: missing mapping entry vs Mistral regex patch backend attribute access." }, { "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." + "reason": "Same file area, but a minor bug in testing_utils is not the same as an xdist race on captured_info.txt." }, { "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." + "reason": "Both involve remote/local model fetching, but cache-key collisions and repeated HTTP 429 retries are different bugs." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py execution failure and a testing_utils fix are unrelated." + "reason": "Unrelated: a 3d_parallel.py execution failure versus a testing_utils bug." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Different model-loading bugs: sam3_video/sam3_tracker warning vs MobileLLM key error." + "reason": "Different model-loading issues with different symptoms and code paths." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules." + "reason": "Both are import errors, but for different missing symbols and different affected APIs." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer regression across versions vs noisy logging message; not the same bug." + "reason": "Tokenizer behavior regression versus a logging-noise issue; not the same underlying problem." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the set_training() doc parameter mismatch." + "reason": "Different scopes entirely: strict config loading versus a documentation parameter-name mismatch." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose model breakage and unsupported BACKENDS_MAPPING backend are different backend/model issues." + "reason": "Different backend/component failures: vitpose model breakage versus a BACKENDS_MAPPING error for tensorflow_text." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and MLA rms_norm_eps precision are unrelated numeric/config concerns." + "reason": "TF32 API guidance and a layernorm epsilon precision bug are unrelated." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping regression is unrelated to FP8 inference failure on B200." + "reason": "Tokenizer offset mapping regression versus FP8/B200 inference failure." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model config are separate loading/validation failures." + "reason": "Invalid GenerationConfig for a specific model versus unrecognized model_type during loading." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical differences, but they concern different models and implementations." + "reason": "Both concern numerical differences, but they involve different models and different root causes." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size discussion is unrelated to Qwen3.5 MoE loading errors." + "reason": "Save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "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." + "reason": "The latter is a broad import-regression report, but this one is a specific nonexistent import; not clearly the same bug." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 configuration guidance has nothing to do with trust_remote_code cache FileNotFoundError." + "reason": "TF32 API messaging and trust_remote_code cache FileNotFoundError are unrelated." }, { "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." + "reason": "Both are Qwen-family loading complaints, but they describe different model variants and different failure modes." }, { "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." + "reason": "Both involve optimizers, but one is ignored SGD arguments and the other is a double optimizer step under deepspeed." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Different failures: missing layer_type_validation import vs _torch_extract_fbank_features behavior." + "reason": "ImportError for a missing symbol is unrelated to a feature-extractor internal issue." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + "reason": "Both are GLM-5-related, but one is a torch.split handling issue and the other is RoPE implementation; not the same defect." } ] }, @@ -17193,20 +17223,20 @@ "issue:44038|issue:44410", "issue:38617|issue:42757" ], - "prepared_review_unit_hash": "d9c9a6c76b3dbcdeedfd7ebcb496d8bf0c57a12d2c97fc903f364d8ed6fd657c", + "prepared_review_unit_hash": "5c8c75856754994ebec45e82867df24c0a4447e3a74cbd3af824d7120bb57015", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36927, + "serialized_chars": 36928, "estimated_input_tokens": 9232, "estimated_eval_tokens": 18720 }, @@ -17215,204 +17245,204 @@ "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.", + "summary": "This is a noisy similarity cluster of mostly unrelated Transformers/Hugging Face issues. The soft links are largely broad topic matches (tokenization, flash-attention, model loading, import errors) rather than the same underlying bug or change, so none should be merged as duplicates.", "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_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Both involve tokenizer behavior in v5, but one is a decoder-type mismatch and the other is a tokenization regression; not the same bug." }, { "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." + "reason": "Different models and failure modes: xLSTM training bugs vs CohereASR loss shifting." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed method/API regression versus unexpected key warnings in position IDs. These are unrelated breakages." + "reason": "Removal of a config field is unrelated to unexpected position-id keys in checkpoints." }, { "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." + "reason": "Optional post_init validation and HTTP 429 retry behavior are unrelated code paths." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Chunked prefill cache handling and a testing utility bug are unrelated." + "reason": "Generation cache/chunked prefill and a testing_utils 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." + "reason": "Both are Qwen-related, but one is a weight-shape mismatch and the other is missing projections in a different model." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty chat-template input crash versus streaming pipeline regression; different APIs and failure points." + "reason": "Empty-list chat template crash and streaming pipeline regression are different APIs and failures." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PretrainedConfig type-checking are unrelated issues." + "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." + "reason": "Missing image-patch helper vs MLA layernorm epsilon precision bug are 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." + "reason": "Both mention chat/completions, but one is request validation and the other is streaming inference on a specific model." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Different models and different Flash Attention 2 support gaps; not the same concrete defect." + "reason": "Flash Attention 2 support questions for different models; not the same concrete fix." }, { "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." + "reason": "Shard-size default and Qwen3.5 MoE from_pretrained errors are unrelated." }, { "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." + "reason": "torch.split return behavior in one indexer and a DeepSeek v4 transpose/dtype bug are unrelated." }, { "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." + "reason": "Missing ReLU in the DSA indexer is unrelated to DeepSeek tensor conversion/transposition." }, { "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." + "reason": "Both are Qwen model-loading problems, but they affect different model families and different failure points." }, { "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." + "reason": "FlashAttention regressions, but one is model support in v5 RC and the other is degenerate training with flash_attention_3; too different to merge." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "PyTorch warning during bfloat16 compilation versus BLIP2 dtype loading mismatch; not the same code path." + "reason": "A warning about bf16 compiling is not the same bug as Blip2 dtype staying float32 on load." }, { "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." + "reason": "Config-removal regression and gguf_file loading breakage are unrelated." }, { "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." + "reason": "MLA RMS-eps precision issue and GLM-5 RoPE implementation bug are different numerical/modeling problems." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video AutoProcessor crash without torchvision is unrelated to a testing utility bug." + "reason": "AutoProcessor/torchvision dependency crash is unrelated to the testing_utils 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." + "reason": "sys.modules access in modeling_utils and a testing utility bug are unrelated." }, { "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." + "reason": "Offline cache loading failure and HF_ENDPOINT 429 retry behavior are different network-handling bugs." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and testing_utils are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing multimodal token helper versus torch.split return-value handling are different errors." + "reason": "Different GLM issues: missing image patch count helper vs DSA indexer split semantics." }, { "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." + "reason": "Infinite loop on one image and memory overflow in another model are not the same defect." }, { "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." + "reason": "Tokenizer mapping returning None and a specific model load failure are not the same code-path issue." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed API in v5 versus flash_attention AttributeError on s_aux=None; separate code paths." + "reason": "Config removal and flash_attention.py s_aux=None crash are unrelated." }, { "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." + "reason": "Both are DeepSeek-family, but they concern different versions and different tensor/model implementation bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing projections in qwen3next and a config field being dropped by @strict are unrelated." + "reason": "Missing QKV/gate projections in qwen3next is unrelated to a missing vision config field." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache/chunked_prefill behavior and MaskGenerationPipeline batching are different pipeline bugs." + "reason": "Generation cache chunked-prefill behavior and MaskGenerationPipeline batch handling are unrelated." }, { "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." + "reason": "Different Qwen model families with different architecture/config issues." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different modules; no shared underlying defect." + "reason": "Two distinct import errors from different modules; no shared underlying bug." } ] }, @@ -17495,8 +17525,8 @@ "issue:38617|issue:44351", "issue:44062|issue:44117", "issue:46298|issue:46752", - "issue:43097|issue:43873", "issue:43986|issue:44484", + "issue:43097|issue:43873", "issue:43012|issue:46821", "issue:44117|issue:46701", "issue:43502|issue:43992", @@ -17520,232 +17550,232 @@ "issue:43825|issue:44655", "issue:43352|issue:44380" ], - "prepared_review_unit_hash": "7f6522b2e6b08fb1b78982a5b71dae83dbea687f30acfd85aa5d9c949e80956e", + "prepared_review_unit_hash": "283d3fadf2f470680fe93abf86ced125d394219a935fdd57f520aec31a018d49", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37468, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "serialized_chars": 37460, + "estimated_input_tokens": 9365, + "estimated_eval_tokens": 18986 }, "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.", + "summary": "The cluster is highly heterogeneous: the proposed soft edges mostly share broad themes like imports, processors, training, or v5 regressions, but they do not describe the same concrete bug/change. None of the soft pairs should be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, "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_issue_reason": "issue:43097 is the clearest high-signal regression in the set: a concrete v5 API break with user-visible fallout and direct references, making it the best representative issue if one must be chosen.", "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." + "reason": "Both involve v5-era saving/loading regressions, but one is a removed API/embeddings issue and the other is a quantized-model persistence bug; different code paths." }, { "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`)." + "reason": "Both are processor/loading failures, but they fail on different missing dependencies/symbols in different models and packages." }, { "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`." + "reason": "Different training-stack bugs: optimizer state sharding with FSDP2/PEFT vs Liger kernel application with 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." + "reason": "Both mention training bugs, but they are different model-specific issues with different failure modes and fixes." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same subsystem, but different video-processor bugs: padding calculation vs the meaning of `num_frames`." + "reason": "Same subsystem, but one is an incorrect padding calculation and the other is inconsistent num_frames semantics; not the same defect." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Unrelated: missing `set_seed()` in a model integration test vs a noisy logging message." + "reason": "Unrelated concerns: missing set_seed in a test file versus 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`)." + "reason": "Both are import errors, but they are for different missing symbols in different modules; no shared underlying bug." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Different tokenizer problems: duplicate `special` kwarg handling vs `TOKENIZER_MAPPING_NAMES` returning `None`." + "reason": "One is an AddedToken constructor argument collision; the other is tokenizer mapping lookup assuming non-None; different failure points." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A logging nuisance is unrelated to `apply_chat_template` crashing on an empty list." + "reason": "Noisy logging and an empty-list apply_chat_template IndexError are unrelated bugs." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "One is about a removed/changed config API; the other is quantization offloading not behaving as expected." + "reason": "Processor dependency crash versus a question about the default max shard size; not the same issue." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Different concerns: missing `torchvision` during processor loading vs the default `max_shard_size` in save_pretrained." + "reason": "A removed config API and a quantization offloading bug are different regressions." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A PyTorch warning about bfloat16 precision is unrelated to TimesFM's `window_size` attribute crash." + "reason": "A PyTorch precision warning during bfloat16 compile is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Different failure modes: tokenizer mapping assumptions vs DiffusionGemma image-text-to-text pipeline behavior." + "reason": "Tokenizer mapping fallback bug versus an image-text-to-text pipeline failure; different components and causes." }, { "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." + "reason": "local_files_only still making API requests is unrelated to missing embed_tokens.weight when loading UMT5Encoder." }, { "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." + "reason": "Different model-specific problems: a dtype/transpose bug in deepseek-v4 versus an accuracy regression after upgrade." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Unrelated areas: `AutoProcessor.from_pretrained` kwargs forwarding vs auto-docstring crashing on postponed annotations." + "reason": "One is missing kwargs propagation in AutoProcessor.from_pretrained; the other is a docstring processor crash with future 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`." + "reason": "trainer.evaluate() after train() failing is not the same as import-time Trainer breakage due to 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." + "reason": "A specific model load failure is unrelated to a streaming pipeline regression." }, { "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." + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention is different from cache lazy initialization 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." + "reason": "Python 3.14 import/load failure and a BACKENDS_MAPPING validation error are unrelated environment/backend bugs." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Different subsystems: distributed training optimizer-state corruption vs pipeline streaming regression." + "reason": "Training optimizer-state corruption and streaming pipeline regression affect different subsystems and code paths." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "A save/load quantization issue is unrelated to an infinite-loop image-processing bug." + "reason": "Dequantized model save/load failure versus an infinite-loop multimodal inference bug; not the same bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Different persistence issues: dequantized model saving vs saving `Pipeline` objects." + "reason": "Both mention saving, but one is dequantized model persistence and the other is Pipeline save_pretrained support; different implementations." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class cleanup/leakage is unrelated to noisy logging." + "reason": "Leftover dummy classes in optional-object stubs are unrelated to a noisy logging message." }, { "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." + "reason": "A warning about float32 precision during bfloat16 compile is not the same as a Bamba torch.compile SDPA failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but they are about different model/config warnings and different fixes." + "reason": "These are different warnings with different causes: compile precision warning versus tie_word_embeddings configuration warning." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embedding weights during load is unrelated to the default shard size used in saving." + "reason": "Missing embed tokens on load is unrelated to default shard-size behavior." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Documentation still referencing removed pipelines is distinct from an actual streaming pipeline runtime regression." + "reason": "Docs still referencing pipeline() after removals is a documentation mismatch, not the streaming pipeline regression itself." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Nemotron flash-attention support and a Python-version compatibility/load issue are separate bugs." + "reason": "Unsupported Flash Attention 2.0 for one model is unrelated to a Python-version compatibility problem." }, { "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." + "reason": "Wrong tokenizer decoder type in v5 is a distinct tokenizer issue from an isolated reproduction of another issue." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba SDPA compile failures are different model-specific issues." + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model/backend bugs." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "An incorrect pipeline error message is unrelated to saving pipeline objects." + "reason": "An incorrect pipeline error message is not the same as inability to save 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." + "reason": "Different model/backend specifics: Nemotron lacking FA2 support versus GPT2 attention scaling ignored under SDPA/FlashAttention." } ] }, @@ -17850,214 +17880,214 @@ "issue:44625|issue:46077", "issue:36683|issue:43475" ], - "prepared_review_unit_hash": "b9ae99dd89176a1904a1727eef20dad1dfe72c68de1d17f7a2c263e182f7edb5", + "prepared_review_unit_hash": "d20ee96822f4d8520965a992ff9f4dc8f65abd0605e57481920d0eb3516b8650", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36392, - "estimated_input_tokens": 9098, - "estimated_eval_tokens": 18452 + "serialized_chars": 36396, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 }, "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.", + "summary": "These are a heterogeneous set of unrelated issues spanning import errors, model-specific regressions, API behavior changes, and test/CLI failures. None of the soft pairs look like the same underlying bug or change, so there is no safe canonical artifact for this cluster.", + "confidence": 0.93, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different failures: KV-cache tensor indexing vs streaming pipeline regression." }, { "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." + "reason": "Removed config API vs a vague logging message; no shared bug." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation on empty transcription and Trainer import conflicts are unrelated bugs." + "reason": "Whisper empty-transcription generation bug vs importing Trainer issue." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to AttentionInterface.register changing callback behavior." + "reason": "GPT2 attention scaling backend bug vs AttentionInterface registration behavior." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 model breakage and DeepSeek tensor transpose/dtype handling are different concrete failures." + "reason": "ESM2 breakage vs deepseek-v4 comb tensor operation; different models and code paths." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "`patchtsmixer` post_init validation is unrelated to importing Trainer with datasets installed." + "reason": "patchtsmixer post_init validation vs Trainer import conflict." }, { "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." + "reason": "FP8 save_pretrained issue vs Qwen3.5 MoE from_pretrained load error." }, { "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." + "reason": "Seeded test flakiness vs huggingface_hub CLI compatibility error." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different symbols in different modules and different breakages." + "reason": "Both are import errors, but for different symbols and likely different dependency breaks." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling backend behavior is unrelated to the zero-loss classification bug." + "reason": "Attention backend scaling bug vs sequence-classification zero-loss issue." }, { "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." + "reason": "Gemma3 missing config field vs Apple Silicon allocator 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." + "reason": "FSDP2/PEFT optimizer state bug vs attention scaling backend bug." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Package backend selection under `.[torch]` is unrelated to failing to import Trainer because of datasets." + "reason": "Packaging/backend extras problem vs inability to import Trainer." }, { "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." + "reason": "PyTorch warning on bf16 compilation vs compiled flex_attention failure on newer torch." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat-completions request rejection and batched processor padding crashes are different API layers and failures." + "reason": "Chat/completions request rejection vs Qwen2.5-VL batch chat template crash." }, { "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." + "reason": "Missing configuration_utils export vs unwanted network requests with local_files_only." }, { "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." + "reason": "Smollm3 RoPE-layer count bug vs GLM-5 RoPE design discussion/bug." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP attention outputs missing is unrelated to GPT2 attention scaling under alternate backends." + "reason": "CLIP attentions output regression vs GPT2 attention scaling backend bug." }, { "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." + "reason": "Different missing imports from different modules; not the same symbol or fix." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Embedding resize propagation and bidirectional attention mask construction are different model behaviors." + "reason": "Gemma4 embedding resize propagation vs bidirectional attention mask construction." }, { "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." + "reason": "CLIP attentions field missing vs CLIPVision hidden_states missing; related model, different outputs." }, { "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." + "reason": "Generic Qwen3-VL-Moe bug report vs FP8 inference support request." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and pipeline save_pretrained failure are distinct save-path bugs." + "reason": "Quantized model saving failure vs saving Pipeline objects." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated issues." + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading regression and a sorted-state_dict load error are different loading problems." + "reason": "Qwen3VL-Moe loading regression vs load failure when state_dict is sorted." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation is unrelated to the Trainer import failure." + "reason": "Qwen3.5 label propagation bug vs Trainer import dependency issue." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron FlashAttention2 support and invalid GenerationConfig in GLM-5 are different model-specific problems." + "reason": "Nemotron FlashAttention support gap vs invalid GenerationConfig error." }, { "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." + "reason": "base_model_prefix loading regression vs Pipeline save_pretrained behavior." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "`num_labels` propagation and Gemma4 bidirectional attention masks are unrelated model configuration bugs." + "reason": "Different Gemma/Qwen config issues affecting unrelated model behaviors." }, { "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." + "reason": "Missing Gemma3 config vocab_size vs SAM3 Video missing output attribute." } ] }, @@ -18164,14 +18194,14 @@ "issue:44360|issue:45440", "issue:42890|issue:44964" ], - "prepared_review_unit_hash": "f93e192be510a36284eac2068bfb5053e4a03a5d8419b80605931e9c8be42406", + "prepared_review_unit_hash": "3e3f3a077403413011fea4c09bd3d1931970fc3c0ce35cbf7a71b6f9b7d76d84", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 47, @@ -18186,220 +18216,217 @@ "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.", + "summary": "This looks like a loose bundle of unrelated Transformers issues around import/loading/save/config regressions. None of the soft pairs appear to be the same underlying bug or change, so all candidate duplicate edges are rejected.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set, centered on widespread import regressions after a version upgrade; it is the closest fit as a cluster anchor, though still not a true duplicate of the rest.", "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_issue_reason": "Issue 45278 is the most globally representative by scope, but the cluster is too heterogeneous for a strong canonical issue choice.", "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." + "reason": "Both mention import-time problems, but one is about compiled Python files and the other about doc-lint output at import time; different failures and code paths." }, { "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." + "reason": "Both involve save/load APIs, but one is Pipeline save_pretrained and the other is quantized sinq round-tripping; not the same 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." + "reason": "Both are Python-version compatibility reports, but they describe different environments and failure modes." }, { "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." + "reason": "Unrelated: one is a missing config attribute, the other is a post_init policy change for a model class." }, { "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." + "reason": "Both touch loading/saving state, but one is a sorted-state_dict load error and the other is an incorrect save_pretrained checkpoint layout for Qwen3.5." }, { "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." + "reason": "Both are version-compatibility failures, but they involve different dependencies and unrelated code paths." }, { "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." + "reason": "Different model/input bugs: missing config attribute versus special_tokens being a list." }, { "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." + "reason": "One is about attention-mask construction, the other about stale config dtype after from_config; not the same underlying defect." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions assignment and Qwen3.5 checkpoint saving are unrelated model-specific bugs." + "reason": "Different model families and different issues: missing attentions assignment versus bad visual encoder keys on save." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing-config-attribute bugs affecting different model families." + "reason": "Both are missing config attributes, but for different models and different fields; no shared bug path." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate() decoder_attention_mask initialization is unrelated to the tensor-parallel training optimizer bug." + "reason": "Bart generate UnboundLocalError and tensor-parallel training state bugs are unrelated." }, { "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." + "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to a cache strategy typo." }, { "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." + "reason": "Cache update no_grad behavior and import errors after upgrade are different subsystems and problems." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different model families and different failure modes in from_pretrained." + "reason": "Both are from_pretrained failures, but they concern different models and missing keys; not mergeable as one fix." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling and Trainer import failure are unrelated." + "reason": "Optimizer argument handling and Trainer import breakage due to datasets are unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs propagation and Qwen3.5 variable-length position_ids are separate bugs." + "reason": "Scheduler kwargs propagation and Qwen3.5 variable-length position_ids are unrelated." }, { "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." + "reason": "Both are loading/round-trip problems, but one is a sorted state_dict load error and the other is a Gemma pipeline round-trip issue." }, { "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." + "reason": "Different vision/detection failures: Qwen3-VL bounding boxes versus RTDetrLoss cost matrix infeasibility." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "BART generate() decoder mask initialization and tokenizer loading regression are not the same underlying bug." + "reason": "Bart generate runtime error and tokenizer loading regression are not the same 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." + "reason": "Both are import-time errors, but one is about compiled Python files and the other about @torch.jit.script parsing on Python 3.13." }, { "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." + "reason": "Tensor-parallel training bug and TP OOM while loading a large Qwen model are distinct failure modes." }, { "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." + "reason": "A cache/layer no_grad change is not the same as a broad complaint that version 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." + "accept": false, + "reason": "Both concern import performance, but one is about removing import * usage and the other is an intermittent slow-import report; too broad to merge." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Generic load-model ordering issues and a missing Qwen3_5MoeVisionConfig field are different bugs." + "reason": "Different key-mapping/config issues for different model families; not the same underlying load/save bug." }, { "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." + "reason": "Both are test flakiness reports, but one is about missing set_seed in SAM-HQ tests and the other is an xdist file race." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment and patchtsmixer post_init eligibility are unrelated." + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update decoration and Python-version compatibility are unrelated." + "reason": "Cache no_grad behavior and Python-version import failure 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." + "reason": "Both are save/load regressions, but one is a load error from state_dict ordering and the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different from_pretrained failures on different model families; no shared code path is evident." + "reason": "Different models and different missing-key symptoms; not the same from_pretrained bug." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing ImportError and tokenizer loading regression are unrelated." + "reason": "ImportError due to missing PyTorch 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." + "reason": "Different CLIP-related issues with different symptoms: attentions missing versus inconsistent class structure." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA indexer discussion about ReLU is unrelated to DeepseekV3MoE implementation divergence." + "reason": "A ReLU omission in DSA indexer is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "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." + "reason": "Test seeding flakiness and Phi-4 multimodal load failure are unrelated." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18506,20 +18533,20 @@ "issue:43352|issue:44961", "issue:44351|issue:46617" ], - "prepared_review_unit_hash": "ab6a6d6101f1b0698802f0e95d0591a94a332f9f876b4cd3f3eb0b2f2a11407b", + "prepared_review_unit_hash": "70c54b0f482b11635334049586f0a7c5d8e79220f90da86d8de9602b4ee3733d", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39005, + "serialized_chars": 39007, "estimated_input_tokens": 9752, "estimated_eval_tokens": 19760 }, @@ -18528,246 +18555,240 @@ "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.", + "summary": "These soft links mostly connect related-looking regressions, but the concrete symptoms and code paths are different enough that none should be merged as duplicates. The best representative issue is the version-bound checkpoint-loading regression in 44556.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44556 is the clearest, most actionable representative: it names a specific cross-version checkpoint reload failure with a precise upgrade boundary, unlike the broader or more ambiguous reports.", "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_issue_reason": "44556 is the strongest triage anchor because it is concrete, reproducible, and narrowly scoped, making it more suitable as a canonical issue than the vaguer broad-breakage reports.", "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." + "reason": "Different bugs: one is local_files_only still making network calls, the other is AddedToken argument duplication during token handling." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test flakiness, but they concern different tests and different root causes." + "reason": "Both are CI/test failures, but they affect different tests and different failure modes, not the same underlying bug." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Unrelated: v5 tokenization-space behavior change vs SmolVLM video-frame semantics." + "reason": "Unrelated areas: tokenization cleanup behavior vs SmolVLM video num_frames 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." + "reason": "FP8 save_pretrained behavior for MoE is a different code path from missing _tp_plan for tensor parallelism." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Different code paths: KV-cache continuation crash vs trust_remote_code cache FileNotFoundError." + "reason": "KV-cache continuation indexing crash is unrelated to 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." + "reason": "Both concern loading, but one is AutoTokenizer v5 loading and the other is checkpoint reload across versions; the likely root causes differ." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "No overlap beyond being Transformers bugs." + "reason": "Local-files-only network leakage and GLM-5 RoPE implementation are different problems." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Different failures: multimodal token counting vs cache-based trust_remote_code loading." + "reason": "Missing image-processor method in GLM46V is unrelated to cache file lookup failure." }, { "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." + "reason": "A broad complaint about many models breaking is not the same bug as special_tokens being a list instead of a dict." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Different import/load failures for different subsystems." + "reason": "Importing a specific model class and loading a cached trust_remote_code model are different failure modes." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Unrelated model internals: cache/layer update decoration vs dummy Conv2d in Sam3PixelDecoder." + "reason": "no_grad decoration on cache/layer update methods is unrelated to the 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." + "reason": "The v5 env command breakage and AttentionInterface.register behavior change are separate API issues." }, { "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." + "reason": "Same model family, but one is missing tensor-parallel plan metadata while the other is a generic from_pretrained error; not enough evidence they are the same bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Different regressions: int4 memory growth/OOM vs checkpoint reload compatibility." + "reason": "Int4 quantization OOM from reserved memory growth is different from checkpoint reload failure after version upgrade." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different causes." + "reason": "Importing PreTrainedModel and importing HybridCache are distinct missing-symbol issues." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting vs tokenizer loading regression; unrelated." + "reason": "MLFlow reporting on failed jobs and tokenizer loading regression are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs/pipeline references vs an unrelated issue titled racoon." + "reason": "Docs still referencing pipeline() is unrelated to the racoon issue." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Related model family, but tensor-parallel plan and strict config-field dropping are different bugs." + "reason": "Different Qwen3.5 MoE config/loading problems: tensor-parallel plan vs a missing vision config field dropped by strict parsing." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence-Transformers loading hang vs documentation confusion; no duplicate signal." + "reason": "Sentence-Transformers loading hang and forward() docs confusion do not describe the same underlying bug." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors vs performance regression after upgrade; unrelated." + "reason": "Compiled Python file errors and a data-filtering slowdown report are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No substantive overlap." + "reason": "Network access despite local_files_only and the racoon issue are unrelated." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Different areas: offline/local file handling vs FP8 save_pretrained for MoE." + "reason": "local_files_only network leakage does not match FP8 save_pretrained MoE behavior." }, { "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." + "reason": "Video num_frames semantics in SmolVLM are different from AutoProcessor backend-missing error handling." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both mention generation/cache internals, but they are different failures and code paths." + "reason": "Decorating cache/layer update with no_grad and post-sync_gpus generation kwargs handling are different generation internals." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow job reporting vs tensor-parallel training bug." + "reason": "Failed-job MLFlow reporting and tensor parallel training bugs are unrelated." }, { "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." + "reason": "Qwen3VL MoE model loading in dev0 and cross-version checkpoint reload failures are different regressions." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Generate() runtime error vs documentation ambiguity; unrelated." + "reason": "BART generate() decoder_attention_mask UnboundLocalError is unrelated to forward() doc confusion." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but they involve different models and likely different failure points." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are separate model-loading bugs." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors vs PretrainedConfig type checking; unrelated." + "reason": "Compiled-file runtime errors and PretrainedConfig type checking changes are different issues." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Import error from huggingface_hub vs broken transformers env command; not the same issue." + "reason": "Missing is_offline_mode import from huggingface_hub and the env command regression are different breakages." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI command breakage vs typing/type-checking regression; unrelated." + "reason": "CLI env command failure and PretrainedConfig type-checking breakage affect different surfaces." }, { "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." + "reason": "These are both CLI-related but stem from different dependencies and different failing commands." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion vs missing import symbol; unrelated." + "reason": "Documentation confusion in model.forward is unrelated to the missing layer_type_validation import." }, { "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." + "reason": "The racoon issue and Gemma-4 audio positional encoding bug are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation vs unrelated titled racoon." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the racoon issue." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application bug vs DSA indexer ReLU discussion; unrelated." + "reason": "Liger Kernel application with model_init and the DSA indexer ReLU discussion are unrelated." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support error vs unrelated titled racoon." + "reason": "Flash Attention support limitation for NemotronH is unrelated to the racoon issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Different import/load failures affecting different mechanisms." + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/loading problems." } ] }, @@ -18848,8 +18869,8 @@ "issue:44222|issue:44230", "issue:45375|issue:47110", "issue:43525|issue:47110", - "issue:44315|issue:46209", "issue:43867|issue:47110", + "issue:44315|issue:46209", "issue:44485|issue:46664", "issue:45362|issue:45850", "issue:43673|issue:44492", @@ -18877,20 +18898,20 @@ "issue:43576|issue:44908", "issue:43352|issue:44393" ], - "prepared_review_unit_hash": "b58adef55975e3ee28e5abee9b520ca1919937acaa43a89c12216b3dade88042", + "prepared_review_unit_hash": "eeb435b66339f8973575b0dc1c9a11edc1d397be01890f7aced1bd9226ed46ba", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37449, + "serialized_chars": 37451, "estimated_input_tokens": 9363, "estimated_eval_tokens": 18982 }, @@ -18899,229 +18920,232 @@ "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.", + "summary": "Mostly unrelated Transformers issues with one plausible duplicate pair around v5 checkpoint reload/meta-initialization. The rest are only superficially similar by subsystem or release version.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44273 is the most central open infra regression here, and several other import/lazy-loading complaints are closest to that theme.", "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_issue_reason": "issue:44273 is the best global representative because it is open, concrete, and captures the recurring lazy-loading/import-path failures better than the broader v5 breakage reports.", "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." + "reason": "Tensor parallel training and pipeline docs about return_all_scores are unrelated problems." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Different code paths: SAM 3 attribute error vs remote-code cache FileNotFoundError." + "reason": "SAM3 video output attribute loss and trust_remote_code cache FileNotFoundError are different code paths." }, { "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." + "reason": "Both concern RoFormer internals, but one is missing kwargs propagation while the other is about 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." + "reason": "Both are import failures, but they target different symbols and likely different export failures; too broad to treat as one duplicate." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "One is FP8 save_pretrained, the other is FP8 inference support; different functionality." + "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are related only by model family." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Model config field-loss bug vs special_tokens object type error; unrelated." + "reason": "Missing config field in Qwen3_5MoeVisionConfig is unrelated to a special_tokens keys error." }, { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Llama4 config pad_token_id issue is unrelated to the special_tokens keys error." + "reason": "Llama4Config pad_token_id absence and special_tokens list handling are different failures." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:43867", + "right": "issue:47110", "accept": false, - "reason": "Liger Kernel/model_init application bug is unrelated to FP8 inference on B200." + "reason": "State-dict sorting load failure is unrelated to special_tokens structure errors." }, { - "left": "issue:43867", - "right": "issue:47110", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "State-dict loading order error is unrelated to special_tokens handling." + "reason": "Liger Kernel application during model_init and FP8 inference on B200 are separate issues." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE discussion and SmolVLM num_frames inconsistency are different model-specific problems." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." }, { "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." + "reason": "A specific Qwen3.5-35B chat crash is not the same as the broad 'many models break in v5' complaint." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache regression and a cache-strategy typo are not the same issue." + "reason": "Generation cache regression and a cache-strategy typo are not the same underlying problem." }, { "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." + "reason": "A missing processor.save_pretrained artifact bug and a generic bug report are not duplicates." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading failure and undefined tf backend from tensorboard-only install are different failures." + "reason": "Lazy loading problems and a TensorFlow backend package issue are different failure modes." }, { "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." + "reason": "Generic Qwen3-VL 5.0 bug and missing _tp_plan for tensor parallelism are too different." }, { "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." + "reason": "Both touch loading/import mechanics, but sys.modules access and lazy loading are not clearly the same bug." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video-frame semantics." + "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." + "reason": "Import-star cleanup/perf and generation cache missing are different issues." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are unrelated." + "reason": "Qwen3-VL bounding-box output issues and PretrainedConfig type checking are unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "CLI env command breakage and checkpoint reload incompatibility are different v5 regressions." + "reason": "Broken env command and checkpoint reload incompatibility are separate 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." + "reason": "Both involve Qwen3-VL/Qwen3.5 image behavior, but the bounding-box issue and infinite-loop issue are not clearly the same bug." }, { "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." + "reason": "A specific missing config attribute is not the same as a broad v5 breakage report." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support and deepseekv4 weight conversion are different tasks." + "reason": "FP8 MoE support and deepseekv4 weight conversion are different topics." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to the broad \u201cmany models break\u201d report." + "reason": "StableLmConfig pad_token_idx regression and broad v5 breakage are not the same issue." }, { "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." + "accept": true, + "reason": "Both describe v5 checkpoint reload failures for older/remote-code checkpoints, plausibly the same meta-initialization/loading regression." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as the broad v5 regression complaint." + "reason": "A cache-strategy typo is unrelated to generic v5 model breakage." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "General v5 model breakage is unrelated to the huggingface_hub CLI test failure." + "reason": "Broad model breakage and a Hugging Face Hub CLI test failure are unrelated." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + "reason": "TF32 API guidance and 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." + "reason": "SAM3 model-type warning and Liger Kernel/model_init application are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star slowdown is unrelated to a missing Qwen3_5ForCausalLM module import." + "reason": "Import-star performance issue and Qwen3_5ForCausalLM module import failure are not clearly the same underlying bug." }, { "left": "issue:44246", - "right": "issue:47110", + "right": "issue:44273", "accept": false, - "reason": "Import slowness and special_tokens type error are unrelated." + "reason": "Slow import and broken lazy loading are related, but not enough to conclude the same concrete defect." }, { - "left": "issue:44360", - "right": "issue:45092", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "DSA/ReLU discussion is unrelated to checkpoint meta-init compatibility." + "reason": "Seed-setting test flakiness and inverse_sqrt scheduler kwargs handling are different issues." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Broken env subcommand and shell-operator allowlist bypass are different CLI/security issues." + "reason": "v5 env command breakage and shell allowlist bypass are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env command breakage is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "env command failure and scheduler kwargs loss are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gap for Nemotron and Qwen3-VL bbox errors are unrelated." + "reason": "Nemotron Flash Attention support and Qwen3-VL bounding-box hallucination are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The representative issue choice is supported by the packet (44273 is open and clearly about lazy loading), and the summary does not overclaim except for one clearly marked plausible duplicate pair. The false soft-edge verdicts are appropriately cautious given the limited evidence in titles/body snippets." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19235,14 +19259,14 @@ "issue:44861|issue:47110", "issue:42913|issue:43066" ], - "prepared_review_unit_hash": "33182e397806ad1a540086ecd6e7563bcc65ef355eba509009e7e43e56f2ebca", + "prepared_review_unit_hash": "10980529cdc52b3f75bf7edf6432850378d59e7b1e615c2357b0e49d3f3e8aea", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 48, @@ -19257,204 +19281,264 @@ "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.", + "summary": "The cluster is mostly a set of unrelated issue reports with weak thematic similarity; none of the soft pairs looks like a true duplicate under a strict standard.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45230 is the only obvious hub in the soft-edge graph, but it is very generic and not a strong canonical representative on content alone.", "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_issue_reason": "issue:43502 is the clearest concrete bug report in the set, with a specific, actionable failure mode and better triage value than the generic hub.", "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." + "reason": "Different problems: buffer/position_ids access bug vs a generic placeholder bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug is unrelated to the generic report." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as the generic bug report." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility issue vs a Qwen3-VL bounding-box bug." + "reason": "Python version compatibility issue vs Qwen3-VL bounding-box output behavior; unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "LR scheduler kwargs bug vs PretrainedConfig type-checking regression; different areas." + "reason": "Scheduler kwargs being ignored is unrelated to PretrainedConfig type checking." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo vs feature-extractor padding performance issue; not the same bug." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor padding performance bug; unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "cached_file argument forwarding vs inverse_sqrt scheduler behavior; unrelated paths." + "reason": "AutoProcessor forwarding kwargs and inverse_sqrt scheduler kwargs are different code paths." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/perf issue vs missing HybridCache import; different problems." + "reason": "Import-star cleanup/performance issue is unrelated to HybridCache import failure." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import cleanup vs a testing_utils bug; no concrete overlap." + "reason": "Model import cleanup vs a testing_utils bug; no shared underlying defect." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support regression vs missing Qwen3_5ForCausalLM module; unrelated symptoms." + "reason": "Python support regression is unrelated to a missing Qwen3_5 import." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post_init policy vs tied-weights AttributeError; different code paths." + "reason": "One is a model API allowance change, the other an AttributeError in tied-weight key handling." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion vs tokenizer loading regression; same general area only." + "reason": "Documentation confusion about forward args vs tokenizer loading regression." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Interpreter support issue vs shell command-substitution security bug." + "reason": "Python version support has nothing to do with shell allowlist bypass." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "RoPE implementation discussion vs command-allowlist bypass; no shared fix." + "reason": "RoPE implementation discussion is unrelated to command-substitution bypass security." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer activation bug vs Gemma audio positional encoding issue." + "reason": "DSA ReLU discussion is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env CLI command vs lazy-loading failure; unrelated features." + "reason": "CLI/env command breakage and lazy loading problems are different failures." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Timestamp calculation bug vs video padding calculation bug; both multimodal but different defects." + "reason": "Timestamp calculation in Qwen3VL is unrelated to SmolVLM video padding." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger-kernel application issue vs flash_attention_3 training degeneration; not the same bug." + "reason": "Liger kernel application with model_init and flash_attention_3 training degeneration are different issues." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic placeholder report vs a specific Qwen3.5 MoE from_pretrained failure." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; not the same bug." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading problem vs scheduler kwargs issue; different subsystems." + "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation bug vs tar/zip slip RCE security issue; no overlap." + "reason": "RoPE implementation issue is unrelated to tar/zip-slip arbitrary file write RCE." }, { "left": "issue:43519", - "right": "issue:44485", + "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math vs RoPE implementation; unrelated code paths." + "reason": "Processor timestamp logic and scheduler kwargs are unrelated." }, { - "left": "issue:45468", - "right": "issue:46894", + "left": "issue:43576", + "right": "issue:46218", "accept": false, - "reason": "Gemma audio positional encoding vs CohereASR training-loss shift bug; different models and symptoms." + "reason": "Transformers env command breakage is unrelated to Qwen3_5 import failure." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Pipeline save_pretrained support vs tied-weight key crash; different save/load paths." + "reason": "Import-star cleanup/perf issue is unrelated to VRAM leakage in dataloader threads." }, { - "left": "issue:43976", - "right": "issue:47177", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Python version compatibility vs arbitrary file write/RCE security bug." + "reason": "Forward-argument documentation confusion is unrelated to Llama 3.2 model loading regression." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:45850", + "right": "issue:47177", "accept": false, - "reason": "DeepSeek shared-expert gating vs dtype/transpose bug; not the same concrete issue." + "reason": "Broad v5 breakage complaint is unrelated to shell parsing RCE." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:45850", + "right": "issue:47176", "accept": false, - "reason": "local_files_only network leak vs timestamp computation bug; no shared fix." + "reason": "Broad v5 breakage complaint is unrelated to command-allowlist bypass." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:44485", + "right": "issue:45468", "accept": false, - "reason": "TF32 settings API migration vs VRAM leak in dataloader threads." + "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are different model issues." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:43704", + "right": "issue:44485", "accept": false, - "reason": "Very broad v5 breakage report vs a specific missing-module import error; too vague to match." + "reason": "VRAM leak in multi-thread use is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:45850", + "left": "issue:46218", "right": "issue:47177", "accept": false, - "reason": "Broad version-breakage complaint vs a shell/file-write security vulnerability." + "reason": "Missing Qwen3_5 import is unrelated to archive-based arbitrary file write." }, { - "left": "issue:46218", - "right": "issue:47177", + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating and comb.to(...).transpose(...) are different DeepSeek-V4 bugs." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a VRAM leak in dataloader threads." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General v5 breakage complaint is not the same as a specific Qwen3_5 import error." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support and a DeepSeek-V4 weight conversion question are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to a VRAM leak." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention-2 support gap for NemotronH and Qwen3_5 import failure are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", "accept": false, - "reason": "Missing module import vs security exploit; unrelated." + "reason": "HybridCache import failure and Qwen3_5 module import failure are distinct missing-symbol problems." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Tied-weights AttributeError vs special_tokens list/dict mismatch; different failures." + "reason": "Different attribute/type errors in different code paths; not the same bug." }, { "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." + "reason": "Both involve tokenizer v5 behavior, but one is broad behavior drift and the other is a specific wrong decoder type; too different to merge." } ] }, @@ -19541,208 +19625,208 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "46c05d022e3bab086f557d9dee9119eccbc7bdd3f19457578761d122f7db02da", + "prepared_review_unit_hash": "d2569a628633ddabc6a3358e4c05beff7a54a513081b629e00dc9b154e055d9d", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993479, - "estimated_input_tokens": 248370, - "estimated_eval_tokens": 496996 + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 }, "budget": { "node_count": 31, "item_count": 31, "soft_pair_count": 29, - "serialized_chars": 26077, - "estimated_input_tokens": 6520, - "estimated_eval_tokens": 13296 + "serialized_chars": 26075, + "estimated_input_tokens": 6519, + "estimated_eval_tokens": 13294 }, "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.", + "summary": "This cluster is mostly a set of unrelated issues linked by superficial text similarity. None of the soft edges look like true duplicates or the same underlying fix, so I would not merge any pair.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47059 is the strongest standalone issue here: it is a concrete, reproducible regression with a specific failing path and external impact, making it the best anchor if one issue must be chosen.", "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_issue_reason": "issue:47059 has the clearest signal quality among the set: specific error, version context, and inbound references. It is the best representative issue even though the surrounding items are not duplicates.", "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." + "reason": "Different code paths: tied-weight helper crash vs CLI completion attribute 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." + "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is a generic flash-attention issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the unrelated/non-technical 'Unemployment' issue." + "reason": "Scheduler kwargs bug vs an unrelated spam/placeholder issue title." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "No relation: placeholder issue vs command-substitution allowlist bypass." + "reason": "Unrelated: placeholder title vs tar/zip-slip RCE security bug." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "No relation: placeholder issue vs shell-operator allowlist bypass / RCE issue." + "reason": "Unrelated: placeholder title vs shell-command-substitution allowlist bypass." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategy wording is unrelated to the placeholder issue." + "reason": "Typo in cache strategies 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." + "reason": "Placeholder issue vs broad compatibility complaint; not the same bug." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different code paths: tied weights key handling vs chat template crash with tool calls." + "reason": "Helper crash on tied weights vs chat template tool-call crash; different subsystems." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint load slowness is unrelated to the import error in configuration utilities." + "reason": "Slow from_pretrained loading is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request is unrelated to missing processor save files." + "reason": "FP8 model support request vs missing processor save_pretrained files; different problems." }, { "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." + "reason": "Same broad Flash Attention wording, but different models and distinct support gaps." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate UnboundLocalError is unrelated to from_pretrained checkpoint loading slowness." + "reason": "BART generate decoder_attention_mask bug vs slow checkpoint loading; not the same failure." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load performance and tensor-parallel training bug are different problems." + "reason": "Slow loading issue vs tensor-parallel training bug; unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow finalization on failure is unrelated to from_pretrained loading latency." + "reason": "MLflow finalization/reporting bug vs slow from_pretrained loading; different code paths." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading slowdown and forward() documentation confusion are not the same underlying issue." + "reason": "Performance complaint vs documentation confusion; not duplicate behavior." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support request is separate from the Qwen3.5 MoE from_pretrained error." + "reason": "FP8 inference support request vs from_pretrained error for Qwen3.5 MoE; related model family, but different concrete bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models is unrelated to FP8 Qwen3-VL / Qwen3.5 support." + "reason": "Continuous batching audio-model limitation vs FP8 Qwen support; unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init-weights behavior and RoFormer attention-interface use are different code paths." + "reason": "Mamba/Mamba-2 init_weights behavior vs RoFormer attention-interface usage; different models and fixes." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + "reason": "Mask2former ignore_value bug vs DeepSeek-V4 shared-expert gating; unrelated." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Type-hint correction for ModernBERTConfig is unrelated to tokenizer regex warnings." + "reason": "ModernBERT config type-hint issue vs tokenizer regex warning; different topics." }, { "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." + "reason": "ignore_value not used in Mask2former vs kwargs not passed to loss calculation; different bug sites." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-kwargs propagation and RoFormer attention-interface issues are unrelated." + "reason": "Loss kwargs plumbing bug vs attention-interface issue; unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss handling is unrelated to tokenizer regex pattern warnings." + "reason": "Mask2former loss parameter bug vs tokenizer regex warning; not the same issue." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Same as above: different model subsystems and different failure modes." + "reason": "Mask2former ignore_value bug vs RoFormer attention-interface problem; unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value bug is unrelated to the typo in orig_conversion.quantization_operation." + "reason": "Loss/ignore_value issue vs a 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." + "reason": "ModernBERT type hint bug vs a typo fix; unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing kwargs propagation is not the same as a ModernBERTConfig type-hint fix." + "reason": "Loss kwargs plumbing vs config type-hint correctness; different issues." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Question about RMS norm semantics is unrelated to a config type-hint bug." + "reason": "Llama4TextL2Norm/RMS norm question vs ModernBERT norm_eps type hint; unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value bug and ModernBERTConfig type hint issue are unrelated." + "reason": "Mask2former ignore_value bug vs ModernBERT config type hint; different code paths." } ] }, @@ -19775,12 +19859,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "57e16b54a2b1a7c1b64c87c5dce340e43578cf38cf8986bb3d3fef82802a6603", + "prepared_review_unit_hash": "3423f12813f36a68b3ff6a21f27443ed0da9e11d410877b1ce108c3e82aa6163", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19788,7 +19872,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19797,30 +19881,30 @@ "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.", + "summary": "These three issues are unrelated feature requests/questions in different parts of the library: tokenizer truncation behavior, learning-rate scheduling, and Wav2Vec2 word boundary timestamps. None should be clustered together.", "confidence": 0.98, - "canonical_issue_reason": "No strong canonical issue: the reports do not share the same underlying bug or feature request.", + "canonical_issue_reason": "#10519 is the clearest, most concrete request and reads like a well-scoped product feature rather than a vague question.", "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_issue_reason": "#10519 is the best representative issue for this cluster only because it is the most explicit and self-contained; however, the cluster itself should not be merged.", "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." + "reason": "Tokenizer truncation direction and Wav2Vec2 word timestamp offsets are unrelated domains and different code paths." }, { "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." + "reason": "A truncation-option feature request and ReduceLROnPlateau-like functionality are entirely separate feature areas." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Training scheduler functionality and speech-model time offsets are unrelated problems." + "reason": "Learning-rate scheduler functionality and Wav2Vec2 token/word timing are not the same underlying problem." } ] }, @@ -19852,12 +19936,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "19999384ea066ba2a2f36723dd33e2eed5aab6455f2be1d1ee464ad3a42002b2", + "prepared_review_unit_hash": "cd216e012c58a9220eb31d5fc4e238e69bc4ba8a4ace69651dc9aa33a9d49f51", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19865,7 +19949,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19874,24 +19958,24 @@ "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.", + "summary": "The three issues do not look like one duplicate cluster: one is about TAPAS tokenization parity with TensorFlow, one about an authentication/error-message problem when downloading private models, and one about failing to load bert-base-uncased. The only shared theme is broad model-loading/tokenization language, not the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different problem domains: TAPAS tokenization vs generic model loading for bert-base-uncased. No evidence they refer to the same code path or failure mode." }, { "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." + "reason": "The first is specifically about a bad auth-related error when downloading a private model; the second is a general load failure for a public model. They do not appear to be the same underlying bug." } ] }, @@ -19921,12 +20005,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "49581a7c521ceea8c4e8f4cff82433919dd59e49dd9965049b3199d5400ca578", + "prepared_review_unit_hash": "3863712dbdf405214ac8de471ee34b4f3249a333440b282bc182ba800e807b32", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19934,7 +20018,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19943,18 +20027,18 @@ "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, + "summary": "Both items are community-contribution feature requests about expanding architecture support, but they target different features: Flash Attention 2 support vs GGUF support. They are related in theme, not the same underlying request, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #26350 is the better representative for the cluster because it is the earlier request and has much more discussion activity, but it is not a duplicate of #33260.", "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_issue_reason": "Issue #26350 is the most established issue in the set and best fits as the primary reference point if one must be chosen, though it covers a different feature than #33260.", "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", + "left": "issue:26350", + "right": "issue:33260", "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." + "reason": "Both are broad support-request issues, but one asks for Flash Attention 2 architecture support and the other asks for GGUF architecture support; these are distinct feature requests, not the same bug/change." } ] }, @@ -20005,25 +20089,25 @@ "issue:43834|issue:44370", "issue:43834|issue:44365", "issue:43834|issue:46226", - "issue:43834|issue:46222", "issue:43834|issue:46931", + "issue:43834|issue:46222", "issue:44365|issue:44370", "issue:44365|issue:46226", - "issue:44365|issue:46222", "issue:44365|issue:46931", + "issue:44365|issue:46222", "issue:44370|issue:46226", - "issue:44370|issue:46222", "issue:44370|issue:46931", + "issue:44370|issue:46222", "issue:46222|issue:46226", "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "4f33932e7eb1f8ed89c4383ff3e5aa68955985c49812826a8edd2f75b51dbcde", + "prepared_review_unit_hash": "7b87c9505a26927822aa4c761cea2dfacfeca78f07ace78f3091b6edaf1a4371", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 28, - "serialized_chars": 15552, + "serialized_chars": 15551, "estimated_input_tokens": 3888, "estimated_eval_tokens": 8032 }, @@ -20031,7 +20115,7 @@ "node_count": 9, "item_count": 9, "soft_pair_count": 28, - "serialized_chars": 15552, + "serialized_chars": 15551, "estimated_input_tokens": 3888, "estimated_eval_tokens": 8032 }, @@ -20040,180 +20124,180 @@ "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, + "summary": "Mostly a set of i18n doc-translation requests and template-like placeholder issues, but they are not the same underlying task; the similarity is mostly wording/template overlap.", + "confidence": 0.91, + "canonical_issue_reason": "43834 is the closest representative of the generic translation-template issues, but this cluster is heterogeneous and does not contain true duplicates worth collapsing.", "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_issue_reason": "43834 is the best single representative because it is the clearest generic template instance and has broad textual overlap with the other placeholder issues.", "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." + "reason": "Different i18n request context; 27088 is Turkish-specific while 44370 is a generic placeholder template, not the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs placeholder template issue; no evidence they are the same underlying request." + "reason": "Only template similarity; the Turkish translation request is distinct from the generic placeholder issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request and generic placeholder title are not the same concrete issue." + "reason": "Same broad translation theme, but one is a concrete Turkish request and the other is a placeholder template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages (Turkish vs Romanian); these are separate translation requests." + "reason": "Different target language (Turkish vs Romanian), so these are separate translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different languages (Turkish vs Spanish); not duplicates." + "reason": "Different target language (Turkish vs Spanish), so not the same underlying issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request does not match the generic placeholder issue; only the template is similar." + "reason": "Spanish-specific request versus generic placeholder; overlap is only in the translation template wording." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request and generic placeholder title are not the same issue." + "reason": "Spanish translation request is distinct from the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different languages (Spanish vs Romanian); separate requests." + "reason": "Different target languages (Spanish vs Romanian), so these are not duplicates." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request and generic placeholder issue are only superficially similar." + "reason": "Only template similarity; the actual translation request differs." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request and placeholder template issue lack evidence of the same underlying change." + "reason": "Romanian-specific request versus generic placeholder template, not the same task." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request is distinct from the generic placeholder issue." + "reason": "Romanian translation issue 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." + "reason": "Same broad topic, but one is a concrete language request and the other is a template placeholder." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-titled item." + "reason": "No evidence these two titles refer to the same translation request; only superficial similarity." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Identical placeholder-style titles are not enough to prove the same underlying bug/change." + "reason": "Both are placeholder-like titles, but there is no proof they are the same underlying issue or language request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Very similar template text, but no concrete evidence these are the same issue." + "reason": "Template wording matches, but this is not enough to treat them as one duplicate issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Placeholder translation issue and Thai-titled item are unrelated." + "reason": "Different titles and no concrete shared bug/change; reject as duplicate." }, { "left": "issue:43834", - "right": "issue:46222", + "right": "issue:46931", "accept": false, - "reason": "Placeholder translation issue and Thai-titled item are unrelated." + "reason": "No clear same-language or same-request evidence; these look like separate placeholder/localization entries." }, { "left": "issue:43834", - "right": "issue:46931", + "right": "issue:46222", "accept": false, - "reason": "Placeholder translation issue and Thai-titled item are unrelated." + "reason": "Only soft textual similarity; no sign they describe the same underlying request." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Same placeholder template, but no proof they describe the same concrete issue." + "reason": "Identical template style, but not enough evidence of the same underlying issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue and Thai-titled item are not the same request." + "reason": "No concrete evidence they are the same request; similarity is too generic." }, { "left": "issue:44365", - "right": "issue:46222", + "right": "issue:46931", "accept": false, - "reason": "Generic placeholder issue and Thai-titled item are not the same request." + "reason": "Titles do not establish the same underlying translation task." }, { "left": "issue:44365", - "right": "issue:46931", + "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue and Thai-titled item are unrelated." + "reason": "Generic similarity only; reject as duplicate." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue and Thai-titled item are not the same request." + "reason": "No clear same-language or same-request match." }, { "left": "issue:44370", - "right": "issue:46222", + "right": "issue:46931", "accept": false, - "reason": "Generic placeholder issue and Thai-titled item are not the same request." + "reason": "Only broad i18n similarity, not the same issue." }, { "left": "issue:44370", - "right": "issue:46931", + "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue and Thai-titled item are unrelated." + "reason": "Insufficient evidence of the same underlying task; just template-level overlap." }, { "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." + "reason": "The Thai-text titles are not clearly the same request, and there is no code-path or explicit target linkage." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles/content; not enough evidence to merge as duplicates." + "reason": "No reliable evidence these two are duplicates; titles are different and nonspecific." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles/content; not enough evidence to merge as duplicates." + "reason": "These appear to be separate localized-text issues, not one shared bug/change." } ] }, @@ -20309,322 +20393,322 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "b4b6da71067f75d11d690f1d3551f8498eb208cca80fc8e7e410e5da5e226124", + "prepared_review_unit_hash": "eb792626aa68725cd32e8f3f8e410adb8b6f0870515a5012a05f6832bebdded9", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28614, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "serialized_chars": 28621, + "estimated_input_tokens": 7156, + "estimated_eval_tokens": 14568 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28614, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "serialized_chars": 28621, + "estimated_input_tokens": 7156, + "estimated_eval_tokens": 14568 }, "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.", + "summary": "This cluster is a noisy overgroup of model-request issues. The titles mostly share a generic \"add model/support\" shape, but they refer to different model families, tasks, and modalities, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:42503 is the broadest and most central representative in this set, with many soft-similarity links, but it should be treated as an anchor rather than a true duplicate sink.", "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_issue_reason": "issue:42503 is the best available issue anchor for this cluster because it is generic enough to represent the pattern, even though the underlying requests are still distinct.", "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." + "reason": "Both are keypoint-related requests, but RoMa matcher and LoMa detector+matcher are different model families and different concrete additions." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated model families and code paths." + "reason": "Keypoint matching is unrelated to MiniCPM3 architecture support; same request pattern only, not the same change." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config addition and DEIMv2 addition are different model targets." + "reason": "EuroBert config support and DEIMv2 are different model additions with no shared code-path problem." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "BERT config work vs Qwen3-TTS support; different modality and implementation path." + "reason": "EuroBert config and Qwen3-TTS support are different model targets and modalities." }, { "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." + "reason": "Different model families: EuroBert config vs RF-DETR model support." }, { "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." + "reason": "EuroBert config and XiaoMi MiMo are unrelated model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR detection model vs DEIMv2 request; not the same underlying change." + "reason": "RF-DETR and DEIMv2 are distinct detection models; similar subsystem, different concrete addition." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object detection model request vs audio model request; different subsystems." + "reason": "RF-DETR detection and LFM2.5 Audio are different modalities and implementation paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR addition and weight-sparse transformer request are unrelated model changes." + "reason": "RF-DETR and a weight-sparse transformer request are unrelated model features." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vision model vs Qwen3-ASR audio support; different tasks." + "reason": "RF-DETR and Qwen3-ASR support are different model types and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." + "reason": "RF-DETR detection and Qwen3-TTS support are different modalities and code paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT addition and Qwen3-ASR support are different model families and code paths." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT request vs weight-sparse transformer request; not the same concrete fix." + "reason": "NeoBERT and the weight-sparse transformer request target different architectures and changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "BERT model addition and LFM2.5 Audio support are unrelated." + "reason": "NeoBERT and LFM2.5 Audio are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions; same general pattern only." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model additions, not a duplicate." + "reason": "NeoBERT and ModernVBERT models are distinct BERT-like model additions, not one concrete duplicate." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request and Qwen3-ASR support target different models and modalities." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated models." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 model work is unrelated to sparse-transformer support." + "reason": "MiniCPM3 architecture support is not the same change as adding a weight-sparse transformer." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model requests." + "reason": "MiniCPM3 support and ModernVBERT models are separate model integrations." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support are different model families." + "reason": "MiniCPM3 architecture support and Voxtral TTS support are different model tasks." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 detection model request vs Qwen3-TTS support; no shared underlying bug." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model integrations." + "reason": "ModernVBERT models and Qwen3-ASR are different model families and modalities." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT request and Qwen3-TTS request are unrelated." + "reason": "ModernVBERT models and Qwen3-TTS support are unrelated additions." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and MiMo are different model additions." + "reason": "ModernVBERT models and XiaoMi MiMo are different model requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated changes." + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." }, { "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." + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only at a broad BERT theme, not at the concrete implementation level." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "Broad BERT/RoPE proposal vs MiMo request; not the same model or fix." + "reason": "BERT-like RoPE support and XiaoMi MiMo are different model families." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT/RoPE architecture discussion and a person-named issue are unrelated." + "reason": "BERT-like models with RoPE and the Mirko Privitera issue are not the same change." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "MiMo request and SAM3-LiteText are different model support items." + "reason": "XiaoMi MiMo and SAM3-LiteText are unrelated models and tasks." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "MiMo and Qwen3-TTS are distinct model families." + "reason": "XiaoMi MiMo and Qwen3-TTS are different model requests." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "MiMo request and DeepSeek-OCR2 request are separate model additions." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are distinct model additions." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo model request and the unrelated name issue are not duplicates." + "reason": "XiaoMi MiMo and Mirko Privitera are not the same technical request." }, { "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." + "reason": "Qwen3-TTS support and Qwen3-ASR support are related by vendor and modality, but they are different models and separate changes." }, { "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." + "reason": "Qwen3-TTS support and Voxtral TTS support are different concrete TTS model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 addition are unrelated." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Audio model support and sparse-transformer support are different changes." + "reason": "Qwen3-TTS and the weight-sparse transformer request are different code-path 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." + "reason": "Qwen3-ASR support and LFM2.5 Audio are both audio-related, but they are different models and implementations." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE model addition are unrelated." + "reason": "Qwen3-ASR support and EUPE are different tasks and model families." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and sparse-transformer support are different code paths." + "reason": "Qwen3-ASR support and the weight-sparse transformer request are unrelated changes." }, { - "left": "issue:37015", - "right": "issue:45027", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "NeoBERT request and Voxtral TTS support are unrelated model additions." + "reason": "LFM2.5 Audio and SAM3-LiteText are completely different model domains." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:43909", + "right": "issue:46645", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + "reason": "LFM2.5 Audio and SWA+sink for Granite are different model/features, not one bug." }, { - "left": "issue:45322", - "right": "issue:46133", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model additions, not the same change." + "reason": "Weight-sparse transformer support and EUPE are different architectural requests." }, { - "left": "issue:42503", - "right": "issue:46653", + "left": "issue:43837", + "right": "issue:45027", "accept": false, - "reason": "ModernVBERT request and the unrelated name issue are not duplicates." + "reason": "Qwen3-ASR support and Voxtral TTS support are different audio model integrations." }, { - "left": "issue:45027", - "right": "issue:46653", + "left": "issue:37015", + "right": "issue:45027", "accept": false, - "reason": "Voxtral TTS support and the unrelated name issue are unrelated." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45177", "accept": false, - "reason": "Audio-model support request vs SAM3-LiteText; different models and tasks." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different modalities and code paths." }, { - "left": "issue:43909", - "right": "issue:46645", + "left": "issue:45322", + "right": "issue:46133", "accept": false, - "reason": "LFM2.5 Audio support and Granite SWA+sink option are different changes." + "reason": "EUPE and TIPSv2 are separate vision-language model requests, not a single concrete change." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:42503", + "right": "issue:46653", "accept": false, - "reason": "Sparse-transformer request and EUPE request are unrelated model additions." + "reason": "ModernVBERT models and Mirko Privitera are not the same underlying request." }, { - "left": "issue:43837", - "right": "issue:45027", + "left": "issue:45027", + "right": "issue:46653", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio models; not mergeable as one PR/issue." + "reason": "Voxtral TTS support and Mirko Privitera are unrelated." } ] }, @@ -20654,40 +20738,40 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "c9037a5a2c2a4b0a5ff150d1ae9fe628c7672f87e74fbcd87bd729e8618a97be", + "prepared_review_unit_hash": "b1af5d5e2128ba2a03c7283cbd877af3cc7572602b04996e95404aa3e01b2490", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1504, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1504, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a 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.", + "summary": "These two issues are unrelated: one is a documentation request about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. The soft similarity signal is too weak to treat them as duplicates or the same underlying work.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the two issues describe different kinds of work in different areas, with no shared target or concrete overlap.", "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_issue_reason": "Issue #46443 is the better representative issue only because it is a substantive technical change request; #38740 is a standalone docs request and not part of the same problem space.", "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." + "reason": "Reject: a docs request for adding Pruna and a Vision RoPE refactor are different underlying problems with no shared code path, filename, or explicit target." } ] }, @@ -20717,7 +20801,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "87ed5d84417b448e457a6072e8bcbb9553c7fa80f252a11c2ac738ab342aacda", + "prepared_review_unit_hash": "b90d0b0eddd05f0a90ba9c1e76d817c1d439899852289624555a23b27b1f42e8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20739,18 +20823,18 @@ "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, + "summary": "These two open issues do not look like duplicates: one is about Set Block Decoding, the other is a request for DeepSeek v3.2 support. The only link is weak topical similarity, not the same underlying bug or change.", + "confidence": 0.97, "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_issue_reason": "If forced to pick the more suitable tracker, #43037 is the clearer, more user-facing feature request; #41084 appears to be a separate lower-level decoding concern.", "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." + "reason": "Weak similarity only; they describe different problems (block decoding behavior vs model/version support) with no explicit shared target or evidence of the same fix." } ] }, @@ -20780,7 +20864,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "bb2fce239756dffefd3ed3837a4a4b885bd8251b14bdcbd1b38be02cc959b998", + "prepared_review_unit_hash": "0a9d1590aadb63dba342c26a75257818776028a037c3f26561af354b59870980", "component_budget": { "node_count": 2, "item_count": 2, @@ -20802,18 +20886,18 @@ "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.", + "summary": "These are separate feature requests, not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/Liger FLCE, while the other asks to integrate TiledMLP for lower memory use. They target different code paths and different model components.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #41306 is the more concrete, narrowly scoped request around exposing an FLCE/TiledFusedLogitsLoss toggle in `from_pretrained()`.", "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_issue_reason": "Issue #41306 is the best representative of the cluster because it is specific and actionable; #41826 is a separate feature request about TiledMLP integration and does not overlap materially.", "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." + "reason": "Reject: the issues describe different features and different underlying changes (FLCE/from_pretrained flag vs TiledMLP integration). They are not the same bug or change." } ] }, @@ -20843,12 +20927,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "febbd5ff4d44c996aed75051eebcd9952c81966c51746ff9946548f1a84e2658", + "prepared_review_unit_hash": "763242af1554ed6809a38a2196f81ad6295a227200884ce187844db74eae0857", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20856,7 +20940,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20865,18 +20949,18 @@ "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.", + "summary": "The two issues are related only at a very broad level (Trainer customization) but describe different problems: one about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the clearer canonical issue because it names a specific Trainer behavior (`remove_unused_column`) and a concrete customization problem.", "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_issue_reason": "Issue #43598 is the best issue to anchor the cluster since it is more specific and directly tied to a single code-path concern.", "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." + "reason": "These concern different Trainer internals and different user-facing behaviors: input-column pruning vs FLOPS estimation. Shared mention of custom trainers is too broad to treat as the same bug." } ] }, @@ -20906,7 +20990,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "7e9ae93ac415cfd65feb0e9c3c9d896aa155020acd7aace68acc04efc63b47a2", + "prepared_review_unit_hash": "dea46abc96d451ed0ae90d01ee0baac2f5cbcae764ebadb06d38a35445ff901d", "component_budget": { "node_count": 2, "item_count": 2, @@ -20928,18 +21012,18 @@ "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.", + "summary": "These two issues are about different Qwen model families and different AutoModel entrypoints, so they do not look like duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43684 is the broader, more general request (AutoModel and AutoModelForConditionalGeneration registration), so it is the better representative issue if one must be chosen.", "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_issue_reason": "Issue #43684 is the best overall issue in the set because it describes a wider missing-registration gap and is more central to the cluster than the narrower sequence-classification request.", "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." + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They target different model families and different auto classes, so they should not be merged." } ] }, @@ -20976,12 +21060,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "7c5d985189018acc6e4cb2cb3042067aac8e7e5300fd9fbcc85158d6cf9084db", + "prepared_review_unit_hash": "14377564e14c0343e4001699bfe8622df3ca85e8b5f30baf5949fe8aa19209ce", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20989,7 +21073,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20998,55 +21082,58 @@ "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.", + "summary": "43845, 43846, and 43859 are the clearest duplicate issue cluster based on the identical title and nearby creation times; 43835 does not have enough matching evidence and looks separate. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the earliest issue in the repeated-title cluster and is a reasonable representative for the duplicate set.", "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_issue_reason": "43845 is the strongest issue anchor because it is the first of the identical-title reports and has no evidence against grouping it with 43846 and 43859.", "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." + "reason": "Different title and no concrete evidence that they report the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no evidence they describe the same bug or request." + "reason": "Different title and no shared code-path or body evidence tying them together." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" is unrelated to the repeated \"huggingface\" issues; no shared underlying problem is shown." + "reason": "Different title and insufficient evidence beyond generic similarity." }, { "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." + "accept": true, + "reason": "Same normalized title and very similar issue metadata, which supports a duplicate report." }, { "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." + "accept": true, + "reason": "Same normalized title and close metadata pattern; this is consistent with the same report being filed multiple times." }, { "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." + "accept": true, + "reason": "Same normalized title and similar metadata, with no contrary signals." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster call is mostly grounded, but one soft-edge justification overstates the packet: saying 43845/43859 have \u201cclosely matching issue shape\u201d is not supported because the packet only shows identical titles plus limited metadata (timestamps/body lengths/discussion counts). The 43835 false negatives are conservative, but the accepted duplicate verdicts should stay closer to the evidence and avoid implying body-content similarity that isn\u2019t available." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21084,106 +21171,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "e81ce8fd140f1f69781a98ac90ef01427d39c1a9fa260d74c66488bf697b6681", + "prepared_review_unit_hash": "db391d55e3d48bbfc477595c3ddab8c8cb96a4c1fb792165b2b1c89778502ef0", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "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.", + "summary": "These are low-information, spam-like issues with generic or promotional titles and no bodies, links, files, or targets tying them to the same underlying bug. I do not see evidence that any pair is a true duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Both are spam placeholders, but there is no substantive content showing the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are just spam-like placeholders; no evidence of the same underlying bug or request." + "reason": "Both are spam placeholders, but the available metadata gives no shared bug or change to merge." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a documentation suggestion; unrelated targets." + "reason": "Generic low-content issues only; no body, targets, or code context suggests a duplicate." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. community benchmark tip; no shared concrete issue." + "reason": "No evidence of the same problem; the titles are generic and unrelated beyond being low-effort." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. an unrelated named reference; no sign of the same problem." + "reason": "Promotional/spam-like title on one side and no supporting details on the other; not a duplicate." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request and spam placeholder are not the same underlying issue." + "reason": "Both are generic, but there is no shared substantive description or target to indicate the same issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request and spam placeholder are not the same underlying issue." + "reason": "Low-information issue pair with no concrete overlap beyond superficial similarity." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no concrete bug/change to unify." + "reason": "Both titles are just \"\", but there is no body-level evidence they report the same underlying bug." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. benchmark tip; unrelated content." + "reason": "No shared explicit targets, files, or behavior; the match is only superficial." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated named reference; no shared underlying request." + "reason": "Spam placeholder versus promotional spam; no sign of the same issue or code path." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. benchmark tip; unrelated content." + "reason": "Generic issue titles only, with no evidence of a common problem to deduplicate." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated named reference; no shared underlying request." + "reason": "The artifacts do not describe the same bug or change; they are just similarly low-quality reports." } ] }, @@ -21213,7 +21300,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "b834417bbabe68d5350b545584f5ef31a696bde3013de4579c4b14fd9b1fa652", + "prepared_review_unit_hash": "90853bedc8031104198eb2d1a35ab511e2bb989530e69f4d83a404ad8f05014a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21235,24 +21322,24 @@ "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.", + "summary": "The two closed issues look like likely near-duplicates: they have identical titles, very similar body sizes, and substantial content overlap. #45145 is the slightly better canonical issue because it has the only inbound reference, but that is only a modest signal rather than proof it is the main thread.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the better canonical issue because it has the same title as #45151, comparable body content, and the only inbound reference, which gives it a slight edge as the 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_issue_reason": "#45145 is the best issue to keep as the representative duplicate target because it is the closest match and has the only inbound reference, though the evidence is still mostly soft similarity.", "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." + "reason": "Same title and very similar issue content make these look like the same underlying proposal, so this is acceptable as a likely duplicate pair, though the evidence is not definitive." } ] }, "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." + "feedback": "The pair is supported only by soft similarity: identical titles, similar body sizes, and Jaccard ~0.63. That is enough to call them likely related, but not enough to state they are a definite/true duplicate pair with 0.97 confidence. The canonical-issue justification is also a bit too strong: an inbound reference suggests prominence, but not clearly that it is the main thread. Please soften the wording and lower confidence." }, "evaluator_used": true, "retried": true, @@ -21333,12 +21420,12 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "1f435380c535485179d3d0de37c8fba27cab18e4ca66e426289f13abf48241c1", + "prepared_review_unit_hash": "bd63839ac21aa3f2f2451235bfedf59d44c4fc628180dd8110b8c923043a2d94", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1475, + "serialized_chars": 1476, "estimated_input_tokens": 369, "estimated_eval_tokens": 994 }, @@ -21346,7 +21433,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1475, + "serialized_chars": 1476, "estimated_input_tokens": 369, "estimated_eval_tokens": 994 }, @@ -21355,18 +21442,18 @@ "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.", + "summary": "These two closed issues are just different personal-name/date entries with no body, links, or shared evidence of the same underlying bug. The soft similarity is too weak to treat them as duplicates.", "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_issue_reason": null, "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." + "reason": "Titles reference different people and different dates; with empty bodies and no shared targets/files, there is no evidence they describe the same issue." } ] }, @@ -21396,7 +21483,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "d5caded5668f6e3d887817fbc6d567757e04de258b5f99ee30d82d415f04029b", + "prepared_review_unit_hash": "ad57ca3fa58eb9d8d2ddd7c64ebd3a8317124352d59d92c3b88283487e564f79", "component_budget": { "node_count": 2, "item_count": 2, @@ -21418,18 +21505,18 @@ "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, + "summary": "Both items look like unrelated, likely spam/personal-name issues with no shared topic or technical content, so they should not be clustered together.", + "confidence": 0.99, + "canonical_issue_reason": "Neither issue contains a substantive bug report or project topic; there is no evidence they describe the same underlying issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a good canonical representative because both are equally non-technical and unrelated.", "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." + "reason": "The titles are different personal names and dates with no shared technical context, filenames, targets, or discussion indicating the same underlying issue." } ] }, @@ -21459,7 +21546,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "7dd3451dbcc8ea96d9d5db56dc9ea1af5c06d90f7bf17c76bda4c8a59bac37d7", + "prepared_review_unit_hash": "029e97fd06955f865e88638af332346b9abe0807c46c379f8f31cf16d1f6ae1b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21481,18 +21568,18 @@ "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, + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class for value modeling, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests are about unrelated enhancements in different areas of the stack (model class addition vs FP8 training support).", "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_issue_reason": "Neither issue is a clear global representative of this cluster because there is no shared underlying problem; if forced, the FP8 request is broader platform work, but it is still unrelated to the model-class request.", "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." + "reason": "Different feature requests with no shared concrete bug or change; they do not appear mergeable into one issue/PR." } ] }, @@ -21532,91 +21619,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "88338fd749b716ed42b36e338e7cca322b570d9fdcc06d8b66ce40665c63f843", + "prepared_review_unit_hash": "d4c267da6ba03394f1c179ed7b66a444cc5fe1e81bbdcec50c1ff6148b0b22a9", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "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.", + "summary": "The items split into two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate financial dataset listing and does not look like the same underlying request as the example/service issues.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set because there are two distinct duplicate topics. If one representative must be chosen, 45870 is the best first-pair anchor since it is an exact duplicate and the earliest of that pair.", "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_issue_reason": "Overall, 45870 is a reasonable kept issue for its duplicate pair, but the cluster is not one unified issue cluster; 45872 would be equally valid for its own pair.", "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." + "reason": "Different artifacts: a dataset bundle listing versus an example about financial time-series prediction with DataForge." }, { "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." + "reason": "Different artifacts: a dataset bundle listing versus an example about financial time-series prediction with DataForge." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and matching body length, with soft similarity; likely the same issue/duplicate pair." + "reason": "Exact title/body duplicate; same example issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Example prediction vs scraping-service request; similar domain, but different concrete change." + "reason": "Related DataForge/financial theme, but one is an example issue and the other is a scraping-service plus time-series request; not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "These share only broad financial/DataForge context; the requested work is different." + "reason": "Related DataForge/financial theme, but one is an example issue and the other is a scraping-service plus time-series request; not the same underlying issue." }, { "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." + "reason": "Related DataForge/financial theme, but these describe different requests and code paths." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Broad thematic overlap only; different underlying request than the example prediction issue." + "reason": "Related DataForge/financial theme, but these describe different requests and code paths." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and matching body length, with soft similarity; likely the same issue/duplicate pair." + "reason": "Exact title/body duplicate; same service/time-series issue." } ] }, "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." + "accept": true, + "feedback": "The summary is well grounded in the packet: 45870/45871 are identical, 45872/45873 are identical, and 45869 is clearly a separate dataset-bundle issue rather than part of either duplicate pair. The soft-edge verdicts are conservative and consistent with the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21640,7 +21727,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "89774dbc62a288c0da18eb16fe7c9deecebab1ca5a0f6848bca49b9debbce03a", + "prepared_review_unit_hash": "a78bd13ed3ed099f618a355defe119e72a0b67076d1ce3fa972d396364d1b7bf", "component_budget": { "node_count": 2, "item_count": 2, @@ -21662,24 +21749,27 @@ "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.", + "summary": "The two issues are related in theme (static-cache/linear-attention failures), but the evidence only shows soft similarity. The titles point to different symptom patterns\u2014shape corruption/runtime error versus a Qwen3.5 `KeyError`\u2014so they should not be treated as the same underlying bug based on this packet alone.", + "confidence": 0.48, + "canonical_issue_reason": "issue:46439 is the better canonical issue only because it is the more general description of the static-cache/linear-attention failure mode, but the packet does not establish that it shares the same root cause as issue:46441.", "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_issue_reason": "issue:46439 is the strongest representative for the cluster because it names the broader failure path without being model-specific, even though the linkage to issue:46441 is not strong enough to confirm duplication.", "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." + "reason": "Reject: the packet provides only soft similarity, and the titles suggest related symptoms rather than a clearly shared root cause. Shape-corruption RuntimeError and Qwen3.5 `KeyError: 'linear_attention'` are not enough to conclude the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. The only evidence linking the issues is soft similarity, and the titles suggest related symptoms rather than a clearly shared root cause: one is an early_initialization shape-corruption RuntimeError, the other is a Qwen3.5 KeyError for `linear_attention` under static cache. That is not enough to confidently say they are the same underlying bug, so the soft-edge accept should be rejected as non-conservative." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21703,12 +21793,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "22fe69856db1df511c5e2e05566035271318a9e6a745ef1dd10be13095e936a6", + "prepared_review_unit_hash": "2e38c4f58e8878b49c66b16c94cc393d22d5d9c6854248ebf68fe7938a4a0c40", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21716,7 +21806,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21725,24 +21815,24 @@ "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.", + "summary": "These are duplicate issue reports for the same Wav2Vec2CTCTokenizer v5 special-token regression; issue #46552 is the better canonical issue because it is open and has more discussion activity/references.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 is the open report with inbound references and discussion, so it is the best live tracking issue for this 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_issue_reason": "#46552 best represents the underlying bug report and is the one to keep active for tracking and updates.", "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." + "reason": "Same title and same described tokenizer regression; these are clearly the same underlying issue." } ] }, "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." + "feedback": "The summary is well grounded in the packet: the two issues have identical titles and body lengths, and #46552 is open with inbound references and more discussion activity, so treating it as the canonical live tracker is reasonable. The duplicate verdict is conservative and supported by the strong similarity evidence." }, "evaluator_used": true, "retried": false, @@ -21769,7 +21859,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "fcf640f044bbc744de255ccfe1f6843aea170391e5ab11ae3c58926631d7647a", + "prepared_review_unit_hash": "ed6d44532b51d9042678700e1b16a9d5972d4d5529780dbfe256d0930c312f99", "component_budget": { "node_count": 2, "item_count": 2, @@ -21791,18 +21881,18 @@ "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.", + "summary": "The two issues do not look like duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports out-of-memory errors after several epochs in RT-DETR v2 training.", "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_issue_reason": "issue:46657 is the clearer concrete bug report: a specific tensor-size mismatch during training. It is more likely to serve as the primary issue for this cluster than the broader OOM report.", "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_issue_reason": "issue:46657 is the best single issue to anchor the cluster because it describes a precise failure mode and is more actionable than issue:46692.", "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." + "reason": "Reject: the symptoms differ materially. A tensor shape mismatch and an out-of-memory failure after epochs are not the same underlying bug and would not be merged as one issue." } ] }, @@ -21832,12 +21922,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "5ecc8c34798b06f33de92f38f57975f540b11aefd6f476b1cf4adbee7d62a9d2", + "prepared_review_unit_hash": "0bd780f83e34d3e61e37fb492d2a976189fed91fc976015142e9bf90e1192fc2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -21845,7 +21935,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -21854,18 +21944,18 @@ "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.", + "summary": "These issues are only loosely similar at the model-loading/device-placement level, but they describe different bugs in different code paths: ZeRO-3 zero.Init partitioning causing OOM versus 4-bit + device_map='auto' incorrectly dispatching to CPU and raising ValueError.", "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_issue_reason": "Issue 46822 is the clearer canonical bug report: it names the specific ZeRO-3 zero.Init failure mode, the affected composite submodule, and the concrete symptom (multi-GPU load OOM).", "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_issue_reason": "Issue 46822 is the better representative issue because it is more specific about the failing mechanism and appears to be the more substantive unresolved bug.", "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." + "reason": "Reject: both concern model loading, but the underlying problems differ materially. 46822 is about ZeRO-3 zero.Init not partitioning a composite submodule and causing OOM; 46823 is about 4-bit load_in_4bit with device_map='auto' and max_memory still sending modules to CPU and raising ValueError. Different subsystems, symptoms, and fixes." } ] }, @@ -21955,12 +22045,12 @@ "issue:47102|issue:47256", "issue:47091|issue:47256" ], - "prepared_review_unit_hash": "9628208cb4ee10dde5f5b3de7ac632a154257f12cc354e41a738a0bb43eeedb8", + "prepared_review_unit_hash": "5d32e98ec28e1cd40f7675ab300328a43ce9de1b1f7c952b827317c25efa763a", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 48, - "serialized_chars": 25659, + "serialized_chars": 25658, "estimated_input_tokens": 6415, "estimated_eval_tokens": 13086 }, @@ -21968,7 +22058,7 @@ "node_count": 15, "item_count": 15, "soft_pair_count": 48, - "serialized_chars": 25659, + "serialized_chars": 25658, "estimated_input_tokens": 6415, "estimated_eval_tokens": 13086 }, @@ -21977,300 +22067,294 @@ "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.", + "summary": "These are date-stamped daily triage issues for the same integration-failure workflow, not duplicates of one underlying bug. The high similarity is coming from a repeated template; I would not merge any pair. issue:47120 is the most connected thread, so it is the best representative if one must pick a hub.", + "confidence": 0.92, + "canonical_issue_reason": "issue:47120 has the strongest linkage footprint (highest inbound references/discussion), so it is the best representative hub among otherwise separate daily triage threads.", "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_issue_reason": "issue:47120 is the most central issue in the set; however, the date-stamped titles suggest these are separate daily triage instances rather than duplicates.", "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." + "reason": "Same triage template, but different dates indicate separate daily incidents rather than the same issue." }, { "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." + "reason": "Repeated template text only; the date-stamped titles point to distinct daily triage threads." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Different dated tracking issues; similarity is from the triage template, not a shared concrete defect." + "reason": "These are adjacent daily triage reports, not one underlying bug report." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "These look like separate day-by-day triage reports rather than duplicates of one issue." + "reason": "Title similarity is explained by the template; the dates show separate issue instances." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "The shared title pattern is not enough; these are distinct dated triage entries." + "reason": "Same integration-triage series, but each date corresponds to a different run/incident." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Separate daily triage threads, not the same bug or change." + "reason": "Same templated triage wording; different dates make them separate issues." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Different dates and separate failure reports; reject as duplicate." + "reason": "No evidence of one shared bug, just recurring daily triage posts." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Same broad integration-triage topic, but not the same concrete underlying issue." + "reason": "The overlap is only in the template; these are distinct date-specific threads." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "These are dated triage logs for different days, so they should remain separate." + "reason": "Daily triage issues with the same format, but not the same incident." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Daily triage issues with similar wording, but distinct reports." + "reason": "Same recurring triage pattern; the date stamps indicate separate issues." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Different day, different triage thread; not enough evidence they describe one bug." + "reason": "These look like consecutive daily reports, not duplicates of one bug." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "These are separate dated integration-failure triage issues." + "reason": "Similar wording is from the template; the underlying triage date differs." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Same template, but each issue is for a different date and likely different failures." + "reason": "Different daily triage entries, not a single duplicate bug." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Distinct daily tracking issues rather than duplicate bug reports." + "reason": "Same title pattern, but each issue is date-specific and separate." }, { "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." + "reason": "No shared concrete failure shown; only the recurring triage series matches." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Separate daily integration-failure reports, not mergeable duplicates." + "reason": "The similarity is templated; the dates imply different triage events." }, { "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." + "reason": "These are separate daily integration-failure triage issues." }, { - "left": "issue:46985", - "right": "issue:47102", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "Not the same report; just the same recurring triage template." + "reason": "Same recurring issue template, but different date and likely different failure set." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Separate daily triage issues, likely covering different integration runs." + "reason": "Date-stamped triage posts are not the same underlying bug." }, { "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." + "reason": "No concrete shared defect; just the same daily triage format." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "These are not clearly the same underlying bug, only similar triage logs." + "reason": "These appear to be separate day-by-day triage threads." }, { - "left": "issue:47037", - "right": "issue:47049", + "left": "issue:46985", + "right": "issue:46998", "accept": false, - "reason": "Different day-specific integration triage issues." + "reason": "Same triage series, but different day and likely different integration failures." }, { "left": "issue:47037", - "right": "issue:47053", + "right": "issue:47049", "accept": false, - "reason": "No evidence of a single shared defect; these are separate daily reports." + "reason": "The titles are near-identical due to the template, not because they are duplicates." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Same pattern, but different dated triage threads." + "reason": "Different daily integration-failure triage issues; no evidence of one bug." }, { "left": "issue:47037", - "right": "issue:47102", + "right": "issue:47053", "accept": false, - "reason": "These appear to be independent daily integration-failure reports." + "reason": "Same recurring triage pattern, but each issue is a separate date-specific instance." }, { - "left": "issue:47037", - "right": "issue:47227", + "left": "issue:47049", + "right": "issue:47053", "accept": false, - "reason": "The titles match a recurring template, not a single bug or change." + "reason": "This is just the same daily triage series, not one duplicate defect." }, { "left": "issue:47049", - "right": "issue:47053", + "right": "issue:47091", "accept": false, - "reason": "Separate daily triage issues, not the same underlying failure." + "reason": "Different dates and no shared concrete failure details mean no dedupe." }, { - "left": "issue:47049", + "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Different dates and separate triage context; reject." + "reason": "Templated similarity only; these are separate triage runs." }, { - "left": "issue:47049", + "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "These are daily tracking issues, not duplicates of one concrete issue." + "reason": "The date-stamped titles imply different incidents, not one issue." }, { - "left": "issue:47053", + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same recurring triage template, but distinct daily issue threads." + }, + { + "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Same recurring triage label, but distinct day-specific reports." + "reason": "Date-separated triage issues; no sign of a shared underlying bug." }, { - "left": "issue:47053", + "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "No concrete shared bug evidence beyond the triage template." + "reason": "These are separate daily integration-failure reports, despite the matching template." }, { - "left": "issue:47053", - "right": "issue:47120", + "left": "issue:46985", + "right": "issue:47102", "accept": false, - "reason": "Different daily integration-failure issues; not the same report." + "reason": "Different day, different triage thread; similarity is superficial." }, { - "left": "issue:47053", - "right": "issue:47182", + "left": "issue:47049", + "right": "issue:47102", "accept": false, - "reason": "Separate dated triage threads, likely for different failures." + "reason": "The overlap is in the recurring title only, not in a shared defect." }, { - "left": "issue:47091", - "right": "issue:47102", + "left": "issue:47120", + "right": "issue:47182", "accept": false, - "reason": "Not the same underlying issue; just consecutive daily triage entries." + "reason": "Both are daily triage threads; the date stamps indicate separate issues." }, { - "left": "issue:47091", + "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Shared title pattern is insufficient; these are separate daily reports." + "reason": "Same triage series, but not the same underlying bug or change." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "Distinct daily triage issues, not mergeable duplicates." + "reason": "Adjacent daily integration-triage issues, not duplicates." }, { - "left": "issue:47102", - "right": "issue:47182", + "left": "issue:47120", + "right": "issue:47227", "accept": false, - "reason": "These appear to be separate daily integration failure triage threads." + "reason": "The matching template does not imply a shared concrete failure." }, { - "left": "issue:47102", - "right": "issue:47227", + "left": "issue:47053", + "right": "issue:47120", "accept": false, - "reason": "No sign of one concrete bug spanning both issues; reject." + "reason": "These are separate date-specific triage entries in the same series." }, { - "left": "issue:47102", + "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Different dates and separate tracking entries; not the same issue." + "reason": "Same recurring triage workflow, but different days and likely different failures." }, { - "left": "issue:47120", + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "No evidence they describe one bug; only the template is shared." + }, + { + "left": "issue:47102", "right": "issue:47182", "accept": false, - "reason": "Same daily triage series, but distinct issues." + "reason": "Different daily triage issues, not one deduplicable report." }, { - "left": "issue:47120", - "right": "issue:47227", + "left": "issue:47053", + "right": "issue:47182", "accept": false, - "reason": "These are separate dated triage logs rather than duplicates." + "reason": "Templated similarity only; these are separate incidents." }, { - "left": "issue:47120", - "right": "issue:47256", + "left": "issue:47102", + "right": "issue:47227", "accept": false, - "reason": "Latest issue is a new daily thread, not the same underlying defect as the earlier one." + "reason": "Date-stamped triage posts should not be merged as duplicates." }, { - "left": "issue:47182", + "left": "issue:47037", "right": "issue:47227", "accept": false, - "reason": "Different dates and likely different integration failures; keep separate." + "reason": "Same recurring title pattern, but each issue is a distinct daily report." }, { - "left": "issue:47182", + "left": "issue:47102", "right": "issue:47256", "accept": false, - "reason": "These are consecutive daily triage issues, not one bug report." + "reason": "Separate daily triage threads; no shared underlying defect is shown." }, { - "left": "issue:47227", + "left": "issue:47091", "right": "issue:47256", "accept": false, - "reason": "Same recurring triage format, but not the same underlying problem." + "reason": "The similarity is only from the repeated triage template, not from the same bug." } ] }, @@ -22300,12 +22384,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "f9e0d0a3267c7585046e0111756c6e6848629167c668ae30d4d031a78423df8f", + "prepared_review_unit_hash": "a420a7131585aff9871dfb79af051a1e88ba9593b3e07390adf5a9f502dbb938", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1492, + "serialized_chars": 1491, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -22313,7 +22397,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1492, + "serialized_chars": 1491, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -22322,27 +22406,27 @@ "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.", + "summary": "These are likely duplicate issue reports for the same feature request, \"Add RWKV7 model support.\" The titles match exactly, and the packet provides a strong soft-similarity signal (Jaccard 0.837), though it does not include direct body-text comparison.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46983 is the earlier report and a reasonable canonical representative for this likely duplicate pair.", "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_issue_reason": "Issue #46983 is as suitable as #46984 to represent the cluster, but it is earlier and therefore the better canonical choice for the duplicate 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." + "reason": "Exact title match plus a strong similarity signal indicates the same underlying feature request, so this is a likely duplicate pair." } ] }, "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." + "accept": false, + "feedback": "The duplicate call is plausible, but the analyst overstates certainty. The packet only provides exact title match plus a soft-similarity signal (Jaccard 0.837), not direct body text comparison, so phrases like \"near-certain\" and \"highly similar bodies\" should be softened to something like \"likely duplicate\" based on the available evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22366,7 +22450,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "492a50c5a27b0eeee4d38620ac45f8f4a68bdb7b8b306551a58966f473775e1b", + "prepared_review_unit_hash": "bd492cfae9e1e7332ce2b1fb22dcc425f1ff7231bb01cc9e58e4065a0962185f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22388,18 +22472,18 @@ "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, + "summary": "Both items are closed issues about AI-assisted vulnerability discovery, but they read as distinct discussion/article-style topics rather than the same underlying bug report or change request. The similarity is thematic, not duplicate-level.", + "confidence": 0.78, + "canonical_issue_reason": "issue #47015 is the broader, more representative framing of the topic; #47007 reads as a narrower \u201clessons learned\u201d variant.", "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_issue_reason": "issue #47015 is the best single representative of the cluster because its title most directly captures the shared subject matter without the extra retrospective framing.", "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." + "reason": "High topical overlap, but the titles and descriptions suggest two separate writeups/discussions about AI-driven vulnerability discovery rather than one duplicate issue about the same concrete problem." } ] }, @@ -22429,7 +22513,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "772d092a4d1be091ed85475cbb132b3c76cb110ff704df7d7492ffda9a9b54df", + "prepared_review_unit_hash": "8ddabb09d22f6a66bc9f87942f86d436fe486bff07c4b33c256b5c67d0c6ca8e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22451,24 +22535,24 @@ "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.", + "summary": "The two issues are effectively duplicates: they have the same title and appear to describe the same transformer chat routing bug under /v1.", "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_issue_reason": "Issue 47139 is the better canonical choice because it already has inbound references, suggesting it is the more established thread for the same bug.", "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_issue_reason": "Issue 47139 is the strongest issue candidate overall for the same reason: it has more existing attention and is identical in title/content to 47138.", "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." + "reason": "Same title and evidently the same underlying bug report; no distinguishing evidence suggests 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." + "feedback": "The conclusion is grounded in the packet: both issues have identical titles, identical body length, and no distinguishing metadata beyond inbound references (which supports choosing 47139 as canonical). The soft-edge accept is conservative enough here because the evidence for duplication is strong and there is no contrary signal." }, "evaluator_used": true, "retried": false, @@ -22487,7 +22571,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-69", + "cluster_id": "cluster-40546-71", "nodes": [ "pull_request:44517", "pull_request:46174", @@ -22529,14 +22613,14 @@ "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" + "pull_request:47260", + "pull_request:47263" ], "soft_pairs": [ "pull_request:46174|pull_request:46780", @@ -22548,319 +22632,299 @@ "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:47072|pull_request:47089", + "pull_request:47108|pull_request:47202", + "pull_request:47072|pull_request:47263", "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:47234|pull_request:47241", + "pull_request:46266|pull_request:46957", "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:46376|pull_request:47202", + "pull_request:47202|pull_request:47241", "pull_request:44517|pull_request:47082", + "pull_request:46196|pull_request:47202", "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:47163|pull_request:47173", + "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", "pull_request:47069|pull_request:47089", - "pull_request:47202|pull_request:47241", + "pull_request:46376|pull_request:47260", "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" + "pull_request:47239|pull_request:47255", + "pull_request:47078|pull_request:47239" ], - "prepared_review_unit_hash": "187cba41f9fd8be7127fa9e02eddbf61c490f7de71e1223483dfd0fe7895414b", + "prepared_review_unit_hash": "e4b87c7c2a9d1e62fcb8c88cad476a45030f69a22d9ef1102a90a39105edddde", "component_budget": { - "node_count": 69, - "item_count": 69, - "soft_pair_count": 191, - "serialized_chars": 245387, - "estimated_input_tokens": 61347, - "estimated_eval_tokens": 122950 + "node_count": 71, + "item_count": 71, + "soft_pair_count": 203, + "serialized_chars": 254145, + "estimated_input_tokens": 63537, + "estimated_eval_tokens": 127330 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 128078, - "estimated_input_tokens": 32020, - "estimated_eval_tokens": 64296 + "soft_pair_count": 39, + "serialized_chars": 127241, + "estimated_input_tokens": 31811, + "estimated_eval_tokens": 63878 }, "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, + "summary": "This cluster is mostly heterogeneous and should not be collapsed as one duplicate set. The only clear soft-duplicate groups are the MPS sinusoidal-position-embedding fixes, the TimesFM 2.5 method-name fixes, and the CohereASR training-loss double-shift fixes; the rest are unrelated changes or only loosely adjacent test/doc work.", + "confidence": 0.88, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "PR 47090 is the clearest single representative bug fix in the set: it has an explicit issue link, a narrow scope, and direct test coverage for the CohereASR double-shift loss bug.", "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." + "reason": "Same MPS float64 crash in build_2d_sinusoidal_position_embedding; the later PR is just a refined version of the same fix on the same code path." }, { "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." + "reason": "Both fix the same Apple Silicon/MPS sinusoidal-position-embedding crash by making the arithmetic device/dtype-safe in the same helper." }, { "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." + "reason": "Same underlying MPS float64 bug in the shared positional-embedding helper; only the exact dtype strategy differs." }, { "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." + "reason": "Both fix the same TimesFM 2.5 window_size moving-average method-name bug in the preprocessing path." }, { "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." + "reason": "Both address the same CohereASR training-loss double-shift bug in the forward loss path; the implementation differs, but the concrete fix target is the same." }, { "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." + "reason": "Same CohereASR double-shift loss bug and same forward path; one uses an explicit CrossEntropyLoss instead of the helper, but it is the same underlying change." }, { "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." + "accept": false, + "reason": "Both touch image-loading tests, but 47218 is a broad helper refactor while 47260 is a separate COCO fixture standardization; not the same bug/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." + "reason": "One fixes CohereASR loss shifting, the other fixes a MusicGen generate typo; unrelated code paths and failures." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Unrelated fixes: Pytest v9 compatibility in GlmAsr versus CohereASR loss logic." + "reason": "Pytest-v9 fp32-module handling vs CohereASR training-loss logic; unrelated changes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "One removes a docker image builder workflow, the other adds exporter dependencies to torch-light; different maintenance tasks." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Unrelated behavior: chat-template schema parsing versus AqlmConfig type-check error messages." + "reason": "Chat-template JSON enum parsing vs AqlmConfig error-message text; unrelated bugs." }, { - "left": "pull_request:47202", - "right": "pull_request:47204", + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Doc-builder comment cleanup vs docker image-builder deletion; not the same underlying change." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47263", "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." + "reason": "Chat schema parsing crash vs auto-mapping registration regression test; unrelated." }, { "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." + "reason": "Both are Japanese docs edits, but one is a translation add and the other is wording polish; not a duplicate bug or 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." + "reason": "Exporter dependency setup in torch-light vs Executorch exporter code fixes; different layers of the export stack." }, { "left": "pull_request:47072", "right": "pull_request:47229", "accept": false, - "reason": "Different issues: JSON schema enum extraction versus TimesFM 2.5 window_size preprocessing." + "reason": "Chat-template schema parsing vs TimesFM method-name fix; unrelated." }, { - "left": "pull_request:47108", - "right": "pull_request:47202", + "left": "pull_request:47234", + "right": "pull_request:47241", + "accept": false, + "reason": "Both are sine-position-embedding related, but they fix different concrete failures in different model families and code paths." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Workflow comment cleanup is unrelated to dropping the old docker image builder." + "reason": "DINO conversion/modernization work vs finegrained FP8 generation optimization; unrelated." }, { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different domains: VITS test re-enable versus RT-DETR v2 converter updates." + "reason": "VITS test re-enable vs RT-DETR converter key updates; unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Unrelated docs translation versus kv-cache documentation updates." + "reason": "Japanese docs translation vs quantized-cache docs update; different documentation workstreams." }, { "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." + "reason": "Both are test-only PRs, but they target different models and different compatibility issues; not the same fix." }, { "left": "pull_request:47113", "right": "pull_request:47232", "accept": false, - "reason": "Audio feature/proc requirements cleanup is unrelated to Switch/T5 error-message adjustments." + "reason": "Audio feature/proc requirements cleanup vs T5Stack error-message behavior; unrelated." }, { "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." + "reason": "Quantization test extension vs XPU expectation fixes; similar test maintenance, but different concrete changes." }, { - "left": "pull_request:46912", - "right": "pull_request:47179", + "left": "pull_request:46376", + "right": "pull_request:47202", "accept": false, - "reason": "Different model families and features: RoPE test coverage versus Granite SWA model support." + "reason": "Continuous batching multimodal support vs docker builder workflow deletion; unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47173", + "left": "pull_request:47202", + "right": "pull_request:47241", "accept": false, - "reason": "Both are testing-related, but they cover different hardware/test abstractions and unrelated models." + "reason": "Docker workflow removal vs DETR sine-position compile fix; unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47163", + "left": "pull_request:44517", + "right": "pull_request:47082", "accept": false, - "reason": "Different accelerator support areas: flash linear attention availability versus paged-attention XPU tests." + "reason": "Qwen3 TTS model addition vs RoMa keypoint matcher addition; different models entirely." }, { "left": "pull_request:46196", - "right": "pull_request:47210", + "right": "pull_request:47202", "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." + "reason": "SDPA dispatch for audio models vs docker builder deletion; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47260", + "left": "pull_request:46912", + "right": "pull_request:47179", "accept": false, - "reason": "Multimodal continuous batching and image-fixture loading are unrelated changes." + "reason": "RoPE test expansion vs Granite SWA model support; different features and code paths." }, { "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Distinct model-support additions: Param2MoE versus Cosmos3 Edge." + "reason": "Param2MoE model support vs Cosmos3 Edge model support; separate model additions." }, { "left": "pull_request:47003", "right": "pull_request:47204", "accept": false, - "reason": "OpenVINO exporter implementation and docker test-image dependencies are different workstreams." + "reason": "OpenVINO exporter implementation vs torch-light exporter test deps; not the same change." }, { - "left": "pull_request:46376", - "right": "pull_request:46995", + "left": "pull_request:47163", + "right": "pull_request:47173", "accept": false, - "reason": "Continuous batching multimodal support is unrelated to flash linear attention availability." + "reason": "Paged-attention XPU test coverage vs XPU expectation fixes; related hardware area, but different test problems." }, { - "left": "pull_request:47069", - "right": "pull_request:47089", + "left": "pull_request:46196", + "right": "pull_request:47210", "accept": false, - "reason": "Configuration return-type/docs fix is unrelated to AqlmConfig validation errors." + "reason": "Audio SDPA dispatch support vs packed varlen attention routing; adjacent attention work, but different code paths and goals." }, { - "left": "pull_request:47202", - "right": "pull_request:47241", + "left": "pull_request:46995", + "right": "pull_request:47163", "accept": false, - "reason": "Dropping docker-image builder workflow is unrelated to DETR-family embedding precision fixes." + "reason": "Flash linear-attention availability on MLU vs paged-attention XPU tests; unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46995", + "left": "pull_request:47069", + "right": "pull_request:47089", "accept": false, - "reason": "Different attention features and different model/applications; not duplicate." + "reason": "num_labels return-type/docs fix vs AqlmConfig error-message text; unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47239", + "left": "pull_request:46376", + "right": "pull_request:47260", "accept": false, - "reason": "Japanese wording cleanup is unrelated to tokenizer extra_special_tokens docs clarification." + "reason": "Multimodal continuous batching support vs image-loading helper refactor in tests; not the same underlying issue." }, { - "left": "pull_request:47239", - "right": "pull_request:47255", + "left": "pull_request:46196", + "right": "pull_request:46995", "accept": false, - "reason": "Tokenizer docs clarification and Gemma4 docstring example update are unrelated documentation edits." + "reason": "SDPA audio dispatch support vs flash-linear-attention backend availability; different integration concerns." }, { "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." + "reason": "AqlmConfig validation-message wording vs audio feature/proc requirement fixes; unrelated." }, { - "left": "pull_request:47089", - "right": "pull_request:47069", + "left": "pull_request:47239", + "right": "pull_request:47255", "accept": false, - "reason": "Same as above; different configuration concerns and no shared bug." + "reason": "Tokenizer docs clarification vs Gemma4 docstring example update; unrelated documentation edits." }, { - "left": "pull_request:47089", - "right": "pull_request:47069", + "left": "pull_request:47078", + "right": "pull_request:47239", "accept": false, - "reason": "Different changes; one is AqlmConfig validation text, the other is num_labels typing/behavior." + "reason": "Japanese docs wording polish vs tokenizer docs clarification; different doc areas and purposes." } ] }, @@ -22882,7 +22946,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-69", + "cluster_id": "cluster-40546-71", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22891,7 +22955,6 @@ "pull_request:46266", "pull_request:46267", "pull_request:46376", - "pull_request:46509", "pull_request:46836", "pull_request:46895", "pull_request:46912", @@ -22918,7 +22981,6 @@ "pull_request:47181", "pull_request:47184", "pull_request:47198", - "pull_request:47202", "pull_request:47204", "pull_request:47207", "pull_request:47210", @@ -22931,401 +22993,466 @@ "pull_request:47243", "pull_request:47253", "pull_request:47255", - "pull_request:47260" + "pull_request:47260", + "pull_request:47263", + "pull_request:47264" ], "soft_pairs": [ - "pull_request:47207|pull_request:47218", "pull_request:47093|pull_request:47255", + "pull_request:47089|pull_request:47231", "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:46376|pull_request:46995", + "pull_request:46912|pull_request:47173", "pull_request:46267|pull_request:47181", - "pull_request:47179|pull_request:47210", + "pull_request:46995|pull_request:47181", "pull_request:47093|pull_request:47181", "pull_request:44517|pull_request:46376", - "pull_request:47204|pull_request:47207", + "pull_request:47089|pull_request:47229", "pull_request:44775|pull_request:47181", + "pull_request:47207|pull_request:47218", + "pull_request:47204|pull_request:47207", + "pull_request:47093|pull_request:47143", + "pull_request:46995|pull_request:47143", + "pull_request:47184|pull_request:47260", + "pull_request:46266|pull_request:47216", + "pull_request:47082|pull_request:47108", + "pull_request:47093|pull_request:47163", + "pull_request:47204|pull_request:47231", + "pull_request:47179|pull_request:47210", + "pull_request:46196|pull_request:47179", "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:47166|pull_request:47260", + "pull_request:44775|pull_request:46836", + "pull_request:47082|pull_request:47210", "pull_request:47163|pull_request:47179", "pull_request:47163|pull_request:47260", - "pull_request:46266|pull_request:47216", + "pull_request:47175|pull_request:47263", + "pull_request:47229|pull_request:47231", "pull_request:46376|pull_request:47218", "pull_request:46836|pull_request:47218", - "pull_request:44775|pull_request:46836", + "pull_request:46957|pull_request:47216", + "pull_request:47082|pull_request:47181", + "pull_request:47108|pull_request:47216", + "pull_request:46912|pull_request:47082", "pull_request:47239|pull_request:47243", + "pull_request:43451|pull_request:44775", + "pull_request:44775|pull_request:46376", "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:46266|pull_request:46376", "pull_request:47243|pull_request:47253", - "pull_request:44775|pull_request:46376", - "pull_request:43451|pull_request:44775", + "pull_request:46895|pull_request:47207", + "pull_request:46266|pull_request:47034", "pull_request:46376|pull_request:47173", "pull_request:46196|pull_request:46376", + "pull_request:47198|pull_request:47253", "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:47181|pull_request:47263", + "pull_request:44517|pull_request:47264", + "pull_request:47077|pull_request:47216", + "pull_request:44517|pull_request:47181", + "pull_request:46376|pull_request:47198", "pull_request:47078|pull_request:47243", - "pull_request:46957|pull_request:47108", + "pull_request:47069|pull_request:47113", + "pull_request:43451|pull_request:46266", "pull_request:47069|pull_request:47082", - "pull_request:46266|pull_request:47034", + "pull_request:43451|pull_request:44517", + "pull_request:47034|pull_request:47108", "pull_request:47207|pull_request:47255", + "pull_request:43451|pull_request:47263", "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" + "pull_request:47003|pull_request:47178" ], - "prepared_review_unit_hash": "85698cf250f1cf26d78dbd368199bfbda27978d0123c5caf25952b1f0e4b2541", + "prepared_review_unit_hash": "d375337bd4dacfdfd6c1f8c8376cca24f530517c5e55fc17afb84b994e898537", "component_budget": { - "node_count": 69, - "item_count": 69, - "soft_pair_count": 191, - "serialized_chars": 245387, - "estimated_input_tokens": 61347, - "estimated_eval_tokens": 122950 + "node_count": 71, + "item_count": 71, + "soft_pair_count": 203, + "serialized_chars": 254145, + "estimated_input_tokens": 63537, + "estimated_eval_tokens": 127330 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 63, - "serialized_chars": 135213, - "estimated_input_tokens": 33804, - "estimated_eval_tokens": 67864 + "soft_pair_count": 72, + "serialized_chars": 137693, + "estimated_input_tokens": 34424, + "estimated_eval_tokens": 69104 }, "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.", + "summary": "This cluster is heterogeneous: model additions, documentation updates, test-only changes, and a few targeted bug fixes. The soft edges mostly share only broad subsystem names, not the same concrete code-path or change, so they should stay separate.", "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.", + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items are unrelated across models, docs, tests, and infra, with no evidence of one underlying change set.", + "best_issue_reason": null, + "best_pr_reason": "No strong global best PR for deduping; if forced, the most self-contained bug fix would be a narrow fix PR, but the cluster is not duplicate-aligned.", "soft_edge_verdicts": [ { - "left": "pull_request:47207", - "right": "pull_request:47218", + "left": "pull_request:47093", + "right": "pull_request:47255", "accept": false, - "reason": "Swin2SR over-padding fix vs image-loading test refactor; unrelated changes." + "reason": "Different model features: OpenPangu-V2 implementation vs a Gemma4 docstring example tweak." }, { - "left": "pull_request:47093", - "right": "pull_request:47255", + "left": "pull_request:47089", + "right": "pull_request:47231", "accept": false, - "reason": "OpenPangu-V2 model support vs Gemma4 docstring example update; different scopes." + "reason": "Unrelated fixes: AqlmConfig error messages vs MoonshineStreaming sliding-window context logic." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "Docs N-D parallelism update vs Japanese DistilBERT doc translation; unrelated docs work." + "reason": "Different documentation changes: N-D parallelism docs vs DistilBERT Japanese translation updates." }, { - "left": "pull_request:46509", + "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Nemotron Omni model support vs flash-linear-attention availability on MLU; unrelated code paths." + "reason": "Different scopes: multimodal continuous batching work vs MLU support for flash linear attention availability." }, { - "left": "pull_request:46196", - "right": "pull_request:47202", + "left": "pull_request:46912", + "right": "pull_request:47173", "accept": false, - "reason": "wav2vec2-family SDPA support vs dropping the CPU/light docker image builder; unrelated." + "reason": "RoPE test expansion across models vs XPU expectation updates in unrelated test suites." }, { - "left": "pull_request:47184", - "right": "pull_request:47260", + "left": "pull_request:46267", + "right": "pull_request:47181", "accept": false, - "reason": "Qwen3-Next multi-accelerator test wording vs COCO image fixture loading refactor; unrelated tests." + "reason": "Serve chat parsing refactor vs Cosmos3 Edge model support; no shared code path." }, { - "left": "pull_request:47082", - "right": "pull_request:47108", + "left": "pull_request:46995", + "right": "pull_request:47181", "accept": false, - "reason": "RoMa keypoint matcher support vs doc-builder comment tweak; not the same change." + "reason": "Backend availability check vs adding a new multimodal model; unrelated changes." }, { - "left": "pull_request:46196", - "right": "pull_request:47179", + "left": "pull_request:47093", + "right": "pull_request:47181", "accept": false, - "reason": "wav2vec2 SDPA dispatch vs Granite SWA model support; different model families." + "reason": "OpenPangu-V2 model support and Cosmos3 Edge support are separate model additions." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46376", + "accept": false, + "reason": "Qwen3 TTS model support is unrelated to continuous batching multimodal support." }, { "left": "pull_request:47089", "right": "pull_request:47229", "accept": false, - "reason": "AqlmConfig error-message fix vs TimesFM 2.5 preprocessing method-name fix; unrelated." + "reason": "Error-message wording fix vs TimesFM 2.5 method-name bug fix are unrelated." }, { - "left": "pull_request:46267", + "left": "pull_request:44775", "right": "pull_request:47181", "accept": false, - "reason": "Serve chat parsing overhaul vs Cosmos3 Edge model support; unrelated subsystems." + "reason": "Docs-only parallelism changes do not duplicate a model implementation PR." }, { - "left": "pull_request:47179", - "right": "pull_request:47210", + "left": "pull_request:47207", + "right": "pull_request:47218", "accept": false, - "reason": "Granite SWA support vs packed SDPA varlen attention; different feature areas." + "reason": "Different test fixes: Swin2SR padding bug vs image-loading refactor." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47207", + "accept": false, + "reason": "Docker test-image setup vs Swin2SR over-padding fix are unrelated." }, { "left": "pull_request:47093", - "right": "pull_request:47181", + "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 model support vs Cosmos3 Edge model support; different model additions." + "reason": "New OpenPangu-V2 model support vs NeuCodec model support are separate additions." }, { - "left": "pull_request:44517", - "right": "pull_request:46376", + "left": "pull_request:46995", + "right": "pull_request:47143", "accept": false, - "reason": "Qwen3-TTS addition vs multimodal continuous batching; unrelated features." + "reason": "Availability check fix vs NeuCodec model implementation; no shared bug." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47260", + "accept": false, + "reason": "Test decorator rename for accelerator support vs centralized COCO image fixture loading." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47216", + "accept": false, + "reason": "DINO conversion/modernization vs compressed-tensors fp8 support are different subsystems." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "RoMa model support is unrelated to doc-builder pin-comment formatting." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47163", + "accept": false, + "reason": "Model addition vs paged-attention XPU test coverage; different change types." }, { "left": "pull_request:47204", - "right": "pull_request:47207", + "right": "pull_request:47231", "accept": false, - "reason": "torch-light exporter dependency changes vs Swin2SR padding fix; unrelated." + "reason": "Docker exporter-test dependencies vs MoonshineStreaming streaming-window bug fix." }, { - "left": "pull_request:44775", - "right": "pull_request:47181", + "left": "pull_request:47179", + "right": "pull_request:47210", + "accept": false, + "reason": "Granite SWA model support is unrelated to SDPA packed-sequence routing." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47179", "accept": false, - "reason": "Docs N-D parallelism vs Cosmos3 Edge model support; unrelated." + "reason": "SDPA support for audio models vs new Granite SWA model family; not the same bug." }, { "left": "pull_request:47077", "right": "pull_request:47210", "accept": false, - "reason": "Japanese docs translation vs packed SDPA varlen attention; unrelated." + "reason": "Japanese docs wording/translation changes do not overlap with packed SDPA implementation." }, { "left": "pull_request:47231", "right": "pull_request:47255", "accept": false, - "reason": "MoonshineStreaming sliding-window fix vs Gemma4 docstring example; unrelated." + "reason": "MoonshineStreaming bug fix vs Gemma4 docstring example; different artifacts entirely." }, { - "left": "pull_request:47166", - "right": "pull_request:47260", + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "Quantization test updates vs COCO image fixture loading refactor; unrelated test churn." + "reason": "CI expectation updates for Olmo3 vs Granite SWA model support are unrelated." }, { - "left": "pull_request:47204", - "right": "pull_request:47231", + "left": "pull_request:47166", + "right": "pull_request:47260", "accept": false, - "reason": "torch-light exporter deps vs MoonshineStreaming context-window fix; unrelated." + "reason": "Quantization test extensions vs shared image-fixture refactor; not the same underlying change." }, { - "left": "pull_request:47175", - "right": "pull_request:47179", + "left": "pull_request:44775", + "right": "pull_request:46836", "accept": false, - "reason": "Olmo3 CI expectation updates vs Granite SWA model support; unrelated." + "reason": "Unrelated docs PRs: parallelism docs vs Unlimited OCR model docs and code." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "OpenPangu-V2 model support vs NeuCodec model support; different model additions." + "reason": "Model support addition vs packed-attention kernel routing; different code paths." }, { "left": "pull_request:47163", "right": "pull_request:47179", "accept": false, - "reason": "Paged-attention XPU tests vs Granite SWA model support; unrelated." + "reason": "Paged-attention test coverage for XPU vs Granite SWA model support." }, { - "left": "pull_request:47229", - "right": "pull_request:47231", + "left": "pull_request:47163", + "right": "pull_request:47260", "accept": false, - "reason": "TimesFM 2.5 preprocessing fix vs MoonshineStreaming right-context fix; different models and bugs." + "reason": "Paged-attention XPU tests vs image loading refactor; no duplicate signal." }, { - "left": "pull_request:47163", - "right": "pull_request:47260", + "left": "pull_request:47175", + "right": "pull_request:47239", "accept": false, - "reason": "Paged-attention XPU tests vs COCO image fixture loading; unrelated tests." + "reason": "Olmo3 CI expectation updates vs tokenizer documentation clarification." }, { - "left": "pull_request:46266", - "right": "pull_request:47216", + "left": "pull_request:47229", + "right": "pull_request:47231", "accept": false, - "reason": "DINOv2 conversion/model work vs compressed-tensors fp8 quantization/docs; unrelated." + "reason": "TimesFM preprocessing method fix vs MoonshineStreaming sliding-window fix." }, { "left": "pull_request:46376", "right": "pull_request:47218", "accept": false, - "reason": "Multimodal continuous batching vs image-loading refactor; different areas." + "reason": "Continuous batching multimodal support and image-loading test refactor are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Unlimited OCR model addition vs image-loading refactor; unrelated." + "reason": "Unlimited OCR model support vs test image-loading helper refactor." }, { - "left": "pull_request:44775", - "right": "pull_request:46836", + "left": "pull_request:46957", + "right": "pull_request:47216", + "accept": false, + "reason": "Finegrained FP8 decode optimization vs compressed-tensors fp8 support are different features." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47181", "accept": false, - "reason": "Docs N-D parallelism vs Unlimited OCR model addition; unrelated." + "reason": "RoMa keypoint matcher and Cosmos3 Edge model support are different model additions." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47216", + "accept": false, + "reason": "Doc-builder pin comment cleanup vs compressed-tensors quantization support." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "RoPE test coverage vs RoMa model addition; only superficial similarity in test/model work." }, { "left": "pull_request:47239", "right": "pull_request:47243", "accept": false, - "reason": "extra_special_tokens docs clarification vs Executorch exporter fixes; unrelated." + "reason": "Tokenizer docs clarification vs ExecuTorch exporter fixes; unrelated areas." }, { - "left": "pull_request:47077", - "right": "pull_request:47239", + "left": "pull_request:43451", + "right": "pull_request:44775", "accept": false, - "reason": "Japanese docs translation vs tokenizer docs clarification; different docs changes." + "reason": "Molmo2 model support vs docs-only parallelism changes; not the same change." }, { - "left": "pull_request:47108", - "right": "pull_request:47216", + "left": "pull_request:47077", + "right": "pull_request:47239", "accept": false, - "reason": "Doc-builder comment tweak vs compressed-tensors fp8 changes; unrelated." + "reason": "Japanese translation updates vs tokenizer docs clarification are separate documentation edits." }, { "left": "pull_request:46836", "right": "pull_request:47178", "accept": false, - "reason": "Unlimited OCR model addition vs SigLIP checkpoint-path fix; unrelated." + "reason": "Unlimited OCR model support vs SigLIP checkpoint-path fix; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE test expansion vs Japanese documentation wording; unrelated." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47210", - "accept": false, - "reason": "RoMa model support vs packed SDPA varlen attention; unrelated." + "reason": "RoPE tests vs Japanese wording changes; different domains." }, { "left": "pull_request:47108", "right": "pull_request:47204", "accept": false, - "reason": "Doc-builder comment tweak vs torch-light exporter deps; unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47216", - "accept": false, - "reason": "Finegrained FP8 decode optimization vs compressed-tensors fp8; different quantization systems." + "reason": "Doc-builder comment change vs CPU exporter-test dependency setup." }, { "left": "pull_request:47166", "right": "pull_request:47218", "accept": false, - "reason": "GPTQ/MXFP4 expectation updates vs image-loading refactor; unrelated tests." + "reason": "Quantization test updates vs shared image-loading helper refactor." }, { - "left": "pull_request:47175", - "right": "pull_request:47239", + "left": "pull_request:46266", + "right": "pull_request:46376", "accept": false, - "reason": "Olmo3 CI expectation changes vs extra_special_tokens docs clarification; unrelated." + "reason": "DINO modernization/conversion mapping vs continuous batching multimodal support; broad subsystem overlap only." }, { - "left": "pull_request:47082", - "right": "pull_request:47181", + "left": "pull_request:47198", + "right": "pull_request:47253", "accept": false, - "reason": "RoMa keypoint matcher vs Cosmos3 Edge model support; unrelated model additions." + "reason": "GPTNeoX/GPTBigCode backend compatibility vs tensor-parallel head-sharding validation." }, { - "left": "pull_request:46912", - "right": "pull_request:47082", + "left": "pull_request:46196", + "right": "pull_request:47223", "accept": false, - "reason": "RoPE tests vs RoMa model addition; not the same change." + "reason": "Audio-model SDPA support vs TimesFM window_size AttributeError fix; unrelated." }, { - "left": "pull_request:47243", + "left": "pull_request:47034", "right": "pull_request:47253", "accept": false, - "reason": "Executorch exporter fixes vs tensor-parallel lm_head sharding validation; different runtime concerns." + "reason": "Neuron finetuning experiment scripts vs tensor-parallel validation logic are different changes." }, { - "left": "pull_request:44775", - "right": "pull_request:46376", + "left": "pull_request:47181", + "right": "pull_request:47263", "accept": false, - "reason": "Docs N-D parallelism vs multimodal continuous batching; unrelated domains." + "reason": "Cosmos3 Edge model support vs auto-mapping registration regression test." }, { - "left": "pull_request:43451", - "right": "pull_request:44775", + "left": "pull_request:44517", + "right": "pull_request:47204", "accept": false, - "reason": "Molmo2 model addition vs docs N-D parallelism; unrelated." + "reason": "Qwen3 TTS model support vs exporter-test Docker dependencies; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47173", + "left": "pull_request:47198", + "right": "pull_request:47243", "accept": false, - "reason": "Multimodal continuous batching vs XPU expectation test fixes; unrelated." + "reason": "vLLM backend support changes vs Executorch exporter fixes; different code paths." }, { - "left": "pull_request:46196", - "right": "pull_request:46376", + "left": "pull_request:47078", + "right": "pull_request:47243", "accept": false, - "reason": "wav2vec2 SDPA dispatch vs multimodal continuous batching; different subsystems." + "reason": "Japanese docs wording vs exporter implementation fixes." }, { - "left": "pull_request:46196", - "right": "pull_request:47223", + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "Config property typing change vs audio-feature/proc requirements fixes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", "accept": false, - "reason": "wav2vec2 SDPA dispatch vs TimesFM 2.5 window_size fix; unrelated." + "reason": "Molmo2 model support and DINO modernization are distinct model workstreams." }, { "left": "pull_request:47034", - "right": "pull_request:47253", + "right": "pull_request:47108", "accept": false, - "reason": "Neuron SFT experiment vs tensor-parallel head sharding validation; different training/integration changes." + "reason": "AWS Neuron finetuning scripts vs doc-builder pin comment cleanup; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:46376", + "left": "pull_request:47207", + "right": "pull_request:47255", "accept": false, - "reason": "DINOv2 conversion/model changes vs multimodal continuous batching; unrelated." + "reason": "Swin2SR padding fix vs Gemma4 docstring example; no shared bug or code path." }, { - "left": "pull_request:47069", - "right": "pull_request:47113", + "left": "pull_request:47105", + "right": "pull_request:47255", "accept": false, - "reason": "num_labels nullable-property fix vs audio feature/proc requirements cleanup; unrelated." + "reason": "VITS test re-enable vs Gemma4 docstring update are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47243", + "left": "pull_request:47003", + "right": "pull_request:47178", "accept": false, - "reason": "Japanese docs wording vs Executorch exporter fixes; unrelated." + "reason": "OpenVINO exporter support vs SigLIP hardcoded-path fix; separate concerns." } ] }, @@ -23347,12 +23474,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-69", + "cluster_id": "cluster-40546-71", "nodes": [ "pull_request:40546", "pull_request:43451", - "pull_request:44517", - "pull_request:46266", + "pull_request:46196", "pull_request:46310", "pull_request:46376", "pull_request:46509", @@ -23367,9 +23493,9 @@ "pull_request:47034", "pull_request:47069", "pull_request:47077", + "pull_request:47078", "pull_request:47090", "pull_request:47096", - "pull_request:47108", "pull_request:47113", "pull_request:47143", "pull_request:47162", @@ -23390,33 +23516,32 @@ "pull_request:47241", "pull_request:47243", "pull_request:47253", - "pull_request:47255" + "pull_request:47255", + "pull_request:47263", + "pull_request:47264" ], "soft_pairs": [ + "pull_request:47143|pull_request:47263", + "pull_request:46895|pull_request:47255", + "pull_request:43451|pull_request:47078", + "pull_request:47077|pull_request:47198", + "pull_request:46912|pull_request:47113", "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", - "pull_request:47069|pull_request:47223", "pull_request:43451|pull_request:46957", "pull_request:46957|pull_request:47096", + "pull_request:46912|pull_request:47253", + "pull_request:47223|pull_request:47239", "pull_request:46957|pull_request:47003", + "pull_request:47069|pull_request:47223", "pull_request:47175|pull_request:47223", "pull_request:46310|pull_request:47162", - "pull_request:46310|pull_request:47231", "pull_request:47162|pull_request:47231", + "pull_request:46310|pull_request:47231", "pull_request:46895|pull_request:47235", "pull_request:46895|pull_request:47090", "pull_request:47090|pull_request:47235", @@ -23427,409 +23552,382 @@ "pull_request:47223|pull_request:47229", "pull_request:47166|pull_request:47184", "pull_request:46912|pull_request:47175", + "pull_request:47241|pull_request:47264", "pull_request:46658|pull_request:46836", - "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", + "pull_request:47163|pull_request:47166", "pull_request:47003|pull_request:47243", "pull_request:46509|pull_request:47143", "pull_request:46509|pull_request:47181", - "pull_request:46376|pull_request:46509", "pull_request:46509|pull_request:47163", + "pull_request:46376|pull_request:46509", "pull_request:46376|pull_request:47181", "pull_request:43451|pull_request:46836", - "pull_request:46509|pull_request:46836", "pull_request:47143|pull_request:47181", "pull_request:46376|pull_request:47143", + "pull_request:46509|pull_request:46836", "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", - "pull_request:46376|pull_request:47034", - "pull_request:46658|pull_request:47143", - "pull_request:47143|pull_request:47163", "pull_request:47163|pull_request:47210", - "pull_request:47077|pull_request:47181", + "pull_request:46376|pull_request:47034", "pull_request:47034|pull_request:47216", - "pull_request:43451|pull_request:47243", + "pull_request:46658|pull_request:47143", "pull_request:47143|pull_request:47210", + "pull_request:47143|pull_request:47163", + "pull_request:46196|pull_request:47143", "pull_request:47181|pull_request:47198", + "pull_request:43451|pull_request:47216", + "pull_request:43451|pull_request:47243", + "pull_request:47096|pull_request:47243", + "pull_request:43451|pull_request:47198", "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:47175", "pull_request:47096|pull_request:47175", "pull_request:43451|pull_request:46658", "pull_request:46658|pull_request:47096", + "pull_request:46658|pull_request: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" ], - "prepared_review_unit_hash": "bb9a864220e5850b3fd905bd9f4bfce7c9baf7954d3fd7b6b4b3e48828b484c2", + "prepared_review_unit_hash": "68042d2248d2070473e04a2bbd24253e6b95514f01f52397630fb390d1604cf4", "component_budget": { - "node_count": 69, - "item_count": 69, - "soft_pair_count": 191, - "serialized_chars": 245387, - "estimated_input_tokens": 61347, - "estimated_eval_tokens": 122950 + "node_count": 71, + "item_count": 71, + "soft_pair_count": 203, + "serialized_chars": 254145, + "estimated_input_tokens": 63537, + "estimated_eval_tokens": 127330 }, "budget": { - "node_count": 42, - "item_count": 42, + "node_count": 43, + "item_count": 43, "soft_pair_count": 72, - "serialized_chars": 128166, - "estimated_input_tokens": 32042, - "estimated_eval_tokens": 64340 + "serialized_chars": 129684, + "estimated_input_tokens": 32421, + "estimated_eval_tokens": 65098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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, + "summary": "This set is mostly unrelated PRs, with a few true duplicate clusters: MoonshineStreaming off-by-one fixes, CohereASR double-shift loss fixes, and TimesFM 2.5 window_size fixes. Most of the remaining soft edges are false positives across different models or doc/test-only changes.", + "confidence": 0.86, "canonical_issue_reason": null, - "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.", + "canonical_pr_reason": "PR 47090 is the cleanest canonical representative: it directly fixes the CohereASR double-shift training-loss bug, explicitly ties to the tracking issue, and preserves the shared loss path instead of bypassing framework loss handling.", "best_issue_reason": null, - "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.", + "best_pr_reason": "PR 47090 is the strongest global merge target among the candidates because it is narrowly scoped, issue-linked, and implements the bug fix in the safest way.", "soft_edge_verdicts": [ { - "left": "pull_request:47113", - "right": "pull_request:47241", + "left": "pull_request:47143", + "right": "pull_request:47263", "accept": false, - "reason": "Different subsystems: audio feature/process requirements vs DETR-family sine position embeddings; only generic test/infra similarity." + "reason": "Unrelated: NeuCodec model support vs an auto-mapping regression test." }, { - "left": "pull_request:47113", - "right": "pull_request:47175", + "left": "pull_request:46895", + "right": "pull_request:47255", "accept": false, - "reason": "Unrelated changes: AST/audio requirements vs Olmo3 CI expectation updates." + "reason": "Different changes: CohereASR loss bug fix vs Gemma4 docstring example update." }, { - "left": "pull_request:47175", - "right": "pull_request:47207", + "left": "pull_request:43451", + "right": "pull_request:47078", "accept": false, - "reason": "Different bugs in different models: Olmo3 CI log changes vs Swin2SR over-padding fix." + "reason": "Different model additions/docs: Molmo2 support vs Japanese wording cleanup." }, { - "left": "pull_request:44517", - "right": "pull_request:47181", + "left": "pull_request:47077", + "right": "pull_request:47198", "accept": false, - "reason": "Both add model support/docs, but for different models and code paths; not the same underlying change." + "reason": "Unrelated doc translation vs GPTBigCode/GPTNeoX backend support." }, { - "left": "pull_request:46376", - "right": "pull_request:47198", + "left": "pull_request:46912", + "right": "pull_request:47113", "accept": false, - "reason": "Continuous batching multimodal support and GPTNeoX/vLLM backend fixes are unrelated code paths." + "reason": "Different bugs in different model families; RoPE test coverage is not the same as audio feature requirements." }, { - "left": "pull_request:43451", - "right": "pull_request:46266", + "left": "pull_request:47113", + "right": "pull_request:47241", "accept": false, - "reason": "Both touch conversion/mapping infrastructure, but they implement support for different model families and different checkpoints." + "reason": "Audio feature/processing requirements vs DETR-family compile issue are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:47113", + "right": "pull_request:47175", "accept": false, - "reason": "Distinct model-addition PRs for Molmo2 and Qwen3 TTS; similar scaffolding is not enough." + "reason": "Different areas: audio requirements vs OLMo3 CI expectation updates." }, { - "left": "pull_request:47077", - "right": "pull_request:47216", + "left": "pull_request:47175", + "right": "pull_request:47207", "accept": false, - "reason": "Japanese docs translation vs compressed-tensors quantization support; no shared bug/change." + "reason": "Unrelated CI expectation tweak vs Swin2SR padding fix." }, { "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." + "reason": "Config typing change is unrelated to OLMo3 CI test value updates." }, { - "left": "pull_request:44517", - "right": "pull_request:47143", + "left": "pull_request:47223", + "right": "pull_request:47243", "accept": false, - "reason": "Different model additions (Qwen3 TTS vs NeuCodec); shared model-support scaffolding is too broad." + "reason": "TimesFM preprocessing/config cleanup is unrelated to Executorch exporter fixes." }, { - "left": "pull_request:47223", - "right": "pull_request:47243", + "left": "pull_request:46376", + "right": "pull_request:47184", "accept": false, - "reason": "TimesFM2_5 preprocessing fix vs Executorch exporter fixes; different bugs and code paths." + "reason": "Continuous batching multimodal support vs test decorator rename are unrelated." }, { - "left": "pull_request:47223", - "right": "pull_request:47239", + "left": "pull_request:43451", + "right": "pull_request:46957", "accept": false, - "reason": "TimesFM2_5 code fix vs tokenizer documentation clarification; unrelated." + "reason": "Different model additions: Molmo2 vs finegrained FP8 kernel work." }, { - "left": "pull_request:47077", - "right": "pull_request:47198", + "left": "pull_request:46957", + "right": "pull_request:47003", "accept": false, - "reason": "Docs translation and GPT backend fixes are unrelated." + "reason": "Finegrained FP8 optimization and OpenVINO exporter support are different features." }, { "left": "pull_request:46912", "right": "pull_request:47253", "accept": false, - "reason": "RoPE test updates across models vs tensor-parallel validation change; only thematic overlap." + "reason": "RoPE tests and tensor-parallel validation are unrelated changes." }, { - "left": "pull_request:46376", - "right": "pull_request:47184", + "left": "pull_request:47223", + "right": "pull_request:47239", "accept": false, - "reason": "Continuous batching support work vs test-only accelerator requirement changes; not the same bug." + "reason": "TimesFM window_size fix vs tokenizer docs clarification are unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47223", "accept": false, - "reason": "Different issues: config.num_labels typing vs TimesFM2_5 preprocessing attributes." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46957", - "accept": false, - "reason": "Molmo2 model add vs finegrained FP8 export changes; no shared code path." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47096", - "accept": false, - "reason": "FP8 exporter work and Kimi export support are different exporter changes with different model paths." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47003", - "accept": false, - "reason": "OpenVINO exporter addition and FP8 exporter changes are separate runtime/export backends." + "reason": "Config property return type change is unrelated to TimesFM preprocessing fixes." }, { "left": "pull_request:47175", "right": "pull_request:47223", "accept": false, - "reason": "Olmo3 CI expectations vs TimesFM2_5 preprocessing fix; unrelated." + "reason": "OLMo3 CI expectations and TimesFM window_size bug are unrelated." }, { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same MoonshineStreaming right-window off-by-one fix in the same mask function/files." + "reason": "Same MoonshineStreaming sliding-window right-edge off-by-one bug; 47162 is a broader variant of the same fix." }, { - "left": "pull_request:46310", + "left": "pull_request:47162", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming sliding-window right-bound bug; identical code path and fix direction." + "reason": "Both patch the same MoonshineStreaming right-window off-by-one in the same code path." }, { - "left": "pull_request:47162", + "left": "pull_request:46310", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming off-by-one in the right window; these are duplicate fixes of the same mask logic." + "reason": "Same MoonshineStreaming sliding-window bug, just different PR scope." }, { "left": "pull_request:46895", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the forward/loss path; same fix family." + "reason": "Same CohereASR double-shift training-loss bug; both change the same loss computation path." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift loss issue; 47090 is a refinement of the same loss-path correction." + "reason": "Same CohereASR double-shift bug and same model files." }, { "left": "pull_request:47090", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR loss bug and same code path; these could be merged into one PR." + "reason": "Same underlying CohereASR loss-shift issue in the same forward path." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift training-loss fix, just expressed with a different implementation style." + "reason": "Same CohereASR training-loss bug; different implementation, same code path." }, { "left": "pull_request:46958", "right": "pull_request:47235", "accept": true, - "reason": "Same underlying CohereASR loss-shift bug on the same forward path." + "reason": "Same CohereASR double-shift fix target." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR bug: fix the duplicated training-loss shift in the same model code." + "reason": "Same CohereASR loss-shift bug and same files." }, { "left": "pull_request:46834", "right": "pull_request:47229", "accept": true, - "reason": "Same TimesFM2_5 preprocessing bug: wrong moving-average helper name in the same window_size path." + "reason": "Same TimesFM 2.5 window_size preprocessing bug in the same model code." }, { "left": "pull_request:47223", "right": "pull_request:47229", - "accept": false, - "reason": "Both touch TimesFM2_5 window_size behavior, but one fixes config/attribute handling while the other fixes the moving-average method call; different bugs." + "accept": true, + "reason": "Both address TimesFM 2.5 window_size failures in the same feature path." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Quantization test extension and Qwen3Next accelerator-test changes are unrelated." + "reason": "Quantization test updates vs test decorator rename are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE test broadening vs OLMo3 CI expectation updates; not the same issue." + "reason": "RoPE test coverage and OLMo3 CI expectation updates are unrelated." + }, + { + "left": "pull_request:47241", + "right": "pull_request:47264", + "accept": false, + "reason": "Both mention dtype/compile issues, but they are different DETR-family fixes with different mechanisms and model sets." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Both add new model support, but for completely different models and code paths." + "reason": "Step3.7 flash conversion/build tooling vs Unlimited OCR model support are unrelated additions." }, { "left": "pull_request:47163", - "right": "pull_request:47166", + "right": "pull_request:47184", "accept": false, - "reason": "Paged-attention XPU tests vs GPTQ quantization tests; unrelated test suites." + "reason": "Paged attention XPU tests vs Qwen3Next/Videomt accelerator test rename are not the same change." }, { "left": "pull_request:47163", - "right": "pull_request:47184", + "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention test updates vs Qwen3Next accelerator-test tweaks; not the same change." + "reason": "Different test suites and different purposes." }, { "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "OpenVINO exporter work and Executorch exporter fixes are separate exporter backends, not one bug." + "reason": "OpenVINO exporter support is unrelated to Executorch exporter fixes." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Different new model-support PRs (Nemotron Omni vs NeuCodec); broad similarity only." + "reason": "Nemotron Omni model support vs NeuCodec model support are distinct additions." }, { "left": "pull_request:46509", "right": "pull_request:47181", "accept": false, - "reason": "Nemotron Omni and Cosmos3 Edge are different model integrations." + "reason": "Different model introductions, only a broad auto-mapping overlap." }, { "left": "pull_request:46376", "right": "pull_request:46509", "accept": false, - "reason": "Continuous batching multimodal support and Nemotron Omni model support are unrelated." + "reason": "Continuous batching work is unrelated to Nemotron Omni model support." }, { "left": "pull_request:46509", - "right": "pull_request:47163", - "accept": false, - "reason": "Model-support PR vs paged-attention test expansion; no shared underlying bug." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47181", - "accept": false, - "reason": "Continuous batching work vs Cosmos3 Edge model support; different subsystems." - }, - { - "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Different model-addition PRs (Molmo2 vs Unlimited OCR); shared auto-mapping/docs are generic scaffolding." + "reason": "Different model additions with no shared bug/change." }, { - "left": "pull_request:46509", - "right": "pull_request:46836", - "accept": false, - "reason": "Nemotron Omni and Unlimited OCR are unrelated model integrations." - }, - { - "left": "pull_request:46376", + "left": "pull_request:46836", "right": "pull_request:47143", "accept": false, - "reason": "Continuous batching support and NeuCodec model support are separate changes." + "reason": "Unlimited OCR and NeuCodec are unrelated model support PRs." }, { "left": "pull_request:46836", - "right": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "Unlimited OCR and NeuCodec are distinct model-support PRs." + "reason": "Unlimited OCR model support vs paged-attention test work are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 and Nemotron Omni are different model additions, not duplicates." + "reason": "Molmo2 and Nemotron Omni are separate model additions." }, { "left": "pull_request:47163", "right": "pull_request:47181", "accept": false, - "reason": "Paged-attention test updates vs Cosmos3 Edge model support; unrelated." + "reason": "Paged-attention tests and Cosmos3 Edge model support are unrelated." }, { "left": "pull_request:46376", "right": "pull_request:47163", "accept": false, - "reason": "Continuous batching multimodal work vs paged-attention test tweaks; different code paths." + "reason": "Continuous batching changes do not match paged-attention test updates." }, { - "left": "pull_request:43451", - "right": "pull_request:47096", + "left": "pull_request:47181", + "right": "pull_request:47198", "accept": false, - "reason": "Molmo2 model support and exportable Kimi support are different features." + "reason": "Cosmos3 Edge model support vs GPT backend/vLLM support are unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:43451", + "right": "pull_request:47216", "accept": false, - "reason": "NeuCodec model support and paged-attention tests are unrelated." + "reason": "Molmo2 model addition vs compressed-tensors quantization support are unrelated." }, { - "left": "pull_request:47181", - "right": "pull_request:47255", + "left": "pull_request:43451", + "right": "pull_request:47243", "accept": false, - "reason": "Cosmos3 Edge model support and Gemma4 docstring example update are not the same bug/change." + "reason": "Molmo2 model support vs Executorch exporter fixes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47181", + "left": "pull_request:47096", + "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 and Cosmos3 Edge are separate model integrations." + "reason": "Exportable Kimi support and Executorch exporter fixes are different export-related changes, not the same bug." }, { "left": "pull_request:43451", "right": "pull_request:47198", "accept": false, - "reason": "Molmo2 model support vs GPTNeoX backend fixes; unrelated." + "reason": "Molmo2 model support vs GPTBigCode/GPTNeoX backend work are unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice model implementation vs Molmo2 model implementation are separate additions." }, { "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." + "reason": "Molmo2 model support vs exportable Kimi support are unrelated." } ] }, @@ -23851,7 +23949,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-69", + "cluster_id": "cluster-40546-71", "nodes": [ "pull_request:43451", "pull_request:46509", @@ -23861,144 +23959,182 @@ "pull_request:47143", "pull_request:47163", "pull_request:47166", + "pull_request:47181", "pull_request:47241", - "pull_request:47253" + "pull_request:47253", + "pull_request:47255", + "pull_request:47264" ], "soft_pairs": [ "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47255", "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:47264", + "pull_request:47096|pull_request:47264", "pull_request:43451|pull_request:47166", "pull_request:47096|pull_request:47166", "pull_request:43451|pull_request:47253", + "pull_request:43451|pull_request:47181", "pull_request:47003|pull_request:47241", + "pull_request:47003|pull_request:47264", "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:47143|pull_request:47264", "pull_request:46509|pull_request:47096" ], - "prepared_review_unit_hash": "3cac0945f408f6849bd9c9e31ffc98f9617494854e052e876c4b2b32bb2a4fc1", + "prepared_review_unit_hash": "746f4b724ba7582554d1e6003b3551efb0cd26b53f256f6ef1e8a50dbb37b83a", "component_budget": { - "node_count": 69, - "item_count": 69, - "soft_pair_count": 191, - "serialized_chars": 245387, - "estimated_input_tokens": 61347, - "estimated_eval_tokens": 122950 + "node_count": 71, + "item_count": 71, + "soft_pair_count": 203, + "serialized_chars": 254145, + "estimated_input_tokens": 63537, + "estimated_eval_tokens": 127330 }, "budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 15, - "serialized_chars": 29331, - "estimated_input_tokens": 7333, - "estimated_eval_tokens": 14922 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 20, + "serialized_chars": 38266, + "estimated_input_tokens": 9567, + "estimated_eval_tokens": 19390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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, + "summary": "This is a heterogeneous similarity cluster: model-addition PRs, exporter/integration work, training/test tweaks, and two separate precision bugfixes. The overlaps are superficial, so I would not merge any of the soft edges as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true canonical PR emerges because the items are not one duplicate set; if forced to pick a representative, 47003 is the most central infrastructure PR, but it still does not match the rest as the same change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "47003 is the least-bad global representative only because it sits at the center of the exporter-related overlaps; however, the cluster is too mixed for any PR to be a strong canonical duplicate anchor.", "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." + "reason": "Molmo2 model support/docs vs OpenVINO exporter infrastructure; different goals 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." + "reason": "OpenVINO exporter backend work vs Kimi exportability/model changes; related area, but not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47255", + "accept": false, + "reason": "Molmo2 support vs Gemma4 docstring example update; not a duplicate bug/change." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "New Molmo2 model support vs Neuron LoRA finetuning scripts; unrelated functionality." + "reason": "Molmo2 support vs Neuron LoRA finetuning/training-script changes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47241", + "accept": false, + "reason": "Molmo2 support vs DETR-family half-precision compile bugfix; unrelated work." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron finetuning/trainer changes vs Kimi exportability; no shared concrete code-path problem." }, { - "left": "pull_request:43451", + "left": "pull_request:47096", "right": "pull_request:47241", "accept": false, - "reason": "Molmo2 addition vs DETR-family torch.compile precision fix; unrelated change." + "reason": "Kimi exportability vs DETR-family precision bugfix; different model families and failures." }, { - "left": "pull_request:47034", - "right": "pull_request:47096", + "left": "pull_request:43451", + "right": "pull_request:47264", "accept": false, - "reason": "Neuron training script work vs Kimi export support; no shared bug or mergeable fix." + "reason": "Molmo2 support vs DAB-DETR/Grounding DINO dtype fix; unrelated." }, { "left": "pull_request:47096", - "right": "pull_request:47241", + "right": "pull_request:47264", "accept": false, - "reason": "Kimi export changes vs DETR-family compile crash fix; different subsystems and failure modes." + "reason": "Kimi exportability vs detection-model dtype mismatch fix; not the same underlying issue." }, { "left": "pull_request:43451", "right": "pull_request:47166", "accept": false, - "reason": "Molmo2 model addition vs quantization test updates; unrelated." + "reason": "Molmo2 support vs quantization test updates; clearly different changes." }, { "left": "pull_request:47096", "right": "pull_request:47166", "accept": false, - "reason": "Kimi exporter/model support vs quantization test expansion; not the same underlying issue." + "reason": "Kimi exportability vs GPTQ/MXFP4 test extension; not a duplicate." }, { "left": "pull_request:43451", "right": "pull_request:47253", "accept": false, - "reason": "Molmo2 addition vs tensor-parallel planner propagation fix; unrelated code paths." + "reason": "Molmo2 support vs tensor-parallel lm_head validation; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Different new models: Molmo2 vs Cosmos3 Edge; same pattern, not the same artifact." }, { "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." + "reason": "OpenVINO exporter work vs DETR-family half-precision bugfix; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47264", + "accept": false, + "reason": "Exporter backend changes vs detection dtype fix; different code paths." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability vs NeuCodec model support; distinct model onboarding/export concerns." + "reason": "Kimi exportability vs NeuCodec model support; different model families and scopes." }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter support vs NeuCodec support; different feature additions." + "reason": "OpenVINO exporter work vs NeuCodec support; no shared bug/change." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi export work vs XPU paged-attention test updates; unrelated." + "reason": "Kimi exportability vs XPU paged-attention test coverage; tests for a different subsystem." }, { "left": "pull_request:47143", - "right": "pull_request:47241", + "right": "pull_request:47264", "accept": false, - "reason": "NeuCodec support vs DETR-family compile fix; unrelated." + "reason": "NeuCodec support vs DAB-DETR/Grounding DINO dtype bugfix; unrelated." }, { "left": "pull_request:46509", "right": "pull_request:47096", "accept": false, - "reason": "Nemotron Omni model support vs Kimi exportability work; separate model additions and implementation paths." + "reason": "Nemotron Omni support vs Kimi exportability; separate model-support PRs, not duplicates." } ] }, @@ -24028,7 +24164,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "16712b32b115f796e27473c4ce0bad6f1dec21dddddfb10366cf1372e1dd5fdd", + "prepared_review_unit_hash": "1d6e097d06cfdd1ff3075b1ad6a07e61885f5cf6e9ab14e5de44318d801b5b71", "component_budget": { "node_count": 2, "item_count": 2, @@ -24050,18 +24186,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "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, + "summary": "These two pull requests are unrelated: one adds covariate-based forecasting to TimesFM, the other adds image-classification support for DINOv3ViT. They do not fix the same code-path problem and should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 41224 is the better canonical PR choice because it is a focused, concrete feature addition with clear model-specific code, docs, and test updates.", "best_issue_reason": null, - "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.", + "best_pr_reason": "PR 41224 is the strongest standalone PR in this set: it adds a specific image-classification capability for DINOv3ViT and appears more self-contained and directly actionable.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: TimesFM covariate forecasting and DINOv3 image classification support are unrelated changes in different subsystems, not the same underlying bug or mergeable change." + "reason": "Different features in different model families: TimesFM covariate forecasting versus DINOv3 image classification. No shared code path or mergeable overlap beyond general transformer support." } ] }, @@ -24180,12 +24316,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "271dd99758abf72e27b168d9250fa0b48543c7bb60f76777a711ea25f56f46a6", + "prepared_review_unit_hash": "64b6b545802cafa536abd1227e3c5050749a62de9f013c9c7a9ebaf59fe986c3", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31599, + "serialized_chars": 31598, "estimated_input_tokens": 7900, "estimated_eval_tokens": 16056 }, @@ -24193,7 +24329,7 @@ "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31599, + "serialized_chars": 31598, "estimated_input_tokens": 7900, "estimated_eval_tokens": 16056 }, @@ -24202,120 +24338,120 @@ "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, + "summary": "Mostly unrelated PRs spanning different models, utilities, and tests. The only true duplicate-looking pair is the two fixed_cross_entropy patches (43251/43254).", + "confidence": 0.96, "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.", + "canonical_pr_reason": "PR 43251 is the strongest representative of the cross-entropy kwargs fix: it contains the full implementation, keeps the helper signature explicit, and directly links to issue 43240. PR 43254 is a smaller variant of the same change.", "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.", + "best_pr_reason": "PR 43251 is the best global representative because it is the most complete version of the only clear duplicate pair and has the clearest issue linkage.", "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." + "reason": "Tokenizer API additions and executorch dynamic-shape export tests are different changes in different code paths." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated models and changes: Mistral tokenizer methods vs adding MobileLLM support." + "reason": "Mistral tokenizer method additions are unrelated to adding the MobileLLM model package." }, { "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." + "reason": "Processor auto-loading robustness for multimodal models is unrelated to introducing a new MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs new MobileLLM model support; unrelated code paths." + "reason": "Cross-entropy kwargs forwarding is a different bug fix from a new model addition." }, { "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." + "reason": "Loss helper kwargs support does not match the Mistral4 test/model fixes in any concrete code path." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export dynamic-shape test and Mistral4 test fixes are unrelated." + "reason": "Executorch export test coverage and Mistral4 fixes are unrelated changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs MobileLLM model addition; no common concrete issue." + "reason": "Dynamic-shape export tests are unrelated to MobileLLM model scaffolding." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs config-resolution ordering fix; unrelated." + "reason": "Adding MobileLLM is unrelated to fixing config resolution order in modeling_utils." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model implementation vs Falcon output-collection refactor; different subsystems and purposes." + "reason": "New model addition and Falcon output-collection refactoring are different features." }, { - "left": "pull_request:43995", + "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs a model-creation skill/doc workflow PR; not the same change or bug." + "reason": "Model addition is unrelated to the model-creation skill/docs automation PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different model-specific changes: Falcon forward/refactor vs Mistral4 test/model fixes." + "reason": "Falcon interface refactoring is unrelated to Mistral4 test and auto-mapping changes." }, { - "left": "pull_request:44827", - "right": "pull_request:45170", + "left": "pull_request:43995", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test/model fixes vs CLIP-like LayerNorm rename/conversion mapping; unrelated bugs." + "reason": "Falcon refactor and model-creation skill content do not share the same underlying change." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes vs TDT loss kernel integration; different code paths." + "reason": "Mistral4 test/model fixes and the layrnorm-to-layernorm rename are separate bugs in different subsystems." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 changes vs class config-resolution ordering fix; unrelated." + "reason": "Mistral4 fixes are unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46048", "accept": false, - "reason": "Model-specific Mistral4 fixes vs a broad model-creation skill PR; not a duplicate." + "reason": "Mistral4 fixes and TDT loss kernel integration affect different models and code paths." }, { - "left": "pull_request:43823", - "right": "pull_request:45213", + "left": "pull_request:44827", + "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support vs model-creation skill/documentation; not the same underlying change." + "reason": "Mistral4 test/model work is unrelated to the config-resolution order fix." }, { "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`." + "reason": "Both PRs fix the same fixed_cross_entropy helper to forward supported cross-entropy kwargs; they touch the same function and could be merged into one patch." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted pair, 43251/43254, is clearly the same fixed_cross_entropy helper change with the same issue target (43240). The remaining pairs are reasonably rejected as different models, utilities, or test/code-path changes, and nothing is overstated as a duplicate or mergeable bugfix." }, "evaluator_used": true, "retried": false, @@ -24342,7 +24478,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "34e6dd476ee579f368b7667169daaa61f112fd7a0ec903e9466825ae2876f73c", + "prepared_review_unit_hash": "265588fdb627618f5fdb3e2adea1d53bde55489825382aa2c4d710203446a47a", "component_budget": { "node_count": 2, "item_count": 2, @@ -24364,18 +24500,18 @@ "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, + "summary": "Two open PRs both bulk-upgrade GitHub Actions in workflow files, but they target different action families and maintenance goals: one is explicitly for Node 24 compatibility, the other is a general latest-version bump. They should not be treated as duplicates.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR #42975 is the better canonical representative because it has the clearer, more specific intent (Node 24 compatibility) and spans a broad set of workflow action upgrades.", "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.", + "best_pr_reason": "PR #42975 is the strongest standalone PR to anchor the cluster since it describes the concrete compatibility problem and covers the larger workflow surface.", "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." + "reason": "Reject: these are separate maintenance changes. #42975 updates core GitHub actions for Node 24 compatibility, while #42976 bumps a different set of actions (notably docker/build-push-action) to newer releases. They do not appear to fix the same underlying code-path problem." } ] }, @@ -24410,58 +24546,58 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "053e912985dbcaabda5458831d53d3f25cad75baf284251e35260238fa44e89a", + "prepared_review_unit_hash": "a5afe046aa6fab2486f5ebfe7b193dccf24ada256f172271600394ab9cf1e6c6", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13043, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13043, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four 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, + "summary": "These are four separate model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). The overlap is limited to shared Transformers scaffolding like docs, auto-mapping, and test boilerplate, so none look like duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct model-addition PRs, not the same underlying change.", + "canonical_pr_reason": "No canonical PR: each submission targets a different model and code path, so they should not be collapsed together.", "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.", + "best_pr_reason": "46562 is the strongest standalone PR here in terms of completeness and activity, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are different model families; overlap is limited to shared docs/auto-registration boilerplate." + "reason": "Different models and implementations (ViT NEPA vs Molmo). Shared docs/auto files are generic scaffolding, not the same underlying change." }, { "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." + "reason": "ViT NEPA and CTSM are unrelated model additions with distinct configs, modeling, and tests; the overlap is only boilerplate in shared Transformers files." }, { "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." + "reason": "Molmo and CTSM are different model integrations; shared filenames reflect common repository plumbing, not one code-path fix." }, { "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." + "reason": "CTSM and Step3p7 are separate model PRs with different architectures and files; they are not plausibly mergeable as one duplicate change." } ] }, @@ -24510,7 +24646,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "f23e2b0a149e59003e30e60bcf8fbcf88751e078b4a18709c483d30f9d1b49a0", + "prepared_review_unit_hash": "da8bd6e2d3ed7c3bb7c99d74a0ff5c3168e2ef64b648529f6366a7c5186a3822", "component_budget": { "node_count": 7, "item_count": 7, @@ -24532,108 +24668,108 @@ "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, + "summary": "Only the two YOLOS PRs look like the same underlying bug fix; the rest are soft-similarity matches but clearly cover different models, CI, or unrelated test changes.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR 46922 is the best canonical PR: it directly addresses the YOLOS device-mismatch path, includes the concrete forward-pass fix, and also carries the no-split-module change from 46886.", "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.", + "best_pr_reason": "PR 46922 is the strongest representative because it is the more complete YOLOS fix and subsumes the earlier partial device_map-only change in 46886.", "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." + "reason": "Different models and different problems: Whisper tokenizer/test fix vs CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding tests vs FP8 dequant/loading changes are unrelated code paths." + "reason": "Whisper decoding/test changes are unrelated to FP8 dequant/loading fixes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer fix vs generation watermarking validation fix; no same underlying bug." + "reason": "Both touch Whisper-related files but address different code paths: tokenizer decode vs generation watermarking/validation." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenization changes are unrelated to YOLOS device placement." + "reason": "Whisper tokenizer tests and YOLOS device-mismatch are unrelated model bugs." }, { "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." + "reason": "Generic model test edits are unrelated to the CI memory/device-map integration test fix." }, { "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." + "reason": "Different subsystems and bugs: vision-model test scaffolding vs FP8 quantization/loading." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Unrelated test edits versus generation config validation; not the same fix." + "reason": "No shared concrete bug; CLIP/ViT test changes are unrelated to generation/Whisper validation logic." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test changes are unrelated to YOLOS model execution." + "reason": "Test-only edits for CLIP/ViT do not match the YOLOS runtime device-placement bug." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/loading changes and Phimoe CI memory handling are different problems." + "reason": "FP8 dequant/loading logic is unrelated to CI memory-limit and integration test infrastructure." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequant fix vs watermarking-config validation fix; no shared concrete bug." + "reason": "Different concerns: FP8 kernel/model-loading changes vs generation config/Whisper fixes." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "Different model families and runtime issues; not mergeable as one fix." + "reason": "FP8 quantization path and YOLOS device mismatch are not the same underlying issue." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe integration-test CI setup are unrelated." + "reason": "Generation/Whisper validation changes are unrelated to Phimoe CI memory patching." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking config validation is unrelated to YOLOS device mismatch." + "reason": "Shared Whisper filenames are incidental; the actual bugs are different (generation validation vs YOLOS device placement)." }, { "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." + "reason": "CI runner memory handling and YOLOS model placement are unrelated." }, { "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." + "reason": "Both target the same YOLOS device-mismatch problem on the same file and code path; 46922 extends the earlier partial fix with the forward tensor device alignment." } ] }, "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." + "feedback": "The summary is grounded in the packet. The only positive soft-edge is the YOLOS pair, which is mergeable as a single bugfix: both hit the same file and issue target, and 46922 adds the forward-device fix on top of 46886\u2019s no-split-module change. The other rejections are conservative and consistent with the diffs, filenames, and issue targets." }, "evaluator_used": true, "retried": false, @@ -24663,52 +24799,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "dc9078924f1b57888a1a55d406f5aef68480eccf613705ccaa7cbc00940bacaa", + "prepared_review_unit_hash": "7f1be297b581df5c498e045e3663741dbc5bd634c1cf4a3182c44afe2daf207e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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, + "summary": "These are three unrelated intentional test/validation PRs marked '[don't merge]'; they overlap only at a broad 'repo bot / CI / test plumbing' level and do not appear to fix the same underlying code-path problem.", + "confidence": 0.83, "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.", + "canonical_pr_reason": "PR #43532 is the best representative of the cluster because it is the broadest 'show diff' validation PR and touches multiple CI/test plumbing files, making it the most central of the three despite not being a true duplicate of the others.", "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.", + "best_pr_reason": "PR #43532 is the most informative exemplar for the cluster, but none of the three PRs are good duplicate targets because each changes a different area: packaging/versioning, workflow behavior, or security-gate workflow.", "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." + "reason": "Superficially similar only because both are test/don't-merge PRs; one changes setup/version/dependency files, the other changes a CI security-gate workflow. Different concrete changes and no shared bug." }, { "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." + "reason": "Both touch a vit test file, but the actual changes are unrelated: packaging/version/dependency updates versus workflow/self-comment CI and testing-utils changes. Not the same underlying fix." }, { "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." + "reason": "These modify different CI workflows and different behavior paths; they are only loosely related by being repo automation changes, not the same code-path problem." } ] }, @@ -24738,12 +24874,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "e32d1adef9e837cd0f7c81cad2e3a519e205866ccd0284a82bd03e7fe6a1ba24", + "prepared_review_unit_hash": "44efa6898ecc1f92a65f15f0140ace50ce42edf703cb55327629ed07b96e68e6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24751,7 +24887,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24760,18 +24896,18 @@ "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, + "summary": "These are two related but distinct PRs: one adds a promptable concept segmentation pipeline, the other adds a promptable visual segmentation pipeline. They share scaffolding, but they target different underlying tasks, model integrations, and test sets, so they should not be merged as duplicates.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "PR #43613 is the broader, more self-contained representative of the cluster: it introduces a complete visual segmentation pipeline with multiple model/test/docs updates and is easier to use as the cluster anchor.", "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.", + "best_pr_reason": "PR #43613 is the best standalone PR in this cluster because it has the wider implementation surface and clearer end-to-end pipeline integration.", "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." + "reason": "Different concrete changes: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation. They overlap in framework boilerplate, but the target task, docs, model hooks, and tests are not the same underlying feature." } ] }, @@ -24801,7 +24937,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "418fd89fc879c69f3015b7be6b711a733460b49106ec229cc5765416562ca57d", + "prepared_review_unit_hash": "0107880c56ad5ab44167635256d2c313c0132de2f2a11f9a7269484966573c92", "component_budget": { "node_count": 2, "item_count": 2, @@ -24823,18 +24959,18 @@ "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, + "summary": "The two PRs only share `trainer.py` and a general Trainer-extension theme, but they target different code paths: one changes gradient-accumulation loss scaling, the other exposes a hook for signature-column filtering. They are not the same underlying change or bug.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate changes with different goals and code paths in `Trainer`.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "PR #43651 is the more central Trainer behavior change: it modifies training-step loss normalization and adds an explicit hook for custom trainers. PR #43663 is a narrower refactor around data-column filtering. Neither is a duplicate of the other, so this is only a loose thematic grouping.", "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." + "reason": "Both touch `src/transformers/trainer.py`, but they address different mechanisms: #43651 changes loss scaling during gradient accumulation, while #43663 adds `_get_signature_columns` to customize column filtering. They do not fix the same bug and would not plausibly be merged as one PR." } ] }, @@ -24864,12 +25000,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "05999022dbf71f5b5cdc8f650c4beb0bf1adcd28c89e843a9dc2e5398150bdb7", + "prepared_review_unit_hash": "41037fab155f1fb1333a0eaeb0262e509e3eed7b964823eea18022573ac84a54", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24877,7 +25013,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24886,18 +25022,18 @@ "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, + "summary": "Two open PRs touch the same CLI module and both involve TypeAdapter typing/runtime issues, but they appear to fix different concrete failures: one is a broader future-annotations/type-hint cleanup, the other a narrower missing-pydantic import/type-checking fix.", + "confidence": 0.81, "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.", + "canonical_pr_reason": "PR 43656 is the broader and more representative TypeAdapter CLI fix, with more discussion/review activity and a wider annotations-related scope.", "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.", + "best_pr_reason": "PR 43656 is the best representative PR for this cluster because it addresses the central CLI TypeAdapter error more broadly than the narrower follow-up in 43842.", "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." + "reason": "Reject: although both change src/transformers/cli/serve.py and mention TypeAdapter, 43656 is a broader annotations/future-annotations cleanup while 43842 specifically handles the pydantic-optional import/type-checking case; they do not look like the same concrete bug or a single mergeable PR." } ] }, @@ -25069,6 +25205,7 @@ "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", @@ -25087,430 +25224,399 @@ "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:44073|pull_request:44074" + "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "51b565d7e1af4b74d1c0d414035c7946e03185be5e7fc04125cad9f16a1cbe64", + "prepared_review_unit_hash": "a7de6db41d0ea111c487be3e90ae54360c0230f71e8ebe11a7e053952ff9d470", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 76, - "serialized_chars": 84107, - "estimated_input_tokens": 21027, - "estimated_eval_tokens": 42310 + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76929, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "serialized_chars": 76937, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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, + "summary": "Mostly a broad output-tracing migration across unrelated model families. The convincing duplicate-like pockets are GPT-Neo and GPT-J/CodeGen; the ResNet/RegNet and other cross-family pairs are only loosely related by the shared initiative.", + "confidence": 0.82, "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.", + "canonical_pr_reason": "44722 is the clearest representative of the GPT-J/CodeGen output-tracing pocket: it touches both gptj and codegen with the same decorator-based migration and reads as the most complete/latest version of that concrete change.", "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.", + "best_pr_reason": "If one PR must stand in for the true duplicate-like subset, 44722 is the strongest pick because it covers the shared GPT-J/CodeGen code path and supersedes the narrower GPT-J-only variants.", "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." + "reason": "Different model families/code paths; sharing the output-tracing theme or issue target is too broad." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and implementations; same broad refactor theme is not enough." + "reason": "Different model families/code paths; both are tracing migrations, but not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch GPT-J output tracing in the same file and appear to be variants of the same concrete refactor." + "reason": "Same GPT-J output-tracing refactor in the same code path; 44085 looks like a narrower variant of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet vs EfficientNet; shared decorator-style refactor only, not the same bug/change." + "reason": "Different model implementations and files; only the general standardized-output initiative matches." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet is unrelated to the GPT-J/CodeGen code path in 44722." + "reason": "Different concrete model code paths; EfficientNet is unrelated to the GPT-J/CodeGen refactor." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and different affected code paths." + "reason": "Different model-specific refactors; same initiative, not the same bug or change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations." + "reason": "Different model families/code paths; the shared output-tracing pattern is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; not the same change." + "reason": "GPT-J/CodeGen and MGP-STR are different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different model-specific refactors." + "reason": "GPT-J/CodeGen and MPT are different concrete code paths." }, { "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." + "reason": "Same GPT-Neo output-tracing refactor in the same model file; 44068 looks like a later overlapping variant with tests." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; same theme but different concrete code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific changes." + "reason": "GPT-Neo and GPT-J/CodeGen are separate 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." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are different code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; same initiative, different concrete changes." + "reason": "ResNet and GPT-J are different concrete model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model implementations." + "reason": "GPT-Neo and ResNet are separate model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated code paths." + "reason": "ResNet and MPT are different concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; same output-tracing pattern, not the same change." + "reason": "GPT-Neo and Flaubert/XLM are different model-specific refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; different concrete models." + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44722", + "left": "pull_request:44068", + "right": "pull_request:44116", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model-specific changes." + "reason": "GPT-Neo and Flaubert are unrelated concrete changes." }, { - "left": "pull_request:44018", + "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; not the same bug or code path." + "reason": "MPT and GPT-J are different implementations." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated." + "reason": "GPT-J and MGP-STR are different model code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; unrelated implementations." + "reason": "ViLT and Flaubert/XLM are unrelated model refactors." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different code paths." + "reason": "GPT2 and MGP-STR are different concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated model families." + "reason": "Segformer and LongT5 are different model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer vs VisualBERT; same refactor theme only." + "reason": "Segformer and VisualBert are different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer is unrelated to the GPT-J/CodeGen refactor in 44722." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT vs ImageGPT; different concrete model changes." + "reason": "Segformer and GPT-J/CodeGen are unrelated model changes." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model-specific refactors." + "reason": "GPT-Neo and MPT are different model implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBERT and LongT5 are unrelated." + "reason": "RegNet and VisualBert are different concrete model refactors." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "VisualBERT vs Flaubert/XLM; not the same code path." + "reason": "RegNet and MPNet are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are different models and changes." + "reason": "GPT2 and MPT are unrelated model migrations." }, { "left": "pull_request:44059", "right": "pull_request:44066", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen; similar pattern, but not the same refactor." + "reason": "GPT2 and GPT-J/CodeGen are different model-specific changes." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated implementations." + "reason": "Flaubert/XLM and LongT5 are different model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "FNet/CVT vs SegFormer; only the shared tracing theme overlaps." + "reason": "RegNet and GPT-Neo are different concrete code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44056", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and MPNet are different model families." + "reason": "RegNet and LongT5 are different model-specific migrations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated code paths." + "reason": "MPT and ImageGPT are unrelated changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM; not the same underlying bug/change." + "reason": "TextNet and Flaubert/XLM are different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and SegFormer are unrelated model-specific refactors." + "reason": "MPNet and LongT5 are different code paths." }, { - "left": "pull_request:43997", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; same broad tracking initiative only." + "reason": "TextNet and LongT5 are unrelated model refactors." }, { - "left": "pull_request:44074", + "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different code paths." + "reason": "GPT-Neo and LongT5 are different model-specific changes." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT vs MPT; unrelated implementations." + "reason": "SqueezeBert and MPT are different concrete code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different model-specific changes." + "reason": "GPT-Neo and SpeechT5 are unrelated model refactors." }, { "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", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBERT vs VITS; unrelated model families." + "reason": "SqueezeBert and VisualBert are different model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate concrete refactors." + "reason": "RegNet and TextNet are different code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-Neo vs GPT-2; not the same underlying change." + "reason": "SqueezeBert and GPT-Neo are different model-specific changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet and LongT5 are unrelated model implementations." + "reason": "RegNet and SpeechT5 are unrelated concrete changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated." + "reason": "MPT and SpeechT5 are different model implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; only the generic tracing pattern matches." + "reason": "CVT/FNet and LongT5 are unrelated model-specific migrations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "TextNet and LongT5 are different code paths." + "reason": "Different model families; only the output-tracing initiative is shared." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTaV2 are unrelated model-specific refactors." + "reason": "SqueezeBert and DeBERTa-v2 are different concrete code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 vs TextNet; different underlying changes." + "reason": "DeBERTa-v2 and TextNet are unrelated model refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different code paths." }, { "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." + "reason": "Same GPT-J/CodeGen refactor in the same concrete code path; 44722 is the broader/latest variant." }, { "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." + "reason": "Same GPT-J output-tracing change; 44722 looks like the superset/latest follow-up." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; shared issue target does not imply duplicate change." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT vs ResNet; unrelated code paths." + "reason": "CVT/FNet and RegNet/ResNet are different code paths/files." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated model-specific refactors." + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 vs SpeechT5; not the same bug or change." + "reason": "DeBERTa-v2 and SpeechT5 are different implementations." }, { "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." + "reason": "DeBERTa-v2 and VITS are different model-specific changes." } ] }, "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." + "accept": false, + "feedback": "The pair verdicts are mostly conservative, but the summary overstates the evidence: the packet does not support treating the ResNet/RegNet family as a true duplicate cluster. In fact, the ResNet/RegNet-related pairs in the packet were explicitly marked reject, because they are different code paths/files. Keep the summary narrower: the strongest duplicate-like cases are GPT-Neo and GPT-J/CodeGen, while the rest are only loosely related by the shared output-tracing initiative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -25536,63 +25642,70 @@ "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": "127f77fa779699cccd7123c198eb1809d7d3e1c0fdb3fb6ca6637217f46b7a35", + "prepared_review_unit_hash": "065c3176e85c8a590c2f4b3cae06d3e57e858f2c41e213e1eecd0d336ec285a7", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 76, - "serialized_chars": 84107, - "estimated_input_tokens": 21027, - "estimated_eval_tokens": 42310 + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, - "soft_pair_count": 4, - "serialized_chars": 12756, - "estimated_input_tokens": 3189, - "estimated_eval_tokens": 6634 + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "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, + "summary": "These are related by theme (standardized output tracing / capture_outputs), but they are model-specific refactors in different files and code paths, so they are not duplicates of one underlying PR.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "No single canonical PR: each item targets a different model implementation (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5), so they are separate refactors rather than one mergeable change.", "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.", + "best_pr_reason": "44129 is the strongest standalone PR candidate because it has an explicit issue target and a concrete, model-specific output-tracing refactor, but it still does not subsume the other PRs.", "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models and different forward paths; not the same underlying change." + }, { "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." + "reason": "Both adjust output tracing, but MPNet and VisualBert are separate model implementations with distinct code paths." }, { "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." + "reason": "Different model files and model-specific tracing logic; too broad to treat as one duplicate 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." + "reason": "Both are output-decorator refactors, but RegNet and SqueezeBert changes are unrelated model-level implementations." }, { "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." + "reason": "Shared refactor wording only; SqueezeBert and SpeechT5 touch different architectures and concrete code paths." } ] }, @@ -25672,262 +25785,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "4b7212a8229229306afe29cd09129e8b25b19965e9ca784bd7ab2b5250b3a8e6", + "prepared_review_unit_hash": "b00841921359b168247466ca9ac0c57b5ea769eb89dffce442899a27fe131156", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40182, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40182, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "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, + "summary": "These are separate model-specific output-tracing refactors across unrelated codepaths; they share a theme but not the same underlying change or bug.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "PR 44003 is the broadest representative of the refactor pattern because it spans both Falcon Mamba and Mamba, but it is still distinct from the other model-specific changes.", "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.", + "best_pr_reason": "PR 44003 is the best single representative of the cluster: it shows the full output-tracing conversion pattern and covers two closely related implementations.", "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." + "reason": "Different models and codepaths: timm_backbone vs UperNet. Same refactor theme, not the same change." }, { "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." + "reason": "Different architectures: timm_backbone and vision_text_dual_encoder. Only the tracing refactor pattern overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "timm_backbone vs univnet: different models and output surfaces; only the tracing pattern matches." + "reason": "Unrelated model families: timm_backbone vs UnivNet. Not one concrete bug fix or merged change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone vs mamba/falcon_mamba: different code paths and model families, so not the same change." + "reason": "Both touch output tracing, but one is timm_backbone and the other is Mamba/FalconMamba; distinct implementations." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone vs rwkv: unrelated model implementations despite similar output-capturing refactor wording." + "reason": "timm_backbone and RWKV are unrelated model paths; shared refactor wording is not enough for duplication." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "mobilenet_v1 vs univnet: both refactor return handling, but they are separate models with separate behavior." + "reason": "MobileNetV1 vs UnivNet are separate models with separate output-tracing refactors." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "mobilenet_v1 vs upernet: shared tracing theme only; different forward signatures and tasks." + "reason": "MobileNetV1 and UperNet are different codepaths; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "mobilenet_v1 vs depth_anything: different model families and files; not the same underlying bug." + "reason": "MobileNetV1 and DepthAnything are unrelated model implementations, despite similar refactor intent." }, { "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." + "reason": "MobileNetV1 vs VisionEncoderDecoder: different concrete forward methods and output contracts." }, { "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." + "reason": "MobileNetV1 and SpeechEncoderDecoder are separate models; no shared bug or fix." }, { "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." + "reason": "VisionTextDualEncoder and UnivNet are unrelated subsystems; same refactor theme only." }, { "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." + "reason": "VisionTextDualEncoder and UperNet change different forward paths and outputs." }, { "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." + "reason": "Different model families: vision-text dual encoder vs Mamba/FalconMamba." }, { "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." + "reason": "Different model families and output types; not one fixable PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "univnet vs upernet: different task domains and forward implementations." + "reason": "UnivNet and UperNet are distinct models with separate refactors." }, { "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." + "reason": "UnivNet vs Mamba/FalconMamba are unrelated codepaths." }, { "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." + "reason": "UnivNet and DepthAnything do not share the same concrete issue." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "upernet vs rwkv: different model families and implementation details." + "reason": "UperNet and RWKV are different architectures and different forward contracts." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "upernet vs mamba/falcon_mamba: same broad refactor style, but separate forward paths." + "reason": "UperNet and Mamba/FalconMamba are unrelated implementations." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "mamba/falcon_mamba vs superpoint: unrelated architectures and code paths." + "reason": "Mamba/FalconMamba vs SuperPoint: different models, different output tracing changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "mamba vs codegen: different subsystems and concrete changes." + "reason": "Mamba/FalconMamba and CodeGen are separate codepaths; not one concrete change." }, { "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." + "reason": "timm_backbone and CodeGen are unrelated models; similarity is only at the refactor level." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated implementations with different output semantics." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated subsystems." }, { "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." + "reason": "DepthAnything and VisionEncoderDecoder are different model families and different outputs." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything vs SpeechEncoderDecoder: same refactor theme only; separate composite models." + "reason": "DepthAnything and SpeechEncoderDecoder are separate model codepaths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything vs SuperPoint: unrelated vision models with different output-tracing logic." + "reason": "DepthAnything and SuperPoint are unrelated vision models with distinct forward logic." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything vs RWKV: different code paths and tasks; cannot be merged as one PR." + "reason": "DepthAnything and RWKV are unrelated architectures." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything vs DPR: unrelated model architectures and return handling." + "reason": "DepthAnything and DPR modify different model classes and output behavior." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder: parallel refactors in separate models, not the same underlying change." + "reason": "VisionEncoderDecoder and RWKV are different model families with different codepaths." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder vs SuperPoint: distinct model implementations and output contracts." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrapper models, not the same change." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder vs RWKV: different architectures and code paths." + "reason": "VisionEncoderDecoder and SuperPoint are unrelated forward implementations." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder vs DPR: unrelated models; only the refactor pattern overlaps." + "reason": "VisionEncoderDecoder and DPR are different models and output contracts." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder vs SuperPoint: different model families and change scopes." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder vs RWKV: unrelated implementations and return behavior." + "reason": "SpeechEncoderDecoder and RWKV are different architectures and refactors." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder vs DPR: same generic output-tracing motif, but not the same fix." + "reason": "SpeechEncoderDecoder and DPR do not share the same underlying fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint vs RWKV: different tasks and code paths; no shared concrete bug." + "reason": "SuperPoint and RWKV are unrelated models with separate tracing changes." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint vs DPR: unrelated models and output-handling changes." + "reason": "SuperPoint and DPR are distinct codepaths and output types." }, { "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." + "reason": "RWKV and DPR are unrelated model families; the refactor theme is too broad to merge." } ] }, @@ -25957,12 +26076,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "a082dc3ac37c9a9f29e1fbcdc4facac1a8ed23aa6e08d6b35d7a0ee2d1f5602d", + "prepared_review_unit_hash": "29bb64d9cd869e5da1267a7dc1544f999126340f1ef580a05e388db9ed4d54e1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25970,7 +26089,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25979,18 +26098,18 @@ "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.", + "summary": "These are two separate model-addition PRs for different architectures (PenguinVL vs Voxtral TTS). They share some Transformers integration plumbing, but they do not target the same bug or change set, so they should not be deduplicated.", "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.", + "canonical_pr_reason": "No issue here; if a single PR must represent the cluster, 45401 is slightly more canonical because it is explicitly tied to issue #45027 and is focused on one concrete model release.", "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.", + "best_pr_reason": "45401 is the better representative because it has an explicit tracking issue, a narrower feature scope, and a more directly stated user-facing goal. 44662 is also a full model implementation, but for a different model family.", "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." + "reason": "Both add new model support, but for different models and code paths. Shared auto-registration/docs changes are generic integration plumbing, not evidence of the same underlying change." } ] }, @@ -26020,7 +26139,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "1b9ba81c729a9c57eda6d7062785189ac4f7794060719a675bbdc2d504c3ca12", + "prepared_review_unit_hash": "f8beaa9c96f99f3d9ee4cceea9873ffde20728e9aed161da0ace51e65b3c0b46", "component_budget": { "node_count": 2, "item_count": 2, @@ -26042,18 +26161,18 @@ "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, + "summary": "These PRs are related feature work around module/kernel fusion, but they are not the same change: #44979 adds a generic Module Fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration and an example. They touch different code paths and solve different layers of the problem, so they should not be merged as duplicates.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "#44979 is the better canonical representative because it introduces the foundational fusion API; #45363 is a separate higher-level integration built on top of that idea.", "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.", + "best_pr_reason": "#44979 is the best standalone PR to represent this cluster since it is the core, self-contained API addition rather than an application-specific fusion integration.", "soft_edge_verdicts": [ { - "left": "Module Fusion API", - "right": "n-to-1 kernel fusion via `KernelConfig`", + "left": "pull_request:44979", + "right": "pull_request:45363", "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." + "reason": "Both are fusion-related, but #44979 defines a generic module fusion API while #45363 implements KernelConfig-driven n-to-1 fusion plumbing and an example. Different abstraction levels, different files, and not the same concrete change." } ] }, @@ -26083,7 +26202,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "b2feb9f729775b2834e4b93e650953b720155829d1afe9593289bfcb9b2f9944", + "prepared_review_unit_hash": "7b3a50af4d47125ba82775d71b45ad2cd3c2e876adb4f03d0cc2480c84e227c8", "component_budget": { "node_count": 2, "item_count": 2, @@ -26105,18 +26224,18 @@ "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, + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR is the more complete fix because it includes tests.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "PR #45317 is the stronger canonical PR because it makes the same code-path fix as #45086 and adds test coverage, making it the more complete representative of the 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.", + "best_pr_reason": "PR #45317 is the best PR candidate because it fixes the same concrete bug as #45086 and includes additional validation in tests.", "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." + "reason": "Same underlying bug in `_patch_mistral_regex`, same file, same code change, and the later PR adds tests; these could plausibly be merged as one PR." } ] }, @@ -26146,7 +26265,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "287aa62e682fb1653a95a6ca5792e7b48e90021c4b060e382d364b3c4916265c", + "prepared_review_unit_hash": "2a1ed41c2c6660b2f390949d4a8a820e9520f39adf5a7cce6b9dd4529ca40e2e", "component_budget": { "node_count": 2, "item_count": 2, @@ -26168,18 +26287,18 @@ "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, + "summary": "The two PRs are related to NemotronH support but they implement different changes: one refactors NemotronH to inherit GraniteMoeHybrid-like code paths, while the other splits NemotronH into dense/sparse model variants and adds documentation/model registration. They are not the same underlying change, so the soft edge should be rejected.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete model-architecture update: it introduces the dense/sparse split, updates docs, auto-mappings, and tests, whereas #45115 is a narrower refactor around conversion and inheritance.", "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.", + "best_pr_reason": "PR #45569 best represents the primary end-state change for NemotronH support. It changes the public model structure and surrounding registration/docs, making it the more suitable representative artifact than the smaller refactor in #45115.", "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." + "reason": "Different concrete changes: #45115 focuses on conversion mapping and refactoring NemotronH to inherit GraniteMoeHybrid-compatible internals, while #45569 splits NemotronH into dense/sparse variants and updates docs, auto mappings, and tests. They overlap on model files but are not the same fix/change and would not plausibly merge as one PR." } ] }, @@ -26209,7 +26328,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "03c060b43e7087ed71d8a6202627dec234234ae88a2a37b62ae4f8d54e591a82", + "prepared_review_unit_hash": "18648714368de3924f413237c164efc12beb9e4432eb21e329c7f9fcfe357e49", "component_budget": { "node_count": 2, "item_count": 2, @@ -26231,18 +26350,18 @@ "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, + "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep with config updates, while #45425 adds focused typing helpers/protocols for PEFT/modeling_utils compatibility.", + "confidence": 0.95, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "#45415 is the better representative PR for the cluster because it is the broad type-checking rollout and touches the wider set of files, whereas #45425 is a narrower compatibility/typing-helper change.", "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." + "reason": "Different concrete changes and code paths: one is a large type-checking enablement sweep, the other adds specific typing protocols/helpers for PEFT/modeling_utils; they are adjacent but not mergeable as one PR." } ] }, @@ -26272,7 +26391,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "063a80a6ce5b19a77fd41a78618672c7cba1989c65af3426447b1374e76c99a5", + "prepared_review_unit_hash": "ee9ae130532ccf4b68b5266457a8efd992cc0332bfcf54bc2535e9ab7f7556cd", "component_budget": { "node_count": 2, "item_count": 2, @@ -26294,18 +26413,18 @@ "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, + "summary": "Both PRs are about expert-parallel loading, but they fix different failure modes: one is Accelerate/DeepSpeed ZeRO-3 config handling, the other is FSDP2 rank-0 broadcast overwriting expert weights.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "PR 45662 is the more substantial representative: it fixes a concrete overwrite bug in the loading path and spans the relevant runtime modules, while 45548 is a separate config-serialization/ZeRO-3 loading fix.", "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.", + "best_pr_reason": "PR 45662 is the strongest PR in this cluster because it targets a specific expert-overwrite failure mode with broader code impact; 45548 addresses a different loading issue.", "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." + "reason": "Related EP loading area, but different concrete bugs and code paths: distributed_config serialization/Accelerate+ZeRO-3 versus FSDP2 rank-0 broadcast overwriting experts." } ] }, @@ -26335,7 +26454,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "e9f008ee4934ef7be6549bad39ed71448bed37f7b5c8c37126ab8e498c5e0b15", + "prepared_review_unit_hash": "16936b59a9f6a986d4f1ebc7600d7160f810ff2755ebeb95db12d47024f960eb", "component_budget": { "node_count": 2, "item_count": 2, @@ -26357,18 +26476,18 @@ "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.", + "summary": "Both PRs target the same xdist collision around captured_info artifacts; PR 45645 is the more complete fix because it includes the safe per-worker logging change plus CI handling for multiple output 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.", + "canonical_pr_reason": "No issue is present in the cluster. PR 45645 is the best canonical PR because it contains the core bug fix and the supporting workflow update needed to read all worker-generated logs.", "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.", + "best_pr_reason": "45645 is the strongest representative of the change set: it fixes the xdist-safe file path and preserves debug log collection in CI.", "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." + "reason": "Both PRs fix the same underlying xdist-safe captured_info logging problem and could plausibly be merged into one PR; 45645 is just the broader version of the same fix." } ] }, @@ -26464,7 +26583,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "51cdc15abb2fcb64ec483e94ad869b53a92a3c6e3d29ed03fa29776b8e61a76f", + "prepared_review_unit_hash": "274a4152369cee6cda19e64ab9f0434d144b562feb0d97d5ca9a72e210ec9624", "component_budget": { "node_count": 2, "item_count": 2, @@ -26486,18 +26605,18 @@ "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.", + "summary": "These are not the same change. PR #46126 is a focused EP/Trainer integration feature around router parallelism, while PR #46269 is a broad distributed branch/base PR touching many unrelated distributed subsystems. The overlap in a few filenames is 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.", + "canonical_pr_reason": "PR #46126 is the more canonical, self-contained change: it targets a specific EP/router-parallel code path and trainer integration. PR #46269 is too broad and reads like an integration/base branch with many unrelated edits, so it is a poor duplicate anchor.", "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.", + "best_pr_reason": "PR #46126 is the best representative of a concrete bug/change cluster because it has a narrow technical scope and a clear functional objective. PR #46269 is not suitable as the global representative due to its wide, mixed distributed refactor surface.", "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." + "reason": "Shared distributed filenames do not indicate the same underlying change. #46126 is about EP router-parallel behavior and trainer integration; #46269 is a broad distributed branch base spanning many unrelated areas, so they should not be merged as duplicates." } ] }, @@ -26565,12 +26684,12 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "93eb0bd7322aa743c1fc27e60de258d07c855113ade615e732a64e99968689e4", + "prepared_review_unit_hash": "00186affd0558c27e201bd0f89bd157c94be91f66806a333b0b5eb6824af68e3", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26678, + "serialized_chars": 26677, "estimated_input_tokens": 6670, "estimated_eval_tokens": 13596 }, @@ -26578,7 +26697,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26678, + "serialized_chars": 26677, "estimated_input_tokens": 6670, "estimated_eval_tokens": 13596 }, @@ -26587,186 +26706,198 @@ "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, + "summary": "All items are workflow-maintenance PRs, but the similarities are mostly superficial (same repo area, similar chore titles, or the same filename). The concrete changes address different workflows and different behaviors, so none of the soft edges should be merged as duplicates.", + "confidence": 0.96, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "PR 46554 is the most substantive standalone change in the set, but it is still not a duplicate of the others; the cluster is too heterogeneous for a true canonical PR.", "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." + "reason": "Different workflows and problems: stdin handling for self-comment CI vs PR security-gate checkout and file-change checks." }, { "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." + "reason": "Unrelated workflow fixes; one changes comment parsing, the other changes PR CI permissions and approval gating." }, { "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." + "reason": "Same broad area, but different concrete behavior in the security-gate workflow; not the same bug or change." }, { "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." + "reason": "Different workflow code paths and different behavior: comment piping vs secrets handling in 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." + "reason": "Both use printf, but in different workflows and for different commands; not the same underlying fix." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark dispatch enablement." + "reason": "Different files and concerns: SSH-runner hardening vs benchmark workflow trigger logic." }, { "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." + "reason": "Different workflow targets and distinct fixes; no shared concrete bug." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner changes are unrelated to reviewer assignment checkout ref selection." + "reason": "Different workflows and code paths; runner hardening is unrelated to reviewer-assignment checkout ref changes." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and problems: runner environment hardening vs PR CI security-gate logic." + "reason": "Both are security-related, but they fix different workflows and different risks; not one mergeable PR." }, { "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." + "reason": "Different hardening changes in separate workflows; no single underlying change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permission scoping and benchmark_dispatch enablement are distinct workflow changes." + "reason": "Both are workflow chores, but they touch different files and implement different behavior." }, { "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." + "reason": "Different workflows and fixes; anti-slop permission change is unrelated to reviewer checkout behavior." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions and build-ci message parsing are unrelated changes." + "reason": "Different workflows and different shell fixes; not the same code-path problem." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different concerns; not the same bug/change." + "reason": "Different workflow and problem domain; only superficial similarity from being workflow YAML." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout target and benchmark trigger logic are unrelated." + "reason": "Different workflow files and distinct behavior changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different shell behavior; not a duplicate change." + "reason": "Different commands in different workflows; no shared underlying bug." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Checkout ref for assign-reviewers is unrelated to PR CI security-gate logic." + "reason": "Different workflow and code path; not the same fix." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch eligibility and build-ci commit-message parsing are different changes." + "reason": "Different CI workflows: benchmark dispatch logic vs build-image command parsing." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark workflow trigger change is unrelated to security-gate file scanning." + "reason": "Distinct workflows and functions; no duplicate underlying change." }, { "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." + "reason": "Both involve shell safety, but they fix different commands in different workflows and would not merge into one PR." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build-ci message parsing is unrelated to PR security-gate permission changes." + "reason": "Different files and fixes; command quoting is unrelated to PR CI 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." + "reason": "Same file, but different changes: one adds security checks, the other changes permissions and approval flow." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Security checks vs explanatory comment only; not the same code-path problem." + "reason": "Same file, but different edits: workflow-security logic vs explanatory comments." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate edits: added checks vs removing inherited secrets." + "reason": "Same file, but different behavior: security checks vs replacing inherited secrets with an empty map." }, { "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." + "reason": "Same file, but one changes job permissions and the other adds comments; not the same concrete fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different fixes in the same file: permissions/approval gating vs secrets inheritance hardening." + "reason": "Same file, but different hardening edits with different behavior and purpose." }, { "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." + "reason": "Same file, but comments-only guidance vs secret inheritance behavior are not the same change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different files and distinct security-related edits; not one concrete bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different concerns: shell quoting vs secrets handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and threat models; unrelated changes." } ] }, @@ -26796,7 +26927,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "d0ae67ed2c63e216a266d5bb6ffd9e68528bfca4bb2144d80914bf6170046e2f", + "prepared_review_unit_hash": "60fedf78186c9c5f74f47fed9dda6b84c9155ef00f5ad9d67b32c02282b48edc", "component_budget": { "node_count": 2, "item_count": 2, @@ -26818,7 +26949,7 @@ "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.", + "summary": "The two PRs address different tokenizer problems in different code paths: CodeLlama decode-space stripping vs. DeepSeek checkpoint-to-tokenizer routing. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -26829,7 +26960,7 @@ "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." + "reason": "Different underlying bugs and fixes: one changes CodeLlama decoder initialization to preserve leading spaces, the other adds checkpoint-prefix exceptions in auto tokenizer selection for DeepSeek models. They are not mergeable as one PR." } ] }, @@ -26859,12 +26990,12 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "4d30da2d12627de4b3bf56a39568952bb69aad4cb3051ade26ada6c641b5aff4", + "prepared_review_unit_hash": "a755f848b540bc0b46d6ddaacffbeedadfecb1c7de96f16337d802633b436765", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4579, + "serialized_chars": 4580, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -26872,7 +27003,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4579, + "serialized_chars": 4580, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -26881,18 +27012,18 @@ "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, + "summary": "These two PRs are related to the same FA2 long-context performance regression, but they fix different concrete code paths: one changes flash-attention kwargs handling during tracing/eager decode, while the other changes unpadding/max-seqlen handling and adds broader test/support updates. I would not merge them as duplicates.", + "confidence": 0.84, "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.", + "canonical_pr_reason": "PR #47215 is the stronger canonical representative: it appears broader and more complete, with the main FA2 perf fix plus accompanying tests and related cleanup.", "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.", + "best_pr_reason": "PR #47215 is the best overall candidate because it addresses the regression more comprehensively and includes validation coverage, whereas #46696 is a narrower fix to a different part of the same subsystem.", "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." + "accept": false, + "reason": "Same issue target and subsystem, but the fixes are not the same underlying change: #46696 targets flash_attention kwargs / tracing sync behavior, while #47215 changes unpad/max_seqlen handling and related test/support code. They could coexist, so this is not a duplicate PR pair." } ] }, @@ -26922,40 +27053,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "ad55f27401161c61df700fdf6fd8bc3704d0e9121cc8ac669ae2250a6392ba91", + "prepared_review_unit_hash": "5b25df1c8e6848e3ff6d3b1951c273d459a06075f2b1035a1ab1d59a6103595b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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, + "summary": "These PRs both touch masking logic, but they fix different bugs in different code paths: 46773 addresses padding masks being skipped for batch size 1 in linear-attention model forwards, while 47087 fixes recurrent-layer padding masks being skipped on continued forwards/cache continuation via shared masking utilities.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "47087 is the better cluster representative because it fixes the shared masking utility path, has an explicit issue target, and covers the continued-forward/recurrent masking bug across multiple models.", "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.", + "best_pr_reason": "47087 is the strongest standalone PR here: the change is centralized, better scoped, and backed by broader tests and an explicit linked issue.", "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." + "reason": "Both are masking-related, but they target different failure modes and code paths: 46773 fixes batch-size-1 padding mask handling in linear-attention model forwards, while 47087 fixes continued-forward/recurrent masking in masking_utils. They are not the same underlying bug and would not plausibly merge into one PR." } ] }, @@ -26992,12 +27123,12 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "740b529849cb1652d6448bae38b045e22ce0ab5de76520d7545056ceeac63ea0", + "prepared_review_unit_hash": "3ecd65a6bd9dd897e904107af07e5ad39f3193eadaddf91b25aca906b7bb2fec", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11590, + "serialized_chars": 11591, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -27005,7 +27136,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11590, + "serialized_chars": 11591, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -27014,42 +27145,42 @@ "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, + "summary": "These are five separate multimodal/pipeline fixes that only share broad area similarity. None of the soft pairs look like the same underlying bug or change, so no duplicate merges are warranted.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "No canonical PR as a duplicate representative is compelling here; if one must be chosen for the cluster\u2019s general theme, PR 47074 is the broadest pipeline-facing fix and has the strongest surrounding discussion/test coverage, but it is not a duplicate of the others.", "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.", + "best_pr_reason": "PR 47074 is the most cluster-central by scope: it targets the shared AnyToAny multimodal pipeline abstraction rather than a single model-specific processor or an unrelated generation helper, so it is the best representative of the general theme in this set.", "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." + "reason": "Different bugs in different code paths: stop-sequence handling in image-text-to-text vs batched text postprocessing in Qwen Omni processors. They are not plausibly one merged fix." }, { "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." + "reason": "One normalizes multimodal input keys in AnyToAnyPipeline; the other validates Gemma4 audio placeholder batching. Related domain, but distinct concrete failures and code paths." }, { "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." + "reason": "AnyToAnyPipeline input-key normalization and Qwen Omni batch postprocessing are separate issues in separate subsystems; shared test file overlap is incidental." }, { "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." + "reason": "Pipeline input normalization versus generation candidate length-capping are unrelated fixes; they do not address the same underlying defect." }, { "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." + "reason": "Prompt lookup decoding length cap and batched text postprocessing are different generation/processing behaviors with no shared concrete bug." } ] }, @@ -27081,97 +27212,100 @@ ], "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:47122|pull_request:47150", + "pull_request:47122|pull_request:47124", "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", + "prepared_review_unit_hash": "5a4bd1eb93071cc51c043dad5d0046f1783b52d36f43f7f7015c209d80ba7eca", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12423, - "estimated_input_tokens": 3106, - "estimated_eval_tokens": 6468 + "serialized_chars": 12420, + "estimated_input_tokens": 3105, + "estimated_eval_tokens": 6466 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12423, - "estimated_input_tokens": 3106, - "estimated_eval_tokens": 6468 + "serialized_chars": 12420, + "estimated_input_tokens": 3105, + "estimated_eval_tokens": 6466 }, "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, + "summary": "This cluster is mostly a mix of unrelated serge test-fix PRs across different models, plus one umbrella PR that includes some of the same code-path fixes. The only clear duplicate-style overlaps are edgetam (47122 vs 47224) and whisper (47150 vs 47224).", + "confidence": 0.84, "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.", + "canonical_pr_reason": "PR 47224 is the best cluster representative because it is the umbrella fix for multiple serge integration-test failures and includes the same edgetam and whisper code-path corrections seen in the smaller PRs.", "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.", + "best_pr_reason": "PR 47224 is the strongest global representative: it subsumes multiple related fixes, has the broadest scope, and explicitly targets the combined serge test-failure cleanup.", "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." + "reason": "Different models and failure modes: edgetam import_or_config vs minimax_m3_vl load_error." }, { "left": "pull_request:47122", - "right": "pull_request:47124", - "accept": false, - "reason": "Separate model bugs: edgetam input-kwarg cleanup vs falcon_mamba generation expectation updates." + "right": "pull_request:47224", + "accept": true, + "reason": "Same edgetam bug: both remove/ignore unsupported original_sizes before calling the backbone." }, { "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." + "reason": "Unrelated models and fixes: edgetam preprocessing kwargs vs whisper generation length handling." }, { "left": "pull_request:47122", - "right": "pull_request:47224", + "right": "pull_request:47124", "accept": false, - "reason": "#47224 is an umbrella PR with multiple independent fixes; it is not the same single edgetam change as #47122." + "reason": "Different model-specific failures; no shared code-path problem." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Unrelated test fixes for different models; no shared concrete bug or mergeable change." + "reason": "Different models and issue types; one load error fix, one output mismatch fix." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "Minimax-M3-VL loading/offload test issue is unrelated to whisper generation behavior." + "reason": "No concrete overlap beyond both being test fixes." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Falcon Mamba output mismatch and Whisper length logic are different underlying problems." + "reason": "Different models and generation paths; not the same underlying bug." }, { "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." + "accept": true, + "reason": "Same whisper generation bug: both address max_length handling when conditioned on previous segments." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The only supported overlaps are the edgetam fix in 47122 vs 47224 and the whisper fix in 47150 vs 47224; the rest are different models/failure modes and the false verdicts are conservative. The umbrella PR 47224 is also well-described as the broader cluster representative." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -27194,7 +27328,7 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "5a1716a7b29a954a91bed561593c683e7defbb58f2a0cb12ddee2d9d0fa4b93c", + "prepared_review_unit_hash": "ad8738e53d5fafc02c72b6fec832e9465563188f748b051987a61c80907068a4", "component_budget": { "node_count": 2, "item_count": 2, @@ -27216,18 +27350,18 @@ "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.", + "summary": "The two PRs touch different subsystems and fix different bugs: one in Trainer/label smoothing under gradient accumulation, the other in TopHLogitsWarper token retention. They are not 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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "PR 47261 is the stronger standalone bug fix in this cluster because it is tied to a specific issue and a concrete Trainer loss-scaling problem; PR 47262 addresses a separate generation feature/behavior change.", "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." + "reason": "Different code paths, different user-facing bugs, and no shared concrete implementation target; they should not be merged as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index d2d096d49a674eb6695b8ac8062813fb8a5dda58..a477638dd7428ef9155f1c285b3bf8409a6b6aa9 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260711t180021z", + "analysis_id": "hybrid-model-20260712t000022z", "archived_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" + "hybrid": "snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-11T18:10:20Z", + "published_at": "2026-07-12T00:11:50Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260711T180021Z", + "snapshot_id": "20260712T000022Z", "variant": "hybrid" } diff --git a/snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/analysis-report-hybrid.json b/snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..ff6e01a3be4b1c5187f887342b8ecee59307bfe5 --- /dev/null +++ b/snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/analysis-report-hybrid.json @@ -0,0 +1,7344 @@ +{ + "schema_version": "1.0", + "repo": 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only superficial shape-related similarity." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated training/resume problem vs ZeRO-3/Bert index error." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: ZeRO-3/Bert index-out-of-bounds vs mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different domains and symptoms; not the same underlying bug." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: tensor/mask indexing error vs GPT-OSS TP-only failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different areas: video chat template handling vs training resume with remote code." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different components entirely: BarkProcessor voice preset vs ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but the concrete errors and models differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3/Bert index-0 out-of-bounds bug; 43638 is just the non-pretrained Bert variant." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different GPT-OSS/Liger-kernel issues; not the same fix." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/reload output mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime failures with no shared concrete code path." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral vs remote-code model_class/config_class attribute error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the specific runtime errors and reproductions are different." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor-shape errors, but they arise from different mechanisms and are not clearly the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram kernel limitation is unrelated to multi-GPU device-map failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding/materialization bug: CPU offload incompatibility and uninitialized inv_freq after meta\u2192to_empty(cuda) are the same underlying state-handling problem." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor mismatch is unrelated to CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs in different subsystems; no concrete overlap." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3/Bert initialization bug is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different runtime errors." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Both are Gemma/Qwen video or embedding issues, but they are different code paths and failures." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures with no shared underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated failures: Gemma3 vLLM config attribute vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility problem; 46515 is the broader duplicate of the more specific transformers 5.8.0 report." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 bugs: device-map mismatch vs expensive reverse embedding lookup from inputs_embeds." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different failure modes and models; only superficial distributed-training similarity." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Version incompatibility report vs Qwen-3-8B-NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different concrete failures; same broad MoE theme is not enough." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different models and mechanisms: torch dynamo grouped_mm tracing error vs image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error conditions; not a duplicate." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different architectures and different backend limitations." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen-related bugs with different triggers and code paths." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend-specific bugs; no common underlying change." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different concrete runtime failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking issue is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different subsystems: Liger-kernel cross-entropy vs TRL SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed ZeRO-3, but the errors and models are different." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups, but they target different removed references and are not the same change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend bugs; no concrete duplicate evidence." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different failures: Liger-kernel cross-entropy path vs Phi-tiny-MoE autocast mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer signature breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different issues: FSDP/activation-checkpointing shape mismatch vs GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different domains: GPU execution failure vs RAG documentation." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "No concrete overlap beyond both being runtime errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it conservatively identifies the heterogeneous bulk of the cluster and only calls out the three clearly supported duplicate families. The accepted pair verdicts are also reasonably cautious given the titles and metadata, especially the near-identical ZeRO-3/Bert reports and the torch 2.4.1 compatibility pair." + }, + "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": "4313348c95595458fc86d4ba1d6e912b32ddaa5cc86a34ca93628c6dfcf238de", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39734, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and not one duplicate cluster. The clearest duplicate family is the AutoTokenizer v5 regression pair, and there is one plausible DeepSpeed ZeRO-3 loading duplicate; the rest are distinct model- or subsystem-specific failures.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue cleanly spans the whole set; 45920 is the best representative because it describes the broad v5 AutoTokenizer regression across multiple model families, not just one narrow report.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the strongest global issue candidate: it has the broadest scope, clearly states the regression, and is the best anchor for duplicate reports in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention torch/transformers compatibility, but they describe different breakages and different triggers (general incompatibility vs USE_DISTRIBUTED=0)." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated failures: vLLM/PaddleOCR-VL loading versus a torch distributed build-flag regression." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading problems for different models; one is checkpoint corruption, the other missing text-encoder weights." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different code paths and symptoms: Gemma3 config attribute error in vLLM versus Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same underlying ZeRO-3 loading bug is plausible: both report index-0-out-of-bounds during deepspeed zero3 model initialization/loading." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they refer to different documentation issues and different outdated references." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different problems: AMD GPU support for GPT-OSS versus table-question-answering runtime crashes." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failure modes: missing Float8 storage support versus PyTorch distributed support breakage." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated issues: Liger kernel cross-entropy dispatch versus Qwen3-vl video StopIteration." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal models, but the concrete failures differ: device mismatch in forward versus video feature/token mismatch in chat templating." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failures: processor parsing versus device-mapping mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different topics entirely: detokenization regression versus outdated RAG examples." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Different model-specific loading issue versus Nvidia ModelOpt compatibility concern." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading failure for NemotronH is unrelated to RAG documentation cleanup." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are separate regressions with different root causes." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression family: both report wrong token IDs in v5, and 45920 is the broader multi-model report of the same underlying bug." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both concern model loading, but they are different models and different failure descriptions." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 model runtime failure is unrelated to RAG documentation examples." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is a distinct dependency issue, not the torch distributed regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window concepts, but they target different models and different concrete failures." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar error class, but the reported shapes, model types, and contexts differ enough to treat them as separate bugs." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different loading failures; no evidence of a shared root cause." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and PretrainedConfig pydantic regression are unrelated issues." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Different compilation/tracing regressions affecting different models and code paths." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure does not match the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5/chat usage, but one is a crash in transformers chat and the other is a streaming chat/completions API failure; not clearly the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Shared zero-3/initialization flavor is too broad; these are different errors on different models and likely separate issues." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm tracing failure and multi-GPU device-map failure are different symptoms with different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime error is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure modes; only a vague theme of model config/device handling overlaps." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and an MPS histogram op limitation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different numerical/compilation failures on different models; no shared concrete bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure and template-node compilation error are separate issues." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different model classes and different failures; only a broad multi-GPU/device-map theme overlaps." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are indexing errors, but the reported shapes, models, and contexts do not match closely enough to be duplicates." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback logic and remote-code config_class failures are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The selected anchor issue (45920) is well supported by its broad v5 AutoTokenizer regression scope, and the two accepted duplicate links are plausible from the titles alone. The rejected pairs are generally justified by distinct models, subsystems, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 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": "4dd7b22513d18b03fa64d433c1d5c3d5cb2f2a614871283d47688dbf747e8636", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38038, + "estimated_input_tokens": 9510, + "estimated_eval_tokens": 19276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bug cluster with a couple of clear duplicate-like pairs. The strongest match is the `_is_hf_initialized` / `Int8Params` failure, and a smaller validation-error-message family also overlaps; most other pairs are only broadly similar and should stay separate.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43872 is the clearest and most active report for the `_is_hf_initialized` / `Int8Params` failure, and issue:44291 is a narrower duplicate of that same root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the best representative issue in this set because it has the strongest concrete failure description and the most discussion around the shared root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5-era regressions, but they describe different bugs: StableLm config padding vs pydantic PretrainedConfig handling." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device-mismatch behavior." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load error vs gpt-oss GGUF support request." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "Different code paths: `_is_hf_initialized` kwarg/type error vs Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape-related errors, but one is a mask/tensor length mismatch and the other is a TRL embedding unpacking failure." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Different failures entirely: multimodal dtype mismatch vs bf16 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different model families and different bugs: autocast dtype mismatch vs streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF support is unrelated to Qwen3.5 streaming inference failures." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both are release-related regressions, but one is an `_is_hf_initialized` init-empty-weights bug and the other is a pydantic config-field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM from reserved memory is a different problem from tied-weight handling in translation models." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the PretrainedConfig/pydantic issue." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "Multi-GPU device-map failure is not the same as the bf16 compilation regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they occur in different code paths: attention mask mismatch vs zero3/init_empty_weights on BertModel." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and Sam3 compilation regression are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage is not the same underlying issue as torch/transformers incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal Qwen models, but one is a dtype mismatch and the other is a video-token/template mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are not clearly the same bug: embedding quality complaint vs nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related Qwen regressions, but they target different model sets and different failure modes." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Broken official example and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3 index-out-of-bounds during init and remote-code resume/training issues do not look like the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary-embedding memory are different code paths." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class error are separate problems." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3.5-related, but image dtype mismatch and TRL embedding unpacking are not the same failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error is unrelated to Qwen3.5 embedding unpacking." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss is not the same underlying issue as a generic GLM5 report." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve trust_remote_code/custom modules, but one is a leaf-directory cache collision and the other is wrong module loading after save_pretrained; not enough to merge as one bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FineGrainedFP8 failure and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied-weight bugs, but different model families and different manifestations." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion is unrelated to docs still mentioning a removed command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and translation tied-weights are separate issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-command documentation are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are the same validation/error-message bug family: 46463 looks like a T5-specific instance of the broader input_ids/inputs_embeds XOR validation problem described in 45183." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The `_is_hf_initialized` / `Int8Params` cluster is correctly centered on issue:43872 with issue:44291 as a close duplicate, and the only accepted soft pair (45183/46463) is well supported by the issue titles. The rejected pairs are generally cautious and distinguish different failure modes rather than overstating 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": 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": "805e45ee27227c226fe81f51a947eeded80d16879732f73299f2322e4b8c340d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37046, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bundle of unrelated Transformers issues, with a few true duplicate subclusters: non-persistent buffer corruption, StaticCache get_seq_length regression, Gemma4 quantized embedder dtype casting, and a Mamba2 recurrence bug.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer corruption regression and has the strongest near-duplicate pairing in this set (especially with 44534 and 43644).", + "canonical_pr_reason": null, + "best_issue_reason": "Best single issue anchor, but only for the buffer-corruption subcluster; the overall cluster is too mixed for one issue to represent all items well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: NemotronH checkpoint loading vs tied-weights translation-model issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes (DeepSeek-Coder detokenization vs Qwen NVFP4 runtime error)." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Same tokenizer theme, but different models and code paths; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors vs model-quality discrepancy; unrelated symptoms." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same 5.x non-persistent-buffer corruption regression; near-identical bug report." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": true, + "reason": "Both point to the same Mamba2 recurrence/use_cache bug in the slow path." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API signature change vs Gemma3 ZeRO-3 load failure; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both describe the same non-persistent-buffer junk-corruption regression." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/import failures, but different dependencies and code paths." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs generic tokenization/version change." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad AutoTokenizer token-ID regression vs DeepSeek-Coder-specific output bug; not the same concrete defect." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both SigLIP2-related, but zero probabilities and worse text embeddings are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch vs Qwen3.5 flash-attention/position-id crash." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache get_seq_length return-type bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Buffer-loading corruption vs meta/to_empty uninitialized rotary-freq memory; different bugs." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 vs JAX-vs-HF discrepancy; related area, but not the same concrete defect." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention packed-sequence crash vs CPU-offload incompatibility; unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_state bug vs Qwen3.5 rotary-buffer issue." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior vs int4 quantization OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs model-specific load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training error vs early-stopping metric lookup bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs Voxtral tokenizer loading error." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading issues, but one is noisy logging and the other is a specific load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config completeness issue vs broader remote_code regression; too broad to merge." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior vs MoE training memory inefficiency." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "AutoTokenizer loading error vs missing attribute in Molmo model." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import error vs bitsandbytes constructor incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary reflects a heterogeneous cluster with a few clearly duplicated subclusters, and the accepted soft-edge pairs are mostly supported by very similar titles and bug descriptions. No obvious overstatement beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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": "adee04d1b7b438efbc43b7193748732f830e2b1675511fa5fd50e09c2bde8a3f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "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": "The set is mostly heterogeneous, with only two soft pairs looking like true duplicates: the v5 docs references to removed pipeline tasks, and the repeated \u201ctraining-loss double-shift\u201d bug across two model families. The other pairs are mostly same-subsystem or same-version regressions, but not the same concrete bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed cluster; if one anchor is needed, issue:46897 is the best exemplar because it is part of the strongest duplicate pair and has the clearest, most specific bug description.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:46897 is the strongest representative of a real duplicate subcluster: it matches issue:46894 on the same underlying training-loss double-shift bug pattern, with very high textual similarity and effectively the same fix scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: tokenizer regex patch crash vs flash-attn fallback blocking. Same broad area, but not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model/loading problems (Qwen3VL weight_only error vs GLM5 model issue). No clear shared concrete code path." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated errors: MPS histogram on Int in MoE vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are regressions, but one is remote-code model loading and the other is device-map forwarding; too broad to merge as the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs remote_code model breakage; different code paths and fixes." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime errors: autocast dtype mismatch vs device placement mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading regression and tokenizer codec/regex regression are separate problems." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA/tie embeddings, but one is cross-version LoRA compatibility and the other is a warning about config cleanup; not the same bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different conversion directions and likely different loops/fixes." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to YOLO multi-GPU device-map issues." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve AutoModel, but one is from_config/text_config unwrapping and the other is remote-code config_class handling; not the same underlying bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different failures: loading failed vs missing all_tied_weights_keys." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both say v5 docs still reference removed pipeline tasks such as summarization/translation/text2text-generation." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in related model families, but the reported mechanisms differ (pre-tokenizer override vs DeepSeek-Coder output mismatch)." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Remote-code breakage in general vs a specific AutoModel.from_pretrained config_class AttributeError; related theme, but not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Mistral lm_head tying issue and non-persistent buffer corruption are unrelated state/loading bugs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Strong duplicate: both describe the same training-loss double-shift bug pattern, just reported on different model families; one fix should plausibly cover both." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different audio-related issues; no evidence they share the same failing function or code path." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "DeepSpeed/accelerate weight-conversion failure and DeepSpeed gradient-averaging bug are different training-time problems." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are distinct errors." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA and missing supports_gradient_checkpointing on a remote-code variant are different implementation gaps." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading problems for Qwen variants, but the titles indicate different symptoms and no concrete evidence of the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-load failures for different architectures; not the same underlying issue." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and void segmentation map processing are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both concern video inputs, but one is a broad v5.3 regression across several models and the other is a StopIteration in a specific embedding model." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-mismatch IndexErrors, but the titles are too generic and the specific bugs are not shown to be the same." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from 3D position_ids/BF16 fallback and flash_attention s_aux=None crash are different attention-stack failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The two accepted soft pairs are well supported by the titles: the v5 docs regression pair, and the training-loss double-shift pair. The remaining verdicts avoid overclaiming duplicate status and generally distinguish shared subsystem/theme from the same concrete bug. No mergeability issues apply here since these are issue pairs, not PR pairs." + }, + "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": "2531f32d8faa5f08717833c686f2f102c9d54775ecde520657d47bfd25169530", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38006, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers bug reports and regressions. I only see two clear duplicate subpairs: the custom model initialization regression (43645/43646) and the SigLIP2 bad-output reports (38175/43994). The rest are distinct model-, backend-, or loading-specific issues and should remain separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole cluster; it is heterogeneous. The only strong duplicate subpairs are 43645/43646 and 38175/43994, which are separate topics.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue across the full set. 43646 is the best representative for the custom-model-init subpair, and 43994 is the best representative for the SigLIP2 subpair, but neither covers the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading failures, but they affect different architectures and failure modes." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash and NemotronH checkpoint loading are unrelated bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "gpt-oss GGUF support and Phi-tiny-MoE autocast dtype mismatch are different problems." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but they target different models and different failure behavior." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support is unrelated to the Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Deepspeed ZeRO-3 BertModel index error and torch 2.4.1 incompatibility are not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position-id logic, but they are different models and distinct defects." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "These describe different Bert/torch compatibility problems with no concrete shared code path." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are inference/generation issues, but on different models and different failure mechanisms." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is an FSDP2 KeyError and the other is a device-map mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different loading failures; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are separate backend issues." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import for a specific class is not the same as meta-device loading failures." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video embedding StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR indexing are unrelated regressions." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Running 3d_parallel.py and gpt-oss GGUF support are not the same issue." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression in transformers 5.0.0; 43646 is the broader canonical wording." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS histogram not implemented are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "FlashAttention illegal memory access on Qwen3.5 and static-cache seq-length device tensor issue are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are completely different problems." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and torch 2.4.1 incompatibility are not the same code path." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3-related failures with different symptoms and trigger paths." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both involve attention/compile paths, but the models and concrete failures differ." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both mention PEFT and gradient checkpointing, but one is ineffective checkpointing and the other is a checkpoint error under ZeRO-3." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different model families and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch and torch 2.4.1 incompatibility are not the same underlying issue." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Config-mapping failure and Gemma4 forward device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask-shape IndexError are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base-patch16-224 bad-output bug; 43994 is the broader canonical report." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation complaints, but they affect different models and different config shapes." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed/Bert zero3 index error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failure modes: zero3 initialization index error vs tokenizer mapping logic." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3-MoE hf4.x vs hf5.x incompatibility and BitNet packed-weight loading are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The two accepted duplicate pairs (43645/43646 and 38175/43994) are the only ones clearly supported, and the rest are reasonably rejected as distinct bugs. No overstatement stands out in the summary or soft-edge verdicts." + }, + "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": "436e8a8375218ea865eafd564d543e6212e9dd75481dde758b4f159a4602b264", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36594, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a mix of related-but-distinct reports. Keep issue:43644 as the canonical Transformers v5 regression, but treat issue:44534 and the SigLIP2-related pair as only near-matches from the metadata, not confirmed duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43644 is the clearest concrete Transformers v5 regression in the set and the best anchor for dedupe; issue:44534 is very similar, but the packet alone does not prove a direct duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 has the strongest single repro and the cleanest, most specific bug description in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 multimodal 4-bit quantization dtype-cast failure affecting audio/vision embedders." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different subsystems and failure modes: tokenizer mapping registration vs mask/tensor shape mismatch." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: `_is_hf_initialized` regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: device_map/offload loading vs Strix Halo mmap OOM mitigation." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities at inference while the other is docs/example errors and quantization failure; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": false, + "reason": "Very similar Transformers v5 buffer-initialization reports, but the packet does not establish the same root cause strongly enough to confirm a duplicate." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures: auto device mapping CUDA assert vs FineGrainedFP8Config load issue." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated issues: Qwen3Moe FP8 config vs Strix Halo mmap/OOM." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different models and code paths: Qwen3 MOE LoRA compatibility vs Gemma4 token embedding resizing." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failures: GLM5 vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and do not clearly share one root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different issues: NemotronH checkpoint loading vs Qwen3.5 TP-plan missing entries." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: ZeRO-3 weight loading vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: GraniteMoEHybrid method call vs broken Nemotron example." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is load-time dtype being ignored and the other is stale config bookkeeping; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent-buffer initialization bug vs Jupyter custom-model initialization bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Similar load failures, but different models and one is specifically tokenizer loading; not enough to treat as one bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and failures: Qwen3 MOE conversion under accelerate/deepspeed vs GLM-4.7-Flash test loading." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but the packet only shows related titles; that is not enough to confirm the same underlying bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Related to Qwen3 MoE memory/offload behavior, but these are distinct reported problems and not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated: Qwen3 MOE compatibility vs generic resize_token_embeddings behavior." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Unrelated models and failures: Qwen3 MOE compatibility vs T5Gemma decoder embedding resize bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different GLM/Qwen model-loading failures with different symptoms and likely different causes." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic vs optimizer SGD argument handling are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training-memory usage and the other is int4 quantization CUDA reserved memory/OOM; not the same bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different issues: GLM5 model behavior vs save/load corruption after sinq quantization." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve save/load flows, but extra_state handling and `_is_hf_initialized` argument errors are separate bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Same broad resize_token_embeddings theme, but one is Gemma4 multi-part embedding syncing and the other is T5Gemma decoder embedding sync; not enough to merge." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: LlamaTokenizer pre-tokenizer override vs Granite token IDs." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss double-shift reports, but they are for different models and not clearly the same implementation bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is broadly plausible, but a couple of claims are a bit too strong for the packet. In particular, calling issue:44534 a \"direct\" duplicate of issue:43644 is stronger than the metadata alone supports, and the SigLIP2 pair issue:39692 / issue:43994 is treated as the same underlying bug even though the packet only shows related titles, not enough to confirm a shared root cause. 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": 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": "fa6b5ac91680b859bd3cfadbf0217e6993aa7814ec9e1c1f37afb5ebbecb80c2", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36783, + "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, but the resize_token_embeddings reports form a likely duplicate family: 45276 is the best anchor, with 45292 and 45335 also looking like the same propagation bug across related Gemma/T5Gemma variants.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45276 is the strongest canonical issue because it is the most detailed report in the resize_token_embeddings subgroup and explicitly describes the propagation failure across embedding/output paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best overall issue anchor for the cluster\u2019s only clearly related bug family, since it is the broadest and most actionable description of the embeddings-not-updating regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and failure modes: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but they concern different models and different tokenization/load failures." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility and meta-device loading are distinct problems." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated topics: SigLIP2 documentation/model setup issues vs a GLM5 model issue." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the concrete crash causes and code paths differ." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs in different model families: Gemma4 FSDP2 attention state vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert in Qwen3 device mapping and AudioFlamingo3 batch leakage are unrelated failures." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve weight tying, but they affect different models and likely require different fixes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior and the T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading behavior and int4 reserved-memory regression are different quantization/memory issues." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Generic ModelOutput key handling and VideoPrism output field misassignment are not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "No shared concrete code path is evident between Gemma4 FSDP2 and Qwen3_5_Moe CPU offload issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantized-model loading complaints, but the models and symptoms differ." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "GenerationMixin import failure and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio batching leakage and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 attention state rebuilding." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 CUDA memory regression and Strix Halo mmap/OOM are distinct problems." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken official example are not the same issue." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both describe the same resize_token_embeddings propagation regression; 45276 is the fuller Gemma4-specific report." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression and granite_speech config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and Qwen3.5 NaN/SDPA fallback are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling is unrelated to mmap OOM." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and continue_final_message logic are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash attention sink-less crash and Gemma4 FSDP2 KeyError are separate failures." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permissions propagation on save and wrong custom-module loading after save/load are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test loading issue and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both are resize_token_embeddings regressions with the same underlying symptom: embeddings are not updated after resizing, just reported from different model variants." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong for the evidence in the packet: issue:45292 vs issue:45335 are both `resize_token_embeddings` regressions with very similar titles, and the packet does not provide enough detail to confidently call them different bugs/code paths. Because of that, the claim that there is only one clear duplicate-looking pair is a bit overstated. The other rejections are conservative enough, and the 45276/45292 duplicate anchor is well supported." + }, + "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": 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": "df6728a1bec498707653040a30efac3a663bd62ba4632aacb47a8b6c87163939", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37793, + "estimated_input_tokens": 9449, + "estimated_eval_tokens": 19154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers v5 regressions and model-specific bugs, with one strong duplicate-like pair around the training-loss double-shift symptom. No pull requests are present.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43611 is the best canonical issue because it captures the broad v5 model-loading regression theme at a core API level, while most other items are narrower model-, tokenizer-, or training-specific breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the most representative and central report in the set: it is a clear Transformers 5.0.0 regression affecting model loading, which is the closest match to the cluster\u2019s common \u201cv5 broke something\u201d pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Different failures: custom model initialization in notebooks vs save/from_pretrained extra_state handling. Not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Both are torch-related, but one is generic torch 2.10 incompatibility and the other is a SAM3 bf16 compilation regression. Different code paths." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated symptoms and fixes." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both concern tokenizer loading, but one is a vocab-size inconsistency and the other is a specific model load failure. Too different to merge." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer resume/max_steps miscalculation are unrelated." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "These describe the same underlying training-loss double-shift bug pattern: both models train against shifted labels instead of the intended targets, so one fix could plausibly cover both." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "One is a performance regression in convert_tokens_to_ids; the other is a CodeLlama round-trip tokenization correctness bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs are wrong, while the other issue is only about slow conversion of token strings to ids." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation error are different problems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization change report." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is notebook-specific custom model initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch compatibility and YOLO multi-GPU device-map failures are different issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper return_language pipeline behavior and from_pretrained-inside-classes inconsistency are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic torch version incompatibility is not the same as a Mistral-3 image dtype mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both involve multimodal inputs, but the titles point to different regressions: video input handling vs a mask/index shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template compilation error do not share the same code-path." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation issues, but they concern different pipeline/task deprecations." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Wrong model outputs and ModelOutput key assignment are separate behaviors." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading failures are different tokenizer/model loading bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of issue 38071 is not the same as the Qwen3.5 linear_attention cache crash." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and text_config unwrapping in from_config are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export.export failures with torch_compilable_check and Perceiver non-default-resolution failure are different issues." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage via sinq and continue_final_message behavior for mistral_common tokenizers are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The reproduction of issue 38071 and the mistral_common continue_final_message bug do not describe the same defect." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a general v5 tokenizer load failure for a model and the other is a specific Mistral regex patch crash." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Incorrect CamemBERT masked LM predictions and tokenizer loading failure for est-roberta are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback on git-oss-20b are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4, but one is a device-mapping mismatch during forward and the other is a 4-bit quantization dtype-cast bug." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero-loss classification and training-loss double-shift are different training bugs." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state handling and TimesFM window_size attribute errors are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are different performance/memory problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is indeed mostly heterogeneous v5/model-specific regressions, and 43611 is a defensible canonical representative. The soft-edge decisions are generally conservative and stay within the evidence. The one accepted pair, 46894/46901, is plausibly the same training-loss double-shift bug pattern, and the wording stays cautious. No PR-related mergeability issue applies here because there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 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": "7e4b7bb4e7fdd9e2f347d7df763b3b8bd853a1b3774d461666a4e7d22e8ae51b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35984, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed bag of Transformers v5 loading/init regressions, tokenizer issues, and a few audio/model-specific bugs; only a few soft pairs look like true duplicates.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 43646 is the broadest and clearest representative of the repeated v5 initialization/loading regressions in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best umbrella issue here because it captures the widest user-facing breakage pattern among these v5 regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO3/BertModel vs compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different code paths." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different bugs: classification zero-loss degeneration vs Florence2 training-loss double-shift." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Related tokenizer area, but one is a generic model load failure and the other is a specific Mistral regex patch crash." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both describe the same Qwen3-VL MoE loading breakage; the second is a concrete weight-shape mismatch manifestation." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated: `_is_hf_initialized` flag regression vs Canine fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths and symptoms." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict vs Qwen3Moe FP8 config failure; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is tokenizer.json loading and the other is a DeepSeek-Coder output regression." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Unrelated: BPE marker handling in a tokenizer vs tied lm_head weights in Mistral3." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch vs a template compilation error; different code paths." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems entirely: model-registration helper vs flex_attention compilation." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast TypeError vs Whisper pipeline return_language regression." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different repos; no clear same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Remote-code config field loss vs Qwen3.5 PagedAttentionCache crash are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen models, but the FP8 config failure and PagedAttentionCache group-type crash are distinct." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different errors: Mixtral grouped_mm tracing vs template-node compilation." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression vs tokenizer post-processor update behavior; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU placement bug in XLNet vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting vs multi-image iterable dataset finetuning failure." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related to v5 init behavior, but one is buffer initialization and the other is custom model initialization." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different domains: multimodal dataset handling vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend packaging issue vs unsupported backend mapping entry; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer API conflict vs Jupyter custom model initialization breakage." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio fbank feature-extraction path and the same crash around the unsupported `center` argument." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` flag regression." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Separate model/tokenizer loading failures for different repos." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Qwen2.5-GGUF loading failure is a concrete instance of the broader `gguf_file`/AutoTokenizer/AutoModel loading regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it stays at a high level, correctly describes the cluster as a mix of v5 loading/init regressions plus tokenizer and model-specific bugs, and does not overclaim duplicate status. The soft-edge accepts are limited to the few pairs that plausibly share the same underlying regression, while the rejects are conservative and appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:43208|issue:47013", + "issue:44403|issue:45081", + "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:42915|issue:44589", + "issue:44265|issue:44610", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "8d28df0b4875c219dd3ecffffb32e4abd1daea41b63c7d9f09bf7a165e4422a6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "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": "The cluster is highly heterogeneous: most pairs share only broad topical overlap (Whisper, xLSTM, Qwen, loading/init bugs, etc.) rather than the same concrete defect. I would anchor the cluster on the broad custom-model initialization regression, but none of the soft pairs look like true duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression in the set: a Transformers v5 custom model initialization breakage that best represents the nearby load/init-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best global issue representative because it captures a general, high-signal v5 initialization regression and is more reusable as an umbrella reference than the model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper text handling, but one is batch_decode skip_special_tokens being ignored and the other is empty transcription failure after align_special_tokens; different bugs and fixes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid method calls are unrelated code paths with different failure modes." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload loading of a dequantized model and Qwen2.5-GGUF loading in v5 are separate loader regressions, not the same defect." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech and continue_final_message for mistral_common tokenizers affect different subsystems and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Default 16kHz sampling-rate handling and missing padding-mask support in batched MIMI encoding are distinct audio bugs." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM issues, but one is a bundle of small-model training blockers while the other is a specific return_last_states=False unpacking crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise and a Mistral regex patch crash are different behaviors with different remediation." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper inference failure and YOLO multi-GPU device_map=auto failure are unrelated model-loading/runtime issues." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Notebook-defined custom model initialization and remote-code AutoModel.from_pretrained config_class errors are related only at a high level, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and non-template-node compilation errors are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "General custom-model initialization breakage and non-persistent buffer junk serialization are different v5 regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both compare different execution paths, but one is a padding-mask batching issue and the other is a DAC STE mismatch in from_latents vs forward." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index scaling bug are separate model-specific regressions." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A model load failure for physical-intelligence/fast and a Mistral tokenizer regex crash are different failures." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric resolution and TrainerState num_input_tokens_seen not updating concern different Trainer features." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both touch lm_head/tied weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and init_empty_weights _is_hf_initialized TypeError are unrelated initialization/quantization bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM-125M key error are different tokenizer/model-loading problems." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash do not point to the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical AutoModel/pipeline outputs for SigLIP2 and an OmDet-Turbo processor/model resolution mismatch are separate vision issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication and physical-intelligence/fast loading failures are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and StaticCache.get_seq_length returning the wrong type are different generation/caching bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM and inability to load cjvt/sleng-bert are not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention float8/quantization, but one is Qwen3Moe config compatibility and the other is a storage deserialization error." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export exportability via torch_compilable_check and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma 3n's audio_mel_mask attribute collision and Gemma4's unsafe dtype cast in multimodal embedders are different multimodal bugs." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing on a remote-code variant and a PEFT/DeepSpeed ZeRO-3 checkpoint error are different gradient-checkpointing problems." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and strict granite_speech config loading are unrelated 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:43632|issue:44756", + "issue:40990|issue:44811", + "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": "9937ebfdf5e2dfb23fb8470109f6c6432a2a7da80bc90e62cf07ad3e241e9268", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "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": "Mostly unrelated issue reports, with three likely duplicate pockets: transformers v5 `_is_hf_initialized` regressions, Qwen3.5 `save_pretrained` regressions, and a Qwen2.5-VL temporal-position regression. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43632 is the broadest root-cause report for the transformers v5 `_is_hf_initialized` breakage and best explains downstream failures like the bitsandbytes and `init_empty_weights` reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the clearest concrete reproduction in the duplicate family, with an exact error message and environment trigger that make it especially actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and failures: T5 tokenizer method conflict vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal model bugs, but they affect different model paths and error types (Llava Next loading segfault vs Qwen3OmniMoe video processing ValueError)." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL temporal position-id/get_rope_index regression in v5.3.0; one is the broad video-input symptom, the other a specific still-image manifestation." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated failures: `_is_hf_initialized` compatibility breakage vs TimesFM `window_size` attribute error." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy loading are not the same bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to `StaticCache.get_seq_length()` returning the wrong type." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression around incorrect checkpoint/visual-encoder keys; the second looks like a later re-report of the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failures: PaddleOCR-VL load failure vs Qwen3-MoE sliding-window issue." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images per prompt and the other is rope-index temporal scaling; not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Loading with `base_model_prefix` and non-persistent buffer corruption are unrelated regressions." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention on newer torch are separate code paths." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and `convert_tokens_to_ids` slowdown are different tokenizer regressions." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both report the same transformers v5 `_is_hf_initialized` incompatibility, surfaced through bitsandbytes int8 loading and `init_empty_weights` model loading." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both involve multimodal dtype issues, but they affect different models and mechanisms (preprocessor/model dtype mismatch vs unsafe cast in 4-bit embedders)." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "No shared bug: generic loading noise vs tokenizer load regression for a specific model." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and symptoms (wrong IDs vs leading-space round-trip loss)." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a missing `supports_gradient_checkpointing` flag are not the same issue." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to the est-roberta tokenizer loading problem." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Shared theme of v5 breakage is too broad; the failures are different (`_is_hf_initialized` arg vs missing Float8 storage)." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen2-VL training scenarios and different failure modes; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` compatibility and mmap/OOM on Strix Halo are different problems." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same underlying bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning failure." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF v5 loading failure and missing `pad_token_id` on Llama4Config are distinct issues." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 `shared_kv_states` rebuilding are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading incompatibility do not share a code-path bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor syncing and the other is a specific add_special_tokens/BOS-EOS regression; not clearly the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the three accepted soft-edge pairs are reasonably conservative duplicates based on their titles and stated symptoms. No PR pair issues apply because there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 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:43818|issue:45357", + "issue:43493|issue:43994", + "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": "d17ebcfd4378600b86d55f054d039aff1e172ebe943e8ac1ea1b84fa398b5031", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "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": "This cluster is heterogeneous: it mixes unrelated model-specific bugs, v5 regressions, tokenizer issues, offloading/quantization problems, and docs-only reports. None of the soft pairs looks like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue fits the cluster; the issues are about different models, code paths, and failure modes rather than one duplicated bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster does not represent one cohesive problem, so any issue chosen would be an arbitrary representative rather than a true duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different failures in different components: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow packaging/backend, but one is a missing backend in extras install and the other is an undefined tf backend error from tensorboard-only installs; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenization, but one ignores repository tokenizer.json while the other mis-tokenizes Granite models; different code paths and symptoms." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and TimesFM window_size AttributeError are unrelated model-specific issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading under v5 and CLIPTokenizer model_max_length behavior are separate tokenizer/loading problems." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs reports, but they refer to different documentation problems with no shared underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different core behaviors." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs a model loading failure; only superficially similar." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory/offload themes, but one is dequantized model loading with device_map=auto and the other is Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions around model loading/init, but they describe different concrete failures and code paths." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask batching mismatch and Gemma3 NaN embeddings under sliding-window attention are distinct sequence-processing bugs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk filling and ModelOutput key assignment are unrelated internals." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA missing temporal attention/weight sharing and Sam3Model text encoder weights not loading are separate model-specific defects." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export export failures due to torch_compilable_check are not the same as bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL position handling, but one is finetuning with multiple images per prompt and the other is video-input vision_position_ids; too different to merge." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA weight/temporal-attention bug is unrelated to Qwen3.5 save_pretrained visual-key serialization." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a JAX-vs-HF discrepancy and the other is nonsensical AutoModel/pipeline results; insufficient evidence of one defect." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope index scaling and Kosmos2.5 OCR index error are different multimodal indexing bugs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention-3 training degeneration and single-label-classification zero-loss behavior are different classification/training issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video-input position ids; not clearly the same bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head weight tying and Granite tokenizer ID serialization are unrelated regressions." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL image handling, but multiple-images-per-prompt finetuning and image-placeholder-in-user-text are different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights and strict granite_speech config loading are separate compatibility issues." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF v5 loading failure are unrelated quantization/loading problems." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch has no meaningful overlap with Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization version changes are different subsystems." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling and Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and torch.export failures on torch_compilable_check are distinct problems." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on WikiText-2 and Whisper empty-transcription generation failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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": "3cb06f9f4587640078364e57c6a45a30f55eba847bad8293459dfa2952c40000", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37064, + "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, model-specific bug reports that only share broad vocabulary like offloading, quantization, tokenizer, or device mismatch. None of the soft pairs look like true duplicates or the same code-path fix.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest and most representative issue in the set, covering offloading/quantization at an umbrella level and attracting multiple references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best anchor because it is the most general, high-signal report in the cluster and aligns with the recurring offload/quantization theme without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both mention multimodal regressions, but one is a video-input bug across Qwen variants and the other is a Gemma4 device-mapping forward mismatch; different models and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults vs GraniteSpeech PEFT checkpoint loading are unrelated processor/config vs model-loading issues." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device mapping cuda asserts." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "These are different failure modes: autocast dtype mismatch in Phi-tiny-MoE versus an AttributeError on TimesFM window_size." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are separate generation/processor concerns." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same as torch.export failing on torch_compilable_check; different subsystems and fixes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-mapping failures, but Qwen3 cuda assert and Gemma4 PLE forward mismatch are different model-specific bugs." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to the Apple Silicon 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 as DAC.from_latents not matching forward pass." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head weight tying and Bamba torch.compile+SDPA are distinct model implementation problems." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion during accelerate+deepspeed is unrelated to missing supports_gradient_checkpointing on Nemotron trust_remote_code." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling for Ministral and FP8 inference failure on B200 are different issues in different components." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-mapping forward mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "mdeberta special-token insertion regression is unrelated to wrong token IDs across multiple tokenizers." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug and OmDet-Turbo image-size mismatch are different processor/model issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe fine-grained FP8 config failure." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight-tying bug and dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same underlying defect." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and LoRA gradient-checkpointing ineffectiveness are unrelated training/inference problems." + }, + { + "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 performance." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and AutoModelForCausalLM not unwrapping text_config are separate config-loading issues." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk initialization are different core bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated model-loading/serialization problems." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized model loading with gpu+cpu offload is related to loading mechanics, but not the same bug as generic offloading not working with quantization." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching/padding-mask support and Perceiver non-default-resolution interpolation are unrelated model-specific issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage is unrelated to running 3d_parallel.py." + }, + { + "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." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault and sinq save/load quantization breakage are not the same code path." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature mismatch and Qwen3Moe FP8 config failure are separate training vs quantization bugs." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict granite_speech config loading and tokenizer loading failure for est-roberta are different config/tokenizer issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 CUDA reserved-memory OOM and T5 apex FusedRMSNorm memory leak are both memory-related but clearly different root causes and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:41720|issue:42617", + "issue:43450|issue:45701", + "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": "1e81f535ec5fe1fc175ec6a8427890234d66b9e2f16d0426579d78833e031d0f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the set is a grab-bag of unrelated bugs spanning training, loading, multimodal processors, quantization, cache handling, and serving. I would anchor the cluster on the most active, concrete issue, but not merge any of the soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 has the richest activity and references, and it is a concrete, reproducible bug report about quantization/offloading behavior, making it the most useful cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone issue in this set: specific symptoms, active discussion, and broader relevance than the other one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Both involve eval/tokenization-related behavior, but one is a perplexity regression on gpt-oss and the other is a version-dependent tokenization change; different underlying problems." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Both are runtime failures, but one is a Qwen3-VL device-map cuda assert and the other is a 3d_parallel.py execution failure; no clear shared code-path." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batch video-shape handling and tokenization changes are unrelated subsystems and bugs." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save/serialization behavior, but they affect different model components and likely different code paths." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer checkpoint resume and early-stopping metric selection are distinct Trainer behaviors, not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offload/memory behavior, but one is quantization offloading and the other is mmap OOM mitigation; different root causes." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash and bfloat16 dtype mismatch are unrelated failures." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is missing text-encoder weight loading." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; same symptom class only." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A regression in processor/tokenizer access is not the same as a tokenization-version change issue." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache internals, but one is missing beam-search reorder support across model families and the other is a static-cache seq-length tensor bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram implementation error and a TimesFM window_size attribute error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "These are separate model/backend failures: torch.compile+SDPA versus packed-weight loading during accelerate integration." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different problem domains: dtype propagation in BLIP2 loading versus Trainer max_steps recomputation on resume." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "An import error for GenerationMixin and a 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both touch model initialization, but one is a broad Transformers 5.0 breakage and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer/model loading problems, but the failing models and code paths differ." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Separate device/backend issues: SDPA+compile on Bamba versus CPU offload device mismatch on bark-small." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes on NER inputs and a processor/model image-size mismatch are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is tied lm_head weights in Mistral3; the other is incorrect visual-encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantized/dequantized model loading, but one is FineGrainedFP8 on Qwen3MoE and the other is device_map auto with CPU/GPU offload." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-resolution issues, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute handling and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Trainer early stopping configuration and Qwen2-VL multi-GPU training are not the same underlying issue." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention multi-GPU-style failures, but one is a device-map assert and the other is tensor-parallel support for GPT-OSS MoE." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "A Qwen3-MoE sliding-window bug and a StableLmConfig pad_token_idx regression are different model/config issues." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache logic, but one is KV-cache continuation indexing in serve and the other is static-cache length arithmetic under torch.compile." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-time multimodal processor failures, but they cite different missing attributes and different root causes." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8 loading failure and kernels import/version requirements are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "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": "50b8a7613d96af2d968872a90949ee8ea7365869ab04a79bad6a93139353d110", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "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": "The cluster is heterogeneous and the soft edges are mostly superficial title similarity, not true duplicates. I would not merge any of the proposed pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: these reports span unrelated areas (tokenizers, model loading, generation, quantization, configs, docs, and training callbacks).", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global canonical. If forced, issue:43873 is the broadest runtime bug report, but it does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer.compute_loss() signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert; different subsystem and failure mode." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation with compiled forward is a generation correctness bug, while cache.get_seq_length() returning a device tensor is a static-cache arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM predictions in v5 and Qwen3 modular recurrent-state reset are different model-specific bugs in different code paths." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "trust_remote_code cache path collision and save_pretrained permission propagation are separate file-handling issues with different triggers." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer task AttributeError affect different tokenizers and do not share the same underlying defect." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b loading failure is a model-specific load bug, while est-roberta tokenizer failure is a versioned tokenizer regression." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping/eval_f1 handling is a trainer callback issue; void segmentation map processing is an image processor bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior and Molmo missing all_tied_weights_keys are unrelated component bugs." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 incompatibility is a dependency issue, while TimesFM window_size AttributeError is a model API bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and GPTNeoXConfig rotary_pct reload behavior involve different config fields and distinct bugs." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across transformers versions and FP8 compressed-tensors missing weight_scale are unrelated regressions." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe with FineGrainedFP8Config and Llava Next segfault are different model/loading failures with no shared code-path evidence." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error on a community CLIP model and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is a broad tokenizer parity issue, while the T5 add_special_tokens AttributeError is a specific class-name conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map processing and BarkProcessor voice_preset handling are different processor bugs with no common underlying cause." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are separate runtime issues in different subsystems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as documentation still listing removed pipeline tasks." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config unwrapping text_config are different Qwen/config issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen3VL weight_only=True load error are separate multimodal-model failures." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading is an integration issue, not the same as XLMRobertaTokenizer passing a dict to Unigram." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and PEFT+ZeRO-3 checkpoint errors are different training/loading stack bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated model-runtime vs tokenizer issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech PEFT adapter loading are different model/load-path problems." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffers filled with junk in v5 is a low-level state bug, while from_pretrained inside Python classes is an API-usage inconsistency." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warnings and undefined variables in _get_num_multimodal_tokens are unrelated path-parsing vs multimodal-token-counting 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": 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": "1994f5e249899e9549a7b66cbe0153227da4b47796cd1952ea602d32f439c510", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36650, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the candidate edges mostly share only broad words like offloading, tokenizer, trainer, or save/load, but not the same concrete bug or code path. I would not merge any of the soft pairs.", + "confidence": 0.15, + "canonical_issue_reason": "issue:43873 is the best anchor in this set because it is the most active open issue and the only one with clear multi-comment, multi-reference traction around a broad offloading/quantization failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable representative issue here for triage because it has the strongest discussion signal and a broad enough theme to act as the cluster anchor, even though the set is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload failures, but they affect different models and different mechanisms: Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated code paths and bugs." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window sizes, but one is Qwen3-MoE sliding_window behavior and the other is a TimesFM window_size AttributeError; different model families and failure modes." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is a processor init bug; Qwen3.5 streaming chat/completions is a separate runtime inference issue." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset parsing and Qwen3 auto device mapping cudaErrorAssert are not the same bug or subsystem." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "These are different tokenizer/offload issues for different models; one is Bark CPU offload, the other BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label truncation and SAM3 text/box behavior are different training/evaluation vs model-input bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and a Float8 storage lookup TypeError are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen3.5 config/loading, but one is from_config unwrapping text_config and the other is a CPU offload rotary embedding problem; not the same fix." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they concern different models and likely different causes." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and a static-cache torch.compile seq-length arithmetic bug are not the same underlying issue." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are save/load issues in multimodal models, but one is Qwen3.5 visual encoder keys and the other is SAM3 text encoder weights not loading." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init and Qwen3.5 num_labels propagation are unrelated configuration problems." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "A Transformers 5.0.0 non-persistent buffer corruption bug is not the same as from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model failing and PIL image processors incorrectly requiring torchvision are separate issues." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication and ScandiBERT loading are different tokenizer-related failures." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and degenerate zero-loss single-label classification share a classification theme but not the same concrete defect." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and gradient explosion under ZeRO-3 are different training behaviors with different fixes." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but one is a docs example with quantization errors and the other is an OmDet-Turbo resolution mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping crashes and T5 using apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same bug as incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both concern model loading/saving, but PEFT-adapter local checkpoint loading and sinq quantized save/load corruption are distinct mechanisms." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and T5 FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Qwen3.5 input-embedding unpacking with TRL SFT and trainer.evaluate() failing after train() are different trainer bugs." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding error and FA2 long-context performance regression are not the same underlying problem." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing update and save/load loss of custom token IDs are related only at a high level, not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both mention loading/offloading, but one is PEFT checkpoint loading and the other is offloading with quantization; different code paths and fixes." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Input-embedding unpacking in SFT and evaluate-after-train failure do not look like the same defect." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different areas entirely: video padding vs generation performance regression." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "TokenizersBackend post-processor sync and DiaConfig custom token IDs are separate token handling 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": 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": "efb37c4f1a5dd77c27545ad193bbfe9d91399322629eb29b6dfcf1eba2aaf04f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "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 mostly heterogeneous: it groups many unrelated Transformers issues by broad semantic similarity rather than true duplication. Only a couple of pairs look like real duplicates or near-duplicates; the strongest is the Qwen2_5_VLProcessor padding=False crash pair, and the offline tokenizer bug is also closely related. The rest are too model-/path-specific to merge safely.", + "confidence": 0.53, + "canonical_issue_reason": "Issue 44514 is the best canonical issue for the only clear exact-duplicate pair in the cluster (44514/44545); the remaining items are too diverse for a single cluster-wide canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the strongest issue to keep as the representative anchor because it is concrete, reproducible, and has an almost identical duplicate (44545).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer loading failure: AutoTokenizer/model_info access breaks HF_HUB_OFFLINE/cached tokenizer loading in the Mistral regex patch path." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "These are different bugs in different models: BeitImageProcessorFast label reduction vs a glm-4v-9b loading failure." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated: image processor void segmentation map handling vs a GenerationMixin import error." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer special-token behavior, but one is about runtime post-processor updates and the other is a BigBirdTokenizer registration/empty decode issue; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but different problems: documentation example errors vs an implementation discrepancy with the original JAX model." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False, just reported twice." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM regression." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: Mamba2Mixer cache correctness vs T5 decoder input validation messaging." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated: compiled-forward chunked generation inconsistency vs fp16 ONNX export attention dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen VL variants, but one is a from_pretrained weight_only loading error and the other is a video position-id bug; not the same fix." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve mistral regex/tokenizer loading, but the reported failures differ enough that they do not clearly describe the same underlying bug." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different failures in different components: LwDetrImageLoss AMP crash vs CanineModel ONNX dtype mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer-related, but one is about special-token post-processing updates and the other is LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated: tokenizer regression vs a repository listing API forwarding bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different domains: SigLIP2 doc/model issues vs quantization offloading behavior." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "Different problems: GraniteMoEHybrid invalid method call vs cache.get_seq_length device-tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different models and failure modes; no shared concrete bug path." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model internals and bugs: accelerate loading of packed weights vs DAC.from_latents/STE mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal, but the bugs are different: processor.tokenizer regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different subsystems: torch.compile+SDPA failure in Bamba vs DiaConfig save/load token ID loss." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "No shared concrete bug; Bamba torch.compile/SDPA and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3/BertModel index error vs audio feature extraction issue." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken keyword conflict vs failure to load a specific model." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Different areas: Qwen3.5 num_labels propagation vs ONNX attention dtype mismatch." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different vision-model issues: output field misassignment vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video-input issues, but they involve different models and different failures (generic ValueError vs chat-template feature/token mismatch)." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated: Qwen2.5-VL video position ids vs FA2 long-context performance regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it reflects that most pairs are non-duplicates, while the two accepted soft edges (42886/44843 and 44514/44545) are plausibly the strongest matches. The canonical choice of 44514 is conservative and supported by the near-identical duplicate 44545. No obvious overstatement beyond 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": 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:43335|issue:43756", + "issue:44488|issue:47020", + "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": "9c6bab99650e60fc0582a097df078285694bf43899fb6bfb2f3f42c38964ad3f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36263, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of unrelated Transformers bugs/regressions across loaders, tokenizers, model outputs, cache logic, and multimodal processors. The soft similarities are mostly superficial, so no pair should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both touch model loading, but one is a Transformers 5 base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes; different failure modes and fixes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA auto device mapping assert on Qwen3 is unrelated to a tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length type contract and VideoPrism hidden_states field mix-up are different bugs in different code paths." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction helper failure and add-new-model-like / TOKENIZER_MAPPING_NAMES handling are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation map processing and CustomTrainer.compute_loss signature mismatch are unrelated subsystems." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC.from_latents vs forward mismatch are different concrete bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver image resolution handling are unrelated issues." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer initialization in SwitchTransformers and Smollm3 RoPE layer count are not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer load problems, but they affect different models and stem from different causes." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile + SDPA regression in Bamba is unrelated to DAC latent reconstruction behavior." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 output regressions, but CLIP attentions omission and RTDetrV2 output drift are distinct model-specific issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields and strict granite_speech config loading are different config-handling bugs." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Static cache seq-length return type and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an unconditional model_info offline break and the other is a backend_tokenizer attribute crash under fix_mistral_regex; different bugs." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision and cache.get_seq_length returning a device tensor are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example issues and Kosmos2.5 long OCR index errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and FastSpeech2ConformerTokenizer load failure are different tokenizer problems." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus output changes vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Gemma3n forward collision are unrelated multimodal bugs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after align_special_tokens and Kosmos2.5 long OCR input index errors are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer load failure for est-roberta and XLMRobertaTokenizer passing a dict to Unigram are different concrete failures." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR error and degenerate zero-loss classification behavior are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/trust_remote_code, but the actual bugs differ: a removed helper breaking trust_remote_code models versus broader recent remote_code breakage." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk initialization and FSDP_CPU_RAM_EFFICIENT_LOADING are different problems." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MPS histogram_mps Int support error 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": 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": "ec9e568758344e343722f2e3ac8352844bc1d912742e988db4c76b8a1ae4e519", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35639, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, with a loose concentration around tokenizer/processor behavior but many unrelated model-loading, training, and multimodal issues. None of the soft pairs look like true duplicates or mergeable PR equivalents, so I rejected all soft edges.", + "confidence": 0.73, + "canonical_issue_reason": "issue:28218 is the clearest concrete tokenizer defect in the cluster and the best anchor for the small tokenization-related subtheme; the other tokenizer-adjacent items are broader, newer, or about different failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the most representative issue here because it states a specific, user-visible tokenizer bug succinctly and is more concrete than the more generic or adjacent tokenizer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different models and different failures: CPU offload device mismatch vs bf16 dtype mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime special-token/post-processor sync and the other is Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype remains float32 vs Video-LLaVA missing temporal attention / shared weights; unrelated code paths." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Qwen video-input regression vs Kosmos2.5 long OCR input index error." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile + SDPA failure is unrelated to the dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "One is a weight_only loading error for Qwen3VL; the other is a flash-attention generation problem for Qwen3.5." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError during evaluation logic vs trainer.evaluate() failing after train; different bugs." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a v5 pipeline error-message regression; the other is a model output correctness issue with SigLIP2." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video token/feature mismatch vs T5 decoder input validation error message; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching allocator TypeError vs stale config dtype after from_config; different functionality." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics last-batch tuple-label bug and Mamba2 use_cache incorrect results are separate training/inference issues." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch vs Qwen3.5 tensor-parallel plan omissions; different model-loading failures." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "They are related tokenizer symptoms, but one is extra spacing after added tokens while the other is a broad slow-vs-fast inconsistency; not proven same root cause." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image preprocessor dtype mismatch and Gemma3n variable name collision are unrelated multimodal bugs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal video bugs with different symptoms: input processing ValueError vs wrong vision_position_ids." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch for OmDet-Turbo is unrelated to dtype mismatches in other models." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are distinct failures." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the dtype mismatch issue." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Custom-model initialization in Jupyter vs from_pretrained inside Python classes are different behavior regressions." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature change are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about pipeline v5 fallout, but one is runtime error messaging and the other is documentation cleanup; not the same concrete bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and generic version-dependent tokenization changes are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package backend installation issue vs Mistral tokenizer regex patch crash; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Model dtype loading mismatch and Apple Silicon allocator TypeError are different issues." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and CLIPTextModel structural inconsistency are separate code-path problems." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio processor sampling-rate default bug and VL image-placeholder-in-text failure are unrelated multimodal issues." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different domains and bugs: audio chat-template sampling rate vs DAC latent reconstruction 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": 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": "4f130c77c0b032c5f8efa47d5869714b00d96abb668de175a189a5131c96e59d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36228, + "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 highly heterogeneous: it spans tokenizer/import regressions, multimodal processor bugs, trainer/deepspeed issues, quantization/compile failures, and unrelated model-specific loading problems. I do not see any true duplicate pair; the soft links are mostly broad keyword similarity rather than the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "If one issue must serve as an anchor, #45020 is the broadest regression-style report. It is still not a true representative of the whole set, since the cluster does not center on one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best global issue anchor because it is the most umbrella-like and version-regression oriented. The rest are narrower, model- or component-specific reports that do not collapse into one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both mention Gemma4 quantized embedders, but one is a memory-heavy one-hot position embedding issue and the other is a dtype-casting bug. Different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird tokenizer special-token decode failure vs MXFP4 quantization falling back to bf16; unrelated bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling issue are different models and different failures." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both involve image sizing/padding, but they target different processors and different logic errors." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error on one side, torchvision dependency/import requirement on the other. Not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error is a specific model loading issue; 45020 is a broader remote_code regression with a different failure mode." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP crash in a loss module are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer/processor paths: missing ReasoningEffort import for Gemma 4 vs continue_final_message behavior for mistral_common." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is not the same as MXFP4 quantization fallback to bf16." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are separate compatibility issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing 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 vs multimodal token counting video-branch NameErrors." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are different subsystems and bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug and RTDetrV2 output-drift report do not share the same code path." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/tokenizer regressions, but they affect different models and different mechanisms; too broad to merge." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the FP8/B200 inference failure." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error in non-pretrained Bert training is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Pip extras/backend dependency wiring and kernels import-version requirements are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents mismatch and DiaConfig save/load token-ID loss are different model components and failures." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor loading crashes, but one is a Mistral regex/backend_tokenizer issue and the other is a Gemma4Processor missing _tokenizer attribute." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they involve different models and different underlying causes; not the same concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token counting bug and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading for GraniteSpeech and Whisper batch_decode skip_special_tokens behavior are separate issues." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion bug have no shared code path." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and MPS attention correctness with mismatched head dims are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Loading GLM-4.7-Flash in tests and Qwen3.5 flash-attention generation differ in model, stack, and failure mode." + } + ] + }, + "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:43262|issue:44811", + "issue:45859|issue:47050", + "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": "1bec59dd222a502b6abb9fdea17c3ee80b35f18e24116abffa948dd58b8b40d1", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35542, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; only the video-input regression pair (issue:43329 / issue:44479) looks like the same underlying bug. The rest are different bugs that merely share a subsystem or theme.", + "confidence": 0.58, + "canonical_issue_reason": "issue:44479 is the broader, more user-facing regression report: it names the affected v5.3.0 release and multiple Qwen VLM variants, while issue:43329 is a narrower technical repro of the same broken video branch.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest issue to keep: it has the clearest scope, impact, and affected models, and it best captures the shared video-input regression represented by the only plausible duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config-loading bugs: missing fields from trust_remote_code vs. not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both mention vision models and image size, but one is zero probabilities in SigLIP2 and the other is an OmDet processor size mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio processor bugs: chat-template sample-rate default vs. batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated failures: CPU offload incompatibility in Qwen3_5Moe vs. ONNX fp16 dtype mismatch in CanineModel." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "Different training/loading problems: Gemma 4 mm_token_type_ids defaulting vs. PEFT/DeepSpeed checkpointing error." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "One is a SigLIP2 docs/example error set; the other is an MXFP4 quantization load/fallback issue for gpt-oss-20b." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same underlying video-input regression in the multimodal video path; 43329 is a concrete undefined-helper repro, while 44479 is the broader v5.3.0 report across multiple Qwen VLMs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different bugs: Qwen3 MOE weight conversion under accelerate+deepspeed vs. GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen loading issues, but one is MOE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL shape-mismatch load failure." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video, but one is a token-counting/video-branch undefined-name bug and the other is a batched video processor shape bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures: FineGrainedFP8Config on Qwen3Moe vs. key error loading MobileLLM-125M." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different release-compatibility bugs: init_empty_weights gets an unexpected argument vs. PIL image processors requiring torchvision." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking is unrelated to GPT-oss perplexity behavior on WikiText-2." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both concern quantized checkpoint loading, but they describe different formats and symptoms: MXFP4 fallback vs. missing weight_scale application." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different areas and failures: Qwen3Moe FineGrainedFP8Config vs. AutoImageProcessor loading from URL." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState.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 memory regression and the other is a Sam3Video runtime OOM." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different bugs in different code paths and with different failure modes." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init recompilation with chunked prefill and the other is max_cache_length being ignored outside Quantized Cache." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The titles do not describe the same problem; one is a vague data request, the other is an isolated reproduction of a specific issue." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated loading issues: missing pad_token_id on Llama4Config vs. transformers.pipelines import failing due to kernels version/revision requirements." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Different errors and subsystems: missing PyTorch for AutoModel import vs. Bart generate() unbound decoder_attention_mask." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/load issues: physical-intelligence/fast loading regression vs. CLIPTokenizer model_max_length being 10**30." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different bugs: missing PyTorch import error vs. Llama 3.2 Vision model loading breakage in Transformers 4.46.2." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both can lead to memory issues, but one is broken FSDP CPU RAM-efficient loading and the other is disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Different incompatibilities: Torch 2.10 support issue vs. kernels v0.15 import requirement problem." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures: Qwen3OmniMoe video processing ValueError vs. DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:45859", + "right": "issue:47254", + "accept": false, + "reason": "Unrelated: CPU offload incompatibility in a Qwen embedding layer vs. PEFT/DeepSpeed/gradient-checkpointing checkpoint error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical choice of issue:44479 is supported by its broader scope and explicit affected-model list, and the only accepted pair (43329/44479) is plausibly the same video-path regression without overclaiming beyond the packet. The remaining soft-edge rejections are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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: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" + ], + "prepared_review_unit_hash": "1c53fa993fd1de64b424dd95c5363b11ada2c454d897703f7a7bcf6a85963278", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35237, + "estimated_input_tokens": 8810, + "estimated_eval_tokens": 17876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bugs across tokenizers, multimodal models, trainer/runtime paths, and packaging. None of the soft edges look like safe duplicate merges.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the items span many distinct code paths and model families, so treating any one issue as the duplicate target would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for this cluster; the strongest candidates are still too specific to represent the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: mdeberta special-token handling vs Kimi-K2.5 codec/fix_mistral_regex behavior." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated failures: MacOS bus error in CLIP loading vs TrainerState token-count bookkeeping." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing Qwen2.5-VL class export/import error." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Different model/code paths: mllama mask logic vs MPS attention correctness when head dims differ." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight-tying bug in AyaVision vs dtype propagation bug in BLIP2; not the same failure." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 runtime error vs dependency version bump; no common underlying bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions in different models: RT-DETR output drift vs Qwen3.5 save_pretrained key mapping." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both tokenizer-related, but one is Mistral regex patching and the other is XLM-Roberta Unigram construction." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is a missing tie in a model class and the other is LoRA+vocab merge collapse." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Import/dependency error vs clearer error messaging for LayoutLMv3 boxes; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different object-detection bugs: AMP/CUDA loss crash vs RTDetr forward feature-level mismatch." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train issue vs TimesFM window_size attribute error; separate code paths." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model-specific key lookup failure vs init_empty_weights argument handling; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression vs long-context FA2 performance regression; different symptoms and fixes." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8/model loading issue vs CLIP tokenizer max-length constant; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs PEFT+DeepSpeed checkpointing failure; distinct training/runtime issues." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-kwarg duplication vs tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer constant issue vs YOLO multi-GPU auto device-map failure." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error vs slow/fast tokenizer inconsistency; different subsystems." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 model issue vs PyTorch-not-found import error; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training configs: FineGrainedFP8 for Qwen3Moe vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading bug vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert vs Qwen3OmniMoe video input ValueError; separate failures." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs tokenizer-version behavior change; not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend installation/dependency problem vs model loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video inputs, but different models and error types (Qwen3OmniMoe vs Qwen3-vl-embedding)." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument mismatch vs AutoImageProcessor URL loading; unrelated load 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": 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:46512", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44987|issue:45907", + "issue:43577|issue:46512", + "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": "1d393c485cd35e9756a5baaa769b08d500fec73b88881c889c7489ea9510871d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36720, + "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. The only plausible duplicate is the Qwen video-input position-id regression pair; the rest are related only at a broad subsystem/theme level and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "If forced to pick a canonical issue, 44479 is the best anchor because it describes the broader v5.3.0 video-input regression across multiple Qwen VL/MoE variants, and 45381 looks like its narrower qwen2.5-vl symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest single representative: it captures the shared concrete failure mode (video-input regression / wrong position ids) and spans the wider affected surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Both mention loading/CI breakage, but one is a model load failure and the other is a repo-listing API regression; different code paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype propagation, but one is BLIP2 loading leaving weights at float32 and the other is from_config leaving config.dtype stale; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different model families and failures: Qwen3OmniMoe video processing vs Qwen VL video-input regression." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen video-input position-id regression in transformers 5.3.0; 45381 is a narrower qwen2.5-vl report of the broader bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and CustomTrainer compute_loss signature mismatch are unrelated Trainer issues." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal, but one is a janus test failure and the other is a Phi-4 multimodal load failure; different models and symptoms." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken duplication and Mistral regex patch crash are separate tokenizer bugs with different failure points." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model issues: siglip2 zero probabilities vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is a pre-tokenizer override breaking DeepSeek tokenization." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer backend crash." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion and Smollm3 RoPE layer dropping are unrelated model-loading/model-architecture bugs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM load key error and missing Float8 storage type are distinct loading/runtime errors." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer bug and Qwen3.5 kernel registration crash are different issues." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and Qwen2.5-VL still-image temporal scaling are different model-specific bugs." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A release-version bump problem and a removed-config reference in auto_mappings are unrelated CI/config issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU tensor creation issue and T5 decoder-input error-message issue do not share the same code path." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma pipeline failure are unrelated multimodal bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and T5 validation messaging are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer special-token insertion and CodeLlama leading-space round-trip regression are different tokenizer behaviors." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of another issue and a FA2 long-context performance regression are not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and Bart decoder_attention_mask initialization error are unrelated training bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are separate config-handling issues." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but one is Gemma4 uint8 torch.finfo failure and the other is llm_int8_skip_modules clearing lm_head exclusion." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but the models and affected paths differ completely." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a specific model-loading failure for cjvt/sleng-bert are not the same underlying problem." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and FA2 generation performance regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and NoneType broadcast in Trainer are unrelated environment/runtime issues." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Different reports: a reproduction of issue 38071 versus a broken Nemotron example." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the pairwise calls are conservative overall. The only accepted edge, issue:44479 vs issue:45381, is reasonably supported by the shared Qwen video-input regression theme and the shared transformers 5.3.0 context, while the other pairs are sensibly rejected as different bugs or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 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:43643|issue:45375", + "issue:43720|issue:44898", + "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": "d001bb9438df876f9c9abfde9b3b51535b3e159c6fa70a1203e43ef2a53e5b34", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35504, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of closed issues with one plausible duplicate pair around v5 tied-weights serialization. The rest are different models, different symptoms, or different code paths, so they should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45005 is the broader, more representative report: it frames the tied-weights regression at the model-family level, which subsumes the more specific device-dependent serialization symptom in issue:44466.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 has the clearest general title and widest scope for the tied-weights regression, making it the best single issue anchor for this small duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve rope-related config handling, but one is a reload/default issue and the other is a type error on a JSON-loaded list; different bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-shape regressions, but they affect different models and different output fields." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different models, different failure modes, and different subsystems (FSDP attention state vs TP plan entries)." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation is unrelated to Gemma4 multimodal quantization dtype casting." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a fast image processor label-reduction bug; the other is a classification-loss degeneracy across sequence-classification models." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different save/output behaviors; no shared concrete code path." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation and flash-attention sinkless-model crash are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights/v5 save_pretrained regression; 44466 is a specific manifestation of the broader 45005 issue." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train are different runtime problems." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and Qwen3.5 strict field dropping are both config-related, but not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both touch Qwen3.5/serialization, but one is visual-encoder key saving and the other is broad tokenizer token-ID corruption." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal defaulting and T5 decoder validation are different model-specific issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer task AttributeError and AutoTokenizer failing to load a specific tokenizer are separate failures." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer-related, but one is special-token registration/decoding and the other is task-time AttributeError." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU-RAM-efficient loading do not share the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Key handling with position IDs and save/load breakage for sinq-quantized models are different regressions." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP zero probabilities and processor.tokenizer/image-passing regression are different multimodal issues." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading paths, but gguf_file support and offline mistral regex patching are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and MobileLLM-125M loading KeyError are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different model behaviors." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and MacOS bus error on CLIP are different classes of failure." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different RT-DETR failures: AMP float16 crash vs infeasible cost matrix in loss matching." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor import dependency breakage and Windows ROCm torch.distributed import/type errors are not the same issue." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but one omits them and the other misassigns them; different models and symptoms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, 44466/45005, is a plausible tied-weights/save_pretrained duplicate anchor based on the issue titles, and the rest are reasonably separated as different models or failure modes. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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": "558ddb0d94b3cfc0967b871014d4b3a1c86f4d4f7167bea10cefd6960060e516", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36311, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, generation, loading, dtype, backend, and model-specific regressions. No soft edge looks like the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43749 has the strongest standalone signal in the set (highest discussion and inbound references), but the cluster is too mixed to treat it as a true duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best single issue to anchor this set by activity and references, though it is not representative of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different failures: missing pad_token_id vs an image-text-to-text pipeline crash." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: auxiliary loss normalization vs an apex RMSNorm memory leak." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend handling, but one is missing TensorFlow and the other is an undefined tensorflow_text backend; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different APIs and models." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "One is MoE loss normalization; the other is a broad tokenization regression." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token issues with different models and symptoms." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR forward TypeError is unrelated to Gemma4 quantized vision/audio dtype casting." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to Sam3 text-encoder weight loading." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different regression classes: custom model init vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both touch token/config behavior, but one is BigBird special-token decode and the other is Dia custom token IDs on save/load." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patching issue is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different generation-cache bugs in different code paths and model families." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Unable to load AutoImageProcessor from URL is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior vs CodeLlama leading-space round-trip." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression and Qwen3.5 num_labels propagation are separate model issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both mention state outputs, but CLIPVision hidden_states regression is unrelated to xLSTM train-mode unpacking." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization inconsistency of tied weights is not the same as quantized model save/load breakage." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size question is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary loss normalization bug is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert in Qwen3 auto device mapping is unrelated to chunked generation with compiled forward." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation inconsistency and Qwen3.5 flash-attention generation bug are different failures." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field loading failure and torch.compile SDPA failure are distinct code paths." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV cache continuation crash in serve is unrelated to beam-search cache reorder skipping for other models." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch during eval 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:39692|issue:43295", + "issue:43994|issue:46192", + "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": "65a43eef23d6276901021d73613db249f8d4e153b6332a512f0b33666ea48851", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36541, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a high-noise similarity cluster: the paired issues share broad vocabulary (tokenizers, configs, loading, v5 regressions, NaNs, etc.) but do not describe the same concrete bug or fixable code path. I would reject every soft edge and keep these issues separate.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: none of the soft pairs are true duplicates, so there is no single underlying bug to represent the cluster.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a good global representative because the items span unrelated regressions and subsystems rather than one cohesive problem.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Both concern training, but one is Qwen2-VL multi-GPU support and the other is a Trainer API signature error; unrelated code paths." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading failures in different models: legacy field handling for BEiT versus packed-weight unpacking for BitNet." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "One is a dependency version bump problem; the other is a PEFT/DeepSpeed checkpointing failure. Not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading unpacking and DiaConfig save/load token ID loss are unrelated issues." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight-only loading error and FA2 long-context performance regression are different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both involve model loading/configuration in v5, but one is base_model_prefix loading and the other is Qwen3.5 tensor-parallel planning." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness bug are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading failure and OmDet-Turbo processor/image-size mismatch are separate bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after v5, but they affect different models and different attributes, so they are not the same concrete fix." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task-time AttributeError do not share a code path." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 mixed-length GPU embedding corruption and the other is classification-head NaNs on checkout/init." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure and a PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both affect trust_remote_code models, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available causing import-time breakage." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but they hit different processors and different edge cases." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a pipeline error-message regression are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing behavior and a MacOS CLIP bus error are not the same issue." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are different hardware/kernel problems." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness bug and a Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and sinq save/load quantization breakage are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors are not the same as the processor.tokenizer regression in custom model code." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs through AutoModel/pipeline and return_tensors being ignored are unrelated API bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient explosion with ZeRO-3 are unrelated training/runtime bugs." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy and ZeRO-3 gradient increase do not share a code path." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype changes and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different v5 regressions." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors, so they 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": 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:44849|issue:45357", + "issue:46821|issue:46832", + "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": "c458620846017fd448cd1c488f3336595c96b47ff6289cfce74cdf512814a03a", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the soft-linked issues span unrelated models, subsystems, and failure modes, so none should be merged together.", + "confidence": 0.97, + "canonical_issue_reason": "No valid canonical duplicate for the whole cluster; the links are mostly title-similarity false positives. If a representative had to be named, issue:45812 is the broadest regression, but it still does not cover the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most general/high-impact single issue in the set, but it is still only a tokenizer regression and not representative of the other problems here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different bugs: FP8 inference failure on B200 vs an accuracy regression after upgrade, with different model families and symptoms." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "One is save/load loss of custom token IDs; the other is an AttributeError in MLukeTokenizer tasks. Different code paths." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 OOM under tensor parallelism is unrelated to a PEFT version bump / unreleased dependency issue." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior for mdeberta and the other is wrong IDs for Granite models; not the same concrete bug." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with a CLIP model is unrelated to Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and an FP8 inference failure are separate failures." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both affect loading, but one is an offline model_info call in a Mistral regex patch and the other is a specific model that no longer loads; causes differ." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different 5.0 migration breakages: missing pad_token_idx in StableLmConfig vs unexpected _is_hf_initialized arg in init_empty_weights." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and composite Qwen 3.5/3.6 text_config unwrapping are distinct config-loading issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading for BEIT segmentation is unrelated to the bark-small CPU offload device mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing Qwen2_5_VL class is unrelated to the Float8 storage lookup TypeError." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient growth under ZeRO-3 is a training/optimization issue, not the same as a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR forward TypeError are different model-specific bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count RuntimeError and a DeepSeek accuracy regression are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models is not the same as the CLIP text-model structure inconsistency." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 rotary-kernel registration failure and missing linear_attn TP-plan entries are separate issues." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs are not the same bug as the broad unexpected position-id key regression." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offload interaction and sinq save/load corruption are related in theme but not the same concrete defect." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig and a DiffusionGemma pipeline output issue are different failures." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crashing on trailing replacement characters is unrelated to apply_chat_template on an empty list." + }, + { + "left": "issue:46209", + "right": "issue:44849", + "accept": false, + "reason": "Different Qwen3.5 bugs: FP8 inference failure versus output_hidden_states behavior." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Offloading-with-quantization and FP8 frozen-checkpoint weight_scale omission are distinct quantization/offload problems." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEIT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device-mismatch offload bug is not the same as a stale CI device-override test failure." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference and RT-DETR feature-level mismatch are different code paths and symptoms." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and silent FP8 checkpoint corruption are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Training instability with ZeRO-3 is not the same as inability to load a specific multimodal checkpoint." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure are different decoding bugs." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Rotary-pos-emb registration error and tensor-parallel plan omissions are separate Qwen3.5 issues." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 pipeline nonsense output and generic position-id key warnings are not the same underlying regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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", + 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to an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to memory overflow when calling sam3-litetext." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to DiffusionGemma image-text-to-text pipeline breakage." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "A continuous-batching multimodal crash with a string tensor mismatch is different from KV-cache continuation indexing in /v1/responses." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing _flash_supports_window_size import and meta-device model loading failures are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression in 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I rejected all soft edges. Among the issues, #43950 is the strongest standalone bug report to anchor triage, but there is no true duplicate cluster here.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the clearest standalone regression report: it has a concrete `from_pretrained()` corruption symptom, broad impact, and a well-defined API-level bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image passthrough vs processor/model input-size mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Both touch multimodal paths, but one is a device-mapping bug and the other is an argument-merging bug." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated: batched video processor shape bug vs OOM when loading a 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"issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "A Qwen2.5-VL vision-position bug is unrelated to a B200/FP8 inference failure." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval dtype drift is not the same as MoE memory inefficiency." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights depends on device; LoRA merging collapse is a different extended-vocab bug." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU tensor creation bug is unrelated to CohereASR's training-loss double shift." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer 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quantized vision/audio embedder dtype casting." + } + ] + }, + "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", + 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"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": "7e251e806473581c1cc6e5fa59c9cc53edf27c231fa6dfa35328297d48070254", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37118, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated model, runtime, import, and docs regressions. None of the soft pairs look safe to merge as duplicates; they share at most a broad subsystem, not the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44561 is the broadest core regression here: a v5 API removal breaking trust_remote_code models. If one issue has to anchor this mixed cluster, it is the most representative compatibility break.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the strongest global representative because it affects a shared loading path and has a clear, version-wide impact rather than a model-specific edge case.", + "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 not being released." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated code paths: DAC latent reconstruction mismatch vs GraniteSpeech CI device override failure." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different models and bugs: SwitchTransformers sparse-layer construction vs Bamba torch.compile/SDPA crash." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but one is missing mm_token_type_ids defaults and the other is incorrect RoPE time-position scaling." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both involve GPU inference failures, but the concrete issues differ: auto device mapping cudaErrorAssert vs FP8 on B200." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import/version-compatibility problems, but they remove different symbols and break different code paths." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper logic: latent-forward mismatch in DAC vs feature-length calculation in qwen3_omni_moe." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different components and failure modes: processor input-size mismatch vs CUDA AMP loss crash." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is pipeline-removal drift and the other is an outdated argument description; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length arithmetic." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "One is an AMP/CUDA crash in LwDETR loss, the other is missing auxiliary losses when denoising is disabled." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different regressions: unsupported center argument in LasrFeatureExtractor vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing internal import symbol, the other is a broad Torch 2.10 incompatibility report." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels in BEiT-related code, but one is gather_for_metrics dropping tuple elements while the other is reduce_labels returning only one label." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different API bugs: stale config dtype after from_config vs TimesFM window_size raising AttributeError." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both touch multimodal config structure, but one is unwrapping text_config for AutoModelForCausalLM and the other is CLIP class structure inconsistency." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: flash-attention test breakage vs Trainer _gpu_broadcast_one rejecting NoneType." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Generic import error vs MacOS bus error on a specific community CLIP model; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to RT-DETR memory lifecycle." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but one is max_cache_length being ignored and the other is device-tensor seq-length breaking slice arithmetic." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Stale indexer cache on second forward is a different cache bug than get_seq_length returning a device tensor in prefill." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model-loading problems: sparse encoder layer creation vs BEiT legacy-field preset loading." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 loading/serialization regressions, but they affect different mechanisms: base_model_prefix loading vs tied-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." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different runtime failures: torch.compile with SDPA vs stale device override test on CI." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency issues, but one is a missing flash_attn key on Python 3.13 and the other is a Windows ROCm torch.distributed problem." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model internals: sparse-layer config creation vs feature-extraction output length computation." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared bug: SwitchTransformers config construction vs GraniteSpeech CI test drift." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and different compatibility breaks." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers layer-construction bug is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: Pegasus output differs across v4/v5, while qwen3 modular recurrent state resets with cache." + } + ] + }, + "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": "c127e586f6f6ad8074f185d0f9c222144ac38707b3adcb32f5c6923ef186eef2", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are topical but not duplicate-level matches. The only clear same-bug duplicate here is the repeated Qwen3.5 MoE from_pretrained regression (#45310 / #45478).", + "confidence": 0.93, + "canonical_issue_reason": "Use issue #45310 as the canonical issue for the one clear duplicate pair because it is the earlier, more detailed report of the same Qwen3.5 MoE from_pretrained regression; #45478 is a near-identical follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45310 is the best issue to anchor the cluster because it most clearly describes the duplicated Qwen3.5 MoE loading failure and has the fuller discussion context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different failures: dtype drift during evaluate vs an incorrect pipeline error message about translation support." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat/template handling, but one crashes on tool-call messages with no content while the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: model loading regression for Llama 3.2 Vision vs embedding reinitialization after resize when tie_word_embedding is False." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "One is a local-path import warning, the other is a model-loading failure in unit tests for a specific model." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same subsystem, but different concrete bugs: batched padding=False crash vs assistant_masks becoming all zeros for multimodal inputs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: flash_attention sink-less s_aux=None crash vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error clarity vs trainer _gpu_broadcast_one NoneType type error." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Doc/example problems for SigLIP2 do not match a BeitImageProcessorFast reduce_labels logic bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime failures: CPU offload device mismatch vs float16 AMP crash in a loss function." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "A DAC forward/from_latents mismatch is unrelated to unexpected position_id key warnings across many models." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat template absence error is unrelated to DiffusionGemma weights staying on meta with device_map=auto." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and trainer broadcast type error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying regression: Qwen3.5 MoE from_pretrained fails in transformers>=5.4.0; #45478 appears to be a duplicate report of the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different issues: SigLIP2 docs/model-processor mismatch vs widespread unexpected position_id keys." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet accelerate-loading failure and GraniteSpeech CI stale device override are not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 regressions, but they affect different models and different parts of the stack." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature extractor unsupported arg crash and Gemma4 PLE device mismatch are separate failures." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume iterator failure is not the same as FineWeb training not starting." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocabulary collapse is unrelated to the 2^24 category limit runtime error." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing import_utils availability helper are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS bus error in CLIP loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path slash warning does not match a tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe output length behavior." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection-training issues, but the root causes differ: missing auxiliary losses vs infeasible cost matrix." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related bugs in different models and execution modes; not the same code-path failure." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated model families and failures: Flash Attention 2 support request vs a Llama 3.2 Vision loading regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: #45310 and #45478 are the only clearly identical-title pair, and the canonicalization rationale is conservative. The rejected soft-edge pairs are also phrased cautiously and do not overclaim duplication from topical similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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": "66c6f80fa9cfe28edbb85c5167e13e4e727f0e4b30fc59b6d707da8cfbd1fc00", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37003, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: it mixes unrelated issues across tokenization, generation, caching, multimodal processors, save/load, and training/runtime behavior. None of the soft-similarity pairs look like the same underlying bug, so there are no duplicate merges here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest standalone anchor: it describes a broad, concrete tokenizer regression affecting multiple models and a core API path, so it is the best candidate if a canonical issue had to be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and subsystems: SigLIP2 zero probabilities vs unexpected position-id key warnings." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation/compiled forward behavior is unrelated to cache max length handling for quantized cache." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures and embedding reinitialization are separate bugs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() mask initialization bug is unrelated to Trainer GPU broadcast NoneType errors." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBert German issue and torch.jit.generator expression support are different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "A dtype change in evaluate is not the same as 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 code paths." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generate-time decoder mask bug is unrelated to Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "One is a weight-conversion issue; the other is a model-loading regression for a different Qwen variant." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import error and missing TensorFlow backend package are unrelated packaging/runtime issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift and gradient-checkpointing in eval mode are distinct problems." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorators, but the concrete failures and code paths are different." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast of None and DeepSpeed Adafactor OOM are not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and SmolVLM video padding error are different multimodal issues." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Save/load custom token IDs and wrong custom module loading are related broadly, but not the same concrete defect." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression and return_tensors being ignored are separate API issues." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU CUDA OOM are different failures." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning on trailing slash path and quantization offloading behavior do not share the same root cause." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading and Gemma4 OOM are both memory-related, but not the same underlying bug." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile, but one is spurious recompilation and the other is a device-tensor slice-arithmetic bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast errors." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output mismatch and lm_head serialization inconsistency are different model-behavior bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma 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 breakage and DeepseekV3MoE divergence are separate issues." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error clarity and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error for community CLIP and SigLIP2 doc-example errors 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": 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", + "issue:44561|issue:44779", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44568|issue:45491", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:45588|issue:45823", + "issue:45198|issue:45803", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:42915|issue:42994", + "issue:43575|issue:43701", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:43994", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:45440|issue:45593", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "10b8d3f9d5418e5dd29bc57e43f19b071bc98ec330e4a188bf54601c84cc4c1f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36778, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate soft pairs are false positives. The set is a heterogeneous collection of unrelated issues across tokenizers, loading, quantization, generation, export, preprocessing, and memory/runtime behavior, so there is no real duplicate cluster here.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits: these items do not share one underlying bug or change, so any single issue would be an arbitrary anchor rather than a true duplicate target.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No global best issue for deduplication: the issues cover distinct subsystems and root causes, so none is a suitable representative for merging or duplicate triage.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: dtype drift during eval vs tensor-parallel load OOM." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5-related, but one is a missing API import and the other is a tokenizer correctness regression." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Separate tokenizer failures with different models and failure modes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenization, but the LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Special-token handling vs GPU NaN embeddings from sliding-window attention are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are inference/runtime issues, but cuda assert on auto device mapping is not the same as multi-GPU OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale warning in paged generate() are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: flash_attention integration crash vs device-mismatch during Gemma4 forward." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different preprocessing/tokenization errors; one is model-specific failure, the other is a bare except swallowing errors." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to rope-parameter validation on JSON-loaded lists." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: BART generate() decoder mask bug vs Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to Qwen recurrent-state reset logic." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature-extractor argument regression and video-input regression affect different subsystems and models." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model-implementation mismatches: RoPE-layer dropping vs DeepSeekV3MoE divergence." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token decoding bug is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both are quantization-adjacent, but one is FP8 config failure and the other is quantized saving failure." + }, + { + "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 tokenization/save_pretrained issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-clarity error and MacOS bus error in CLIP model loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder issue is unrelated to SigLIP2 AutoModel/pipeline output corruption." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve attention/generation, but NaN embeddings from mixed-length batching are not the same as FA2 long-context performance regression." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer cleanup and RT-DETR memory release are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export constraints and flash_attention s_aux handling are different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import error from mistral_common is unrelated to flash_attention AttributeError." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeek model divergence and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking and leftover dummy classes/check_repo failures are different maintenance bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:45406|issue:46701", + "issue:43575|issue:44387", + "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": "0a3567d210082337c0d60ca67ad3e5a7521ee6172a0255961a80d4d54ee0916a", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35625, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-linked issues span unrelated model bugs, tokenizer regressions, memory/OOM problems, and processor edge cases. I found no pair that is clearly the same underlying defect, so none of the soft edges should be merged.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out; the items are not duplicates but a grab bag of unrelated Transformers bugs and regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster lacks a shared concrete problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs VL image-placeholder handling." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Different code paths: Gemma4Processor `_tokenizer` attribute error vs DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM reports, but from different causes: tensor-parallel loading vs int4 quantization memory growth." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer-v5 decoder-type regression is unrelated to AutoTokenizer ignoring `tokenizer.json`." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems: SigLIP2 wrong outputs vs RT-DETR memory not released." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Special-token post-processor sync bug is unrelated to Gemma3 NaNs from sliding-window padding." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 import/dependency issue is separate from Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is RT-DETR GC/leak behavior and the other is SAM3 LiteText overflow." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different concrete problems." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a missing `ReasoningEffort` import in Gemma 4 loading; the other is protobuf error handling hiding tokenizer errors." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 issue is unrelated to adafactor/deepspeed OOM." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to the LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Label reduction bug in BeitImageProcessorFast is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is not the same as a model-loading breakage in 4.46.2." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Memory OOM in training is unrelated to output embedding reinitialization after resize." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import error and a generic dependency issue are too different to be duplicates." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Processor label handling bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention `s_aux=None` crash are different failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL `pad_token_id` attribute error is unrelated to Qwen3-MoE `sliding_window` behavior." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic FA2 reports, but there is no evidence of the same concrete bug or shared code path." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 bad outputs and SAM3 LiteText memory overflow are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 failure is not the same as Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and TimesFM `window_size` AttributeError are different code paths." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation list handling and Qwen3.5 kernel-registration/decorator failure are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched processor padding crash and video `vision_position_ids` bug are different Qwen2.5-VL issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model init breakage in Transformers 5.0 is unrelated to patchtsmixer's optional `post_init` policy." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and category-count limit runtime error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache is unrelated to Whisper `batch_decode` ignoring `skip_special_tokens`." + } + ] + }, + "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": "9db7bd162fcb016d88852c15f98b457089d9b58f201893a49eb9f7a765a0d7b6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35994, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports spanning model loading, config regressions, generation bugs, docs, and runtime/environment problems. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43749 has the strongest signal in the set (highest discussion/inbound references) and is a clearly articulated, high-impact bug report, making it the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most substantial and widely referenced issue here, so it is the best single issue to anchor the cluster despite the lack of true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different subsystems and failures: CLIPVisionModel hidden_states regression vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated components: tokenizer loading failure vs Perceiver image-classification padding/interpolation failure." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "One is an audio chat-template sampling-rate default bug; the other is a feature-extractor argument incompatibility. Different code paths." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to Qwen3.5 recurrent-state reset in cached generation." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate is unrelated to tokenizer loading for FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a BART generate decoder_attention_mask assignment bug are different issues." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backends installation issue vs missing import_utils helper; same area of deps, but not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy issue is unrelated to Qwen video-input regression." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is a different code-path from DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config discrepancies, but they affect different model families and different missing fields/behavior." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior and Gemma-3 eos_token_id config inconsistency are not the same underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor argument duplication is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code dropping fields on AutoConfig load and rotary_pct resetting on reload are both config-related, but they are distinct defects." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different multiconfig/composite-model issues: Gemma3TextConfig API mismatch vs AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index temporal scaling bug and Swin2SR over-padding bug are different image/video preprocessing issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is not the same as Qwen3-VL weight-shape mismatch during model loading." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific repo on newer transformers and missing tensorflow_text backend registration are different dependency/integration problems." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to unrecognized-model config loading." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model loading shape mismatch and save_pretrained checkpoint regression are different phases and different failure modes." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch on resume and CPU/CUDA numerical divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2-57B-A14B-Instruct tensor-parallel OOM are different runtime problems." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading and FuyuBatchFeature exception handling are completely different bugs." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "The former is a large-model TP memory issue; the latter is a model-specific key error on loading MobileLLM-125M." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwarg update after sync_gpus and gather_for_metrics dropping tuple labels are unrelated training/generation 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": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45381", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46821", + "issue:46829", + "issue:46894", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:27957|issue:32090", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:43761|issue:44188", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:43295|issue:44871", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:44521|issue:47217", + "issue:46234|issue:46291", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44077|issue:44534", + "issue:44464|issue:46421", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:45381|issue:47217" + ], + "prepared_review_unit_hash": "390340f735214d27347d2b4210db5472398ba6ff7c2c0a705a017b6ea180d709", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35718, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the soft links are mostly broad topical similarities across unrelated Transformers bugs (multimodal, config/loading, generation, and training). None of the candidate pairs look like the same underlying fix.", + "confidence": 0.81, + "canonical_issue_reason": "No strong canonical issue exists because the cluster is heterogeneous; if one issue must represent it, #44521 is the broadest and most active multimodal bug in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the most representative cluster item by scope and activity: it is open, has the most inbound references, and centers on a widely relevant multimodal apply_chat_template bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different failures in different paths: Flash Attention support for XLMRoberta vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both mention None/ModelOutput, but one is CLIPVisionModel hidden_states behavior and the other is generic key assignment logic." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated bugs: CPU offload device mismatch for bark-small vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel output issue 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 missing PyTorch import for AutoModel." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different models and fixes: VideoPrism hidden_states output vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is failing to save dequantized models while the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Regression in processor.tokenizer/image passing is unrelated to Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx import." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model/processor regression is unrelated to pipeline translation error messaging." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal chat-template issues, but one is all-zero assistant masks and the other is failure when the image placeholder appears in user text." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import-utils helper is unrelated to kernels v0.15 requiring version/revision for pipelines import." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Config API discrepancy is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformer 5 custom model initialization breakage is unrelated to GPTNeoXConfig rotary_pct reload defaulting." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy is unrelated to non-persistent buffers being initialized with junk." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is different from cache lazy initialization causing recompilation." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage for tokenizer/causal LM is not the same as missing model_type in config.json." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to importing Trainer failing due to datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 regression is unrelated to janus model_generate_images test failure." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both are Mistral-family issues, but one is tied lm_head weights and the other is FlashAttention failure in v5 RC." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss omission and CohereASR double-shift are different training-loss bugs with different mechanics." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen video input ValueError and Qwen2_5_VL batched chat-template crash are different multimodal input bugs." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to BACKENDS_MAPPING missing tensorflow_text." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but one is wrong vision_position_ids for Qwen2.5-VL video input and the other is image placeholder handling in user text." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43994", + "issue:44190", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45405", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:46832", + "issue:47217" + ], + "soft_pairs": [ + "issue:45632|issue:46424", + "issue:43065|issue:44617", + "issue:44610|issue:46369", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43352|issue:46640", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:44479|issue:47217", + "issue:43525|issue:43531", + "issue:45127|issue:45200", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:44190|issue:44964", + "issue:46693|issue:47217", + "issue:43388|issue:43688", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:43827|issue:43994", + "issue:44869|issue:46832", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "b236ea942a90a317bed463fb1a4929edea85c8af8d7a90e66bd35b25a005bccb", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35611, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous issue cluster with only superficial similarity between pairs (shared subsystem words, model families, or generic regressions). I do not see a defensible duplicate canonical across the set, and there are no PRs here.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span unrelated bugs in loading, generation, cache behavior, vision, docs, and environment-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as an umbrella duplicate target because the overlap is only topical, not the same underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is cache length handling; different failure modes." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video OOM are different problems; one is an implementation stub, the other is memory usage." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and sam3-litetext memory overflow are unrelated model/pipeline bugs." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend issue and missing import_utils symbol are unrelated environment/import problems." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve model loading/saving, but one is a legacy preset field issue and the other is wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model/code paths." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failed Janus test is not the same underlying bug as auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "One reports Nemotron lacking FA2 support, the other a broader FA2 issue; not the same concrete bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "A bare except in Fuyu tensor conversion and a Windows ROCm torch.distributed import failure are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "ADD THE DATA and Gemma pipeline roundtrip on \u2581 are completely different issues." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL input regressions, but one is a specific v5.3.0 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 in 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"reason": "Missing GenerationMixin cache in chunked_prefill and recurrent states resetting with cache are distinct cache-path bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading Phi-4 multimodal with latest transformers are unrelated loading failures." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression and image-placeholder parsing in VL text are different issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering dropping tuple labels and auxiliary-loss normalization are unrelated training/eval bugs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and flash_attention s_aux=None crash are not the same code path." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus test failure and a PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate UnboundLocalError and output embedding reinit after resizing are different modeling bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical AutoModel/pipeline results are not the same underlying problem." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing replacement-character crash and RT-DETR feature-level TypeError are unrelated inference bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve and Gemma4Processor missing _tokenizer are different service/model 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": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43854", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:43644|issue:44913", + "issue:45072|issue:46932", + "issue:43335|issue:44855", + "issue:46082|issue:46697", + "issue:25251|issue:27957", + "issue:43931|issue:44060", + "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", 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The soft-similarity links are generally topical rather than true duplicates; none look safe to merge as the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43644 is the broadest, most self-contained regression report with clear impact and repro; the rest are narrower, model-specific, or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest representative issue: it describes a concrete framework regression, is well-scoped, and reads like a real standalone bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code/cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError when loading from cache; different failure modes." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "One is about an excessive number-of-categories limit, the other about device tensors from cache length breaking slice arithmetic under torch.compile; 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not the same change." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generate warning for num_return_sequences and Whisper empty transcription are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen video position IDs vs Sam3-litetext memory overflow are different models and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure and local dataset loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow have no meaningful overlap." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and a Qwen3.5 chat crash are unrelated bugs." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is spurious recompilation from lazy cache init; too different to merge." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and local dataset loading are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different models and different test failures; both are test-related but not the same underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are different vision-model issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression and serve KV-cache continuation indexing are separate code paths." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/vision preprocessing bugs, but one is wrong vision position IDs and the other is incorrect padding calculation; not the same defect." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sink handling and xLSTM return value unpacking are unrelated runtime crashes." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are Sam3 memory problems, but one is CUDA OOM in video and the other is a litetext memory overflow; not the same code-path bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation example errors and local dataset loading are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different model-state bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward and a stale paging 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": "8b2c487b7f25b6f0563ccbf43895f52cb210fc5172d08b0b957055f2be357ee9", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35798, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, generation, import, cache, multimodal, and CI bugs. None of the soft-edge pairs looks like the same underlying defect, so no duplicates should be merged here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are unrelated bugs/features across different subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative; there is no shared underlying defect tying this set together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizers, but they describe different regressions and different models; not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings weight tying bug vs Whisper empty-transcription failure; unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different multimodal/video generation failures with different symptoms and likely different fixes." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call handling and the other is empty-input IndexError; not one bug." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting bug and Bart decoder_attention_mask UnboundLocalError are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failure in GraniteSpeech device override test vs broken auto_mappings references; different causes." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files revision forwarding are different repository/HF Hub issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config/model loading, but one is trust_remote_code field loss and the other is missing model_type; not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal template issues, but assistant_masks being zero and wrong vision_position_ids are distinct failures." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Two model-loading problems, but for different models and different failure modes." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend dependency are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access are not the same concrete issue." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs output embedding reinitialization on resize; different bugs." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs affecting unrelated preprocessing behavior." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache, but one is missing cache in chunked_prefill and the other is device-tensor seq_length arithmetic; separate fixes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading regression vs broken auto_mappings CI reference; no shared code-path bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU allocation bug and Fuyu bare-except exception swallowing are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake and model load failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Dependency packaging complaint vs generic transformers dependency issue; too broad and not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config problem vs VL placeholder handling in user text; different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error and token embedding reinitialization are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code models vs missing import_utils helper; different areas." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing AutoImageProcessor import are similar import errors but not the same symbol or fix." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports from different modules." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying bug in Mistral3ForConditionalGeneration vs Qwen3.5 save_pretrained regression; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer access error and CPU/CUDA result divergence in PPDocLayoutV3 are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 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": "6ea2b018891c925a32e4642678cda476018e790ba8e1813bd6a3a4c8649545de", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36831, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly consists of distinct Transformer bug reports with superficial overlap around multimodal/tokenizer/config regressions. I do not see any true duplicate pair here.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the items span unrelated models, pipelines, and failure modes, with only loose topical similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the clearest, most concrete user-facing regression report in the set and a reasonable representative of the broad multimodal/v5 regression theme, though it is not a duplicate umbrella.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions: processor/tokenizer image handling vs t5gemma embedding resize behavior." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Unrelated: video-classification processor lookup bug 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 honoring for quantized cache; distinct bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-validation issues, but they affect different parameters and code paths (Llama head_dim vs rope-key list handling)." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different models and failures: qwen3_omni_moe helper output lengths vs CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Both involve multimodal/image areas, but one is unrecognized model loading and the other is PIL backend processors incorrectly requiring torchvision." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-prefill bug and ANSI terminal formatting bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Version-support issue vs model-loading failure for a specific checkpoint; not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs documentation mismatch for TextClassificationPipeline." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch in text classification vs model/config loading error; no shared bug." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedders dtype casting are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-runtime failure and the other is a bad version check for AuxRequest import; different fixes." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction helper bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but saving dequantized models and FlashAttention load failures are distinct problems." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated: vague data request vs _torch_extract_fbank_features issue." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken constructor argument conflict." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility issue vs generic dependency issue; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure vs cache max length handling; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash_attention-related, but one is model-specific Ministral failure and the other is sink-less integration AttributeError on s_aux=None; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures in different modules; no shared underlying change." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they affect different config classes/fields and different failure modes." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue vs specific torch 2.4.1 incompatibility; not duplicates." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch vs VL image-placeholder failure; different subsystems." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one is VL MoE model loading and the other is save_pretrained checkpoint correctness for Qwen3.5; distinct bugs." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state and tokenizer thread-safety regression are unrelated." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch mask pipeline logic bug vs memory overflow in sam3-litetext." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k boundary bug vs apply_chat_template empty-list crash; similar shape, different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions involving tokenization, but one is processor.tokenizer/image passing and the other is Deepseek tokenizer correctness; not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency problem vs PEFT minimum-version bump 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": 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:43299|issue:43854", + "issue:43931|issue:47145", + "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": "48bfb2e890ef4a5419087994b68918d61a8a3bf196652b0375bd8eeb56c03b14", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35413, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose collection of transformer regressions and docs/model-loading bugs, but the soft pairs are mostly different concrete failures, not true duplicates. I would not merge any of the candidate pairs.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45020 is the broadest, most representative user-facing regression report in the set, covering recent-version breakage across model loading paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single umbrella issue to anchor the cluster because it is broad, version-specific, and actionable without being just a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is about a SigLIP2 example mismatch/quantization failure and the other about a TextClassificationPipeline docs mismatch; different docs and different bugs." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a placeholder 'ADD THE DATA' issue are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "One is a dtype propagation bug in Blip2 loading; the other is a Qwen3.5 save_pretrained regression. Different code paths and symptoms." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args being ignored is unrelated to a tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor selection is a specific pipeline bug; remote_code breakage is a broader model-loading regression, not the same underlying issue." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a missing HybridCache symbol and the other is a wide set of post-upgrade import errors; not the same concrete failure." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support in Transformers is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer implementations." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "One is serialization of tied weights depending on device; the other is resize_token_embeddings not updating Gemma4 embeddings. Different failures." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "A BigBirdTokenizer special-token bug is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and a Qwen3.5 rotary-embedding registration crash are different model/config issues." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a load-time shape mismatch for Qwen3VL-MoE and the other is incorrect saved visual encoder keys." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Explicit head_dim validation is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Both mention loading/weights corruption, but one is general non-persistent buffer initialization and the other is FP8 compressed-tensors weight_scale application; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder issue is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss with output_router_logits=False is unrelated to mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are different tokenizer-loading bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading problems, but they concern different models and failures, so they are not the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "A Qwen3-VL weight-shape mismatch is unrelated to FP8 compressed-tensors missing weight_scale application." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend handling are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is not the same as the init_empty_weights unexpected-argument TypeError." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention s_aux=None handling and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI code emission in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "A Mistral tokenizer regex crash is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default sub-config initialization and Llama4Config missing pad_token_id are different config 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": 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:33290|issue:45656", + "issue:43441|issue:45834", + "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": "a8265c03a043fc705f666e676725cca13a9ac8664013e391f0eb8228af26f089", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34952, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs share at most broad subsystem overlap, not the same concrete bug. No soft edge looks safe to merge.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the most central open issue here by activity/inbound references, and it best fits the broad quantization/offload runtime theme that recurs in nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative issue in this set: open, widely discussed, and broad enough to serve as the umbrella reference for related offload/quantization complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated bugs: missing processor save artifacts vs tokenizer slowdown after upgrade." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/loading, but one is save failure and the other is dequantized load/offload behavior." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is OOM with Adafactor and the other is double optimizer stepping." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and failures: FlashAttention regression vs OCR index error." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different code paths and symptoms: layernorm config precision issue vs torch.split return values." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both touch quantization/offload, but 47145 is a specific FP8 weight_scale loading bug, not the same failure." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but different bugs: CPU-offload incompatibility vs variable-length position_ids handling." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "No overlap beyond being runtime issues; import latency is unrelated to VL placeholder handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different subsystems: auto-docstring annotation parsing vs Gemma processor loading import error." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save missing files is unrelated to Gemma-4 ZeRO-3 loading failure." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Package/backend dependency issue vs Python version compatibility regression; not the same bug." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security issues, but command-substitution bypass and tar/zip-slip are distinct vulnerabilities." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different affected components and symptoms: CamemBERT MLM outputs vs DeepSeek tokenizer results." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "CI/removal cleanup problem vs leftover dummy classes leaking into namespace; not the same defect." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch vs import performance regression are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model loading issues, but one is a missing config attribute and the other is a separate GLM-4V loading failure." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different models and failures: GenerationMixin cache/chunked prefill vs CLIPVision hidden_states regression." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs RTDetr cost-matrix infeasibility are different bugs." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal color output bug vs wrong docstring; no shared underlying code-path failure." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Qwen2 load OOM and FP8 weight_scale omission are different quantization-related problems." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention config fields, but the causes differ: missing pad_token_id vs trust_remote_code dropping fields." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a specific class vs Python version incompatibility are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model load failure vs TensorFlow backend dependency issue; different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer-loading regression and ESM2 model breakage are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FlashAttention failure are distinct 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": 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": "a3f878b157bbe8200a9a59886ab81798ac3a5cc4581abf566b753d2bc18f2472", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35966, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues, mostly import errors, model-specific bugs, and a few kernel/processor regressions. There is no strong duplicate center; most soft edges should be rejected.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45003 is the broadest, most general bug in the set; the others are mostly model- or feature-specific and do not form a single duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "45003 is the best representative because it targets core utility behavior and is less narrowly tied to one model or backend than the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: FP8 storage deserialization vs Qwen3.5 chat crash. No shared code path." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position ids, but they affect different Qwen models and distinct behaviors; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch during save is unrelated to Gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown is a generic performance issue, while the other is an unrecognized-model/config bug." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen variants and different code paths: feature-length helper vs variable-length position_ids." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and FP8 compressed-tensor weight scaling are unrelated model-loading problems." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is an import-time dependency constraint and the other is a Qwen registration/decorator crash." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python-version compatibility are different issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to the TensorBoard-without-TF backend error." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Different vision pipeline failures: video padding bug vs missing vision-backend image processor error." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but one is a kernels registration crash and the other is a variable-length position_ids bug." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to VL placeholder handling in user text." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to core module import/sys.modules access." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to empty-chat-template IndexError." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling and Qwen kernel registration are separate code paths." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer position_ids access and Gemma-4 zero3 loading are different failures." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different model-output bugs: dtype mismatch under bfloat16 vs hidden_states field misassignment." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and stale generation warning are unrelated test/runtime behaviors." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI coloring in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance issue and Gemma eos_token_id mismatch do not describe the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both are Qwen-related, but one is sliding_window behavior and the other is a chat crash; not the same defect." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention s_aux handling and variable-length position_ids are distinct bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3-MoE compatibility, but they concern different version/model loading failures with no clear shared code path." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import and missing is_offline_mode in huggingface_hub are unrelated import errors." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are different problems." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss omission are different training logic bugs." + }, + { + "left": "issue:46614", + "right": "issue:46655", + "accept": false, + "reason": "Phonemizer backend state and SmolVLM video padding are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "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": "b29b958d5554afb34501a4b18f7701d81f385951d276b6a108c4d30d88405883", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36099, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heavily overmatched: the issues cover unrelated import errors, model-specific regressions, config loading problems, and training/runtime bugs. None of the soft pairs look like the same underlying bug/change, so I rejected all of them. There are no PRs in the cluster.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45292 is the most central concrete bug report in the soft-similarity graph, but only as a weak anchor; it is not a true duplicate of the surrounding issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative issue for triage because it is concrete and appears in multiple soft-similarity links, even though those links are not genuine duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Different bugs: tokenizer output regression vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports for different classes; same general symptom, not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch in a pipeline vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Different VL failures: missing vision backend handling vs empty image-placeholder handling in user text." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated subsystems: video-classification processor lookup vs fbank feature extraction." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque IndexError." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Different models and failure points: Qwen3OmniMoe video processing vs SmolVLM padding calculation." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Loading a model vs apply_chat_template crashing on an empty list are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Different config issues: strict dropping a missing field vs not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error and a performance regression are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related regressions, but they affect different model families and different code paths." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload rotary embedding incompatibility vs missing decorator for kernel registration are distinct defects." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Embedding resize behavior and RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 runtime breakage and Gemma mm_token_type_ids defaults are separate model bugs." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque failure vs removed Sam3LiteText config references are different issues." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression and embedding-resize behavior do not share the same code-path problem." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and an xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a vision processor and a ZeRO3/BertModel IndexError are different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency vs decoder.embed_tokens not updated after resize_token_embeddings are distinct problems." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM 3 video output vs memory overflow in sam3-litetext are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe issue and PPDocLayoutV3 CPU/CUDA discrepancy are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in save_pretrained and AutoProcessor backend/import handling are different issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config, but the affected models and missing-field behavior differ." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss gating and AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "reduce_labels returning one label and a training-loss double-shift bug are different defects." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model and masking tokenizer errors when protobuf is absent are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow reporting after failed training are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific Flash Attention unsupported error vs a generic Flash Attention topic are 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": 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": "d6a4fa1ea912d4a823526e5b4e0bdbb4b80b70f1ba993f0d3f3a32866b2e2c7c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36231, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated closed issues across tokenizers, model loading, multimodal inputs, config warnings, and performance/regression bugs. None of the soft-edge pairs are true duplicates; the only vaguely related pair is a save_pretrained/serialization mismatch, but it does not look like the same underlying defect.", + "confidence": 0.82, + "canonical_issue_reason": "No strong canonical issue: the items are thematically noisy and mostly unrelated; the closest overlap is the save_pretrained/serialization pair, but even that is not the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 44297 is the clearest, most self-contained bug report in the only mildly related subgroup (tokenizer save_pretrained metadata mismatch), so it is the best standalone representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Different regressions in different areas: video-input processing vs Windows/ROCm import dependency handling." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Unrelated bugs: BeitImageProcessorFast label reduction vs CohereASR training-loss shift." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Different model families and failures: DETR cardinality error vs Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different problem classes: gemma-4 ZeRO3 loading vs deepspeed optimizer stepping twice." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3-Next tied-weights warning vs patchtsmixer post_init policy." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different tokenizer/model issues: BigBirdTokenizer special-token decode bug vs ESM2 breakage." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different symptoms and triggers: tie_word_embeddings warning in Qwen3.5 vs flash-attention generation failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Config strictness for granite_speech is unrelated to the Windows/ROCm import dependency issue." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are model-specific errors, but they affect different SAM3/Qwen3Omni code paths and are not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different subsystems: RT-DETR memory retention vs MaskGenerationPipeline partial-batch handling." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline-cache loading is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "AutoTokenizer loading in v5 and DeepSeek accuracy regression are different failure modes." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/runtime dependency issue vs RT-DETR forward shape/type error are not the same defect." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to Gemma roundtrip tokenization failure." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both mention SAM3, but one is a dummy Conv2d implementation and the other is a model-type mismatch warning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3.5 tie-word-embeddings warning." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A stale generate warning and a model config warning are different behaviors, not one bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change is unrelated to FP8 frozen-checkpoint weight_scale omission." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different issues." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue and a Gemma pipeline tokenizer roundtrip bug are not the same change or defect." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Torch.compile attention divergence is unrelated to cache lazy initialization recompilation." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior is unrelated to the deepspeed_sp_compute_loss host-sync issue." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type mismatch is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a Transformers upgrade slowdown are not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram int error in MoE is unrelated to processor chat-template absence." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are serialization-related, but one is a tokenizer_config class mismatch and the other is missing processor save_pretrained files; they are not 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": 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:44749|issue:45656", + "issue:43701|issue:44749", + "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": "3f8c5bcc825531ea7e7fdebe04bdce9eeed580d1d4301018181ed1fdab42c0e1", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35233, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across generation, multimodal models, config/import problems, and tooling/docs. The soft pairs are only superficially similar; I would not merge any of them as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45310 is the cleanest representative to anchor triage: it\u2019s a concrete, version-scoped from_pretrained regression for a specific model family, with a clearly actionable failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best standalone issue here because it is specific and reproducible, while the rest of the set is too heterogeneous to serve as a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different code paths: auto_docstring/type-hint parsing crash vs generation cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated failures: data filtering slowdown after upgrade vs DeepSpeed causing optimizer.step() to run twice." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is not the same bug as the filtering slowdown regression." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder placeholder architecture issue vs MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 output/pipeline correctness issue vs error handling when a required vision backend is missing." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Saving processor assets is a different failure mode from the DeepSpeed double-step optimizer bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Missing fields with trust_remote_code is unrelated to the ESM2 model breakage." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and ZeRO3 deque underflow are different code paths and symptoms." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention incompatibility for Ministral-3 is not the same as empty-list chat template handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field silently dropped and the other is a broader from_pretrained error; not clearly the same underlying defect." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring text error vs runtime variable-length position_ids bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report is not the same as the gemma-4 zero3 from_pretrained issue." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs TimesFM window_size AttributeError; different models and failures." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 output attribute and AutoConfig trust_remote_code field loss are different issues." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file race in testing utils is unrelated to VL image-placeholder parsing failures." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence is a different bug from Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus update-model-kwargs behavior and chunked_prefill cache absence are distinct generation bugs." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are different directions of the workflow." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 incompatibility is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but the reported failures are not the same concrete bug; one is from_pretrained erroring, the other is a specific config field being dropped." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging while loading are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Missing AutoImageProcessor export and a nonexistent image_utils import are similar in theme but not the same code-path bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Broken SigLIP2 docs example is not the same as AutoProcessor complaining about a missing vision backend." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 error messaging and auto_docstring printing diagnostics at import time are unrelated." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time stdout diagnostics and RTDetrLoss infeasible cost matrix crash are different problems." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are separate bugs." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are distinct tokenizer/decoding 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": 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": "17a119f70676f355b2690a35f2daf838e75ccc199f1cb423a014836785ffc6a4", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36237, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformer bug reports; only the Qwen3ForCausalLM VRAM-leak pair looks like a true duplicate. The rest are different symbols, models, or code paths and should not be merged.", + "confidence": 0.46, + "canonical_issue_reason": "issue:42673 is the cleanest dedupe anchor: it matches issue:43704 on the exact same Qwen3ForCausalLM VRAM-leak symptom and has the earlier, more established report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best global issue target among this set because it is an exact duplicate pair and the most defensible canonical report for that concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading failure vs continue_final_message behavior; different bug and code path." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Package/backend dependency issue vs meta-initialization incompatibility; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading problem vs pipeline-parallel output correctness; not the same defect." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs RTDetr loss infeasible cost matrix; unrelated failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols with different root causes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Missing GenerationMixin import vs missing AutoImageProcessor import; different regressions." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "sentence-transformers import NameError vs Qwen3.5 kernel registration crash; different paths." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same model family, but different model variants and error contexts; not one concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure vs missing Qwen2.5-VL import; unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption vs image-specific infinite loop; different issues." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file race vs CLI completion API breakage; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained/moe issue vs from_pretrained model-loading error; different code paths." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA AMP crash vs import-time docstring diagnostics; unrelated." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure vs CLI completion attribute error; unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Missing auxiliary losses vs import-time stdout diagnostics; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex tokenizer patch crash vs auto_docstring annotation crash; different subsystems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Processor `_tokenizer` attribute crash vs Gemma token roundtrip failure; different underlying problems." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both Gemma-related, but one is token roundtrip and the other pipeline output type handling; not the same change." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug vs janus image test failure; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue vs FP8 save_pretrained/moe issue; same feature area, different concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact Qwen3ForCausalLM VRAM leak report and symptom; clear duplicate." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend vs nonexistent image_utils import; unrelated." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug vs DeepSpeed host-synchronization concern; different code paths." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Version-pin/release issue vs import-time diagnostics; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility problem vs image_utils import error; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure vs xdist race condition; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs vs AdaFactor/DeepSpeed OOM; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang vs token-embedding resize reinit bug; different issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "cleanup-tokenization behavior change vs add_special_tokens BOS/EOS omission; related area but not same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet: the only clearly identical issue pair is issue:42673 / issue:43704, which share the exact same title and a later duplicate report. The remaining soft pairs are rejected conservatively based on distinct titles and apparent bug classes, without overclaiming duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:30333|issue:34689", + "issue:43479|issue:44079", + "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:44222|issue:44297", + "issue:22355|issue:28282", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "a7f5de38a19e6d4c0ccb2707fa12186a10aae516def0560351fe60722c0a053a", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36358, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of unrelated closed issues across tokenizers, multimodal models, docs, training, and runtime behavior. The only meaningful thematic concentration is a small set of v5 tokenizer regressions, but the paired items still describe different concrete bugs, so I would not merge any of the soft edges.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 42898 is the best canonical issue because it sits at the center of the tokenizer-v5 regression theme and has the strongest overlap with several other tokenizer-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the clearest representative overall: broad user impact, explicit v5 regression framing, and the most connected topic within the provided set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different bugs: missing TensorFlow in a torch-only install vs cleanup of leftover dummy PT classes." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model-specific multimodal failures with different symptoms and code paths." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token behavior regression is unrelated to thread-safety in fast tokenizers." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained missing files is a different problem from Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding is not the same as tokenizer thread-safety." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings config reference cleanup and HF hub CLI attribute breakage are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask bug and final partial-batch handling are distinct issues." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders is different from FA2 long-context performance regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, 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 loading failure is not the same as add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different model paths: multimodal config init vs Whisper timestamp decode crash." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and docs parameter-name mismatch are not the same underlying problem." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Two separate broken documentation examples for different models." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and missing Qwen2.5-VL export are unrelated import issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer v5 regressions, but they target different failure modes and code paths." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "FlashAttention2 XLM-R issue and MLflow reporting on failed training jobs are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in dataloader threads is a different bug from tokenizer thread-safety." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline model_info() hub call bug is unrelated to tokenizer thread-safety." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLflow handling and Llama 3.2 model loading regression are different issues." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaulting and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in an image processor is not the same as meta-init incompatibility for old checkpoints." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but they involve different tokenizer/processor behaviors and different failure modes." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and deepspeed double optimizer-step are unrelated training/runtime bugs." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup regression and Pegasus output differences are distinct v4-v5 behavior changes." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose models and Gemma4 mm_token_type_ids defaults are different multimodal issues." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs and CustomTrainer signature mismatch are unrelated training bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash and auto_docstring future-annotations crash are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained MoE issue is unrelated to tokenizer_config class mismatch on save_pretrained." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/setup failures." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args not used is not the same as a documentation 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": "d97dfd1da9e1aba3c91b3edea61e6d4260657b5f59e172b0a4ca60f3f84c5998", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37294, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous cluster of largely unrelated Transformers issues; none of the soft edges look like true duplicates, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: these reports span unrelated bugs across tokenizers, configs, generation, multimodal processors, buffers, CLI, and hardware-specific behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue 44263 is the most concrete core-code bug, but it does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different failures: example script multi-label output vs local dataset loading." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Version pinning problem vs dummy class cleanup; unrelated symptoms and fixes." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch vs deepspeed optimizer stepping; different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs missing processor save files; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import/export surface issue vs leftover dummy classes; different underlying problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained behavior vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Model output differences across versions vs AttentionInterface registration behavior; different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling vs AutoTokenizer import/load regression; not the same defect." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan; distinct model issues." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization vs non-persistent buffer initialization; different bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality limit error vs AttentionInterface behavior; no concrete overlap." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch vs RoPE implementation discussion; documentation vs code behavior." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class saved incorrectly vs Qwen3.5 MoE from_pretrained error; different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; separate API breaks." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer design discussion vs Minimax MSA numerical differences; unrelated components." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type checking regression in PretrainedConfig vs LlamaConfig head_dim validation; different APIs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs shard-size question in save_pretrained; not duplicate." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs Qwen3.5 flash-attention generation issue; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization change across versions vs FP8 inference failure on B200; different symptoms and fixes." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy BEiT preset loading vs CLI breakage from huggingface_hub API change; unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state vs Gemma4 dtype casting for quantized embedders; different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior vs old InternVL2 meta-init incompatibility; no shared code path." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Runtime indexer bug vs docstring issue; clearly not duplicates." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer read error for position_ids vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwarg update issue vs cache length config only affecting quantized cache; different mechanisms." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 vs missing processor chat template; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state handling vs long OCR input index error; different subsystems." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs zero probabilities in a SigLIP model; not the same issue." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in example script vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same module area but different concrete defects: split return values vs missing ReLU in the DSA indexer." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video attribute error vs MoonshineStreaming mask off-by-one; unrelated models and code paths." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Sliding-window off-by-one vs SmolVLM padding calculation; both video-related but different bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "General FP8 accuracy report vs Qwen3.5 MoE from_pretrained error; no evidence of the same root cause." + } + ] + }, + "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": "da92a6560858a4df628a32c92eff4cbe889911da7de726b0b1218d03e2c2755e", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "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": "These issues are mostly unrelated across import regressions, tokenizer behavior, multimodal processor bugs, quantization/save-load problems, and model-specific training/runtime defects. None of the soft pairs looks like the same concrete bug/change, so all candidate duplicate edges should stay rejected. The broadest issue in the set is the v5 upgrade import-regression umbrella (#45278).", + "confidence": 0.83, + "canonical_issue_reason": "#45278 is the broadest representative issue here: it captures the general post-upgrade import regression theme that overlaps with several of the more specific import failures in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the best global issue candidate because it is the most umbrella-like report and most likely to anchor this mixed cluster, even though the cluster is not actually a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 LiteText memory overflow and a DIA documentation example bug are unrelated problems." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "A missing transformers.onnx import and XLMRoberta Flash Attention 2 behavior are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized model persistence, but one is dequantized Ministral/Devstral saving and the other is sinq round-trip breakage." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention missing vision backends, but one is AutoProcessor/video-model loading and the other is unrecognized image processor handling." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue is not the same as a SequenceFeatureExtractor.pad performance regression." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal save/load regressions, but they affect different models and fail in different ways." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to the Qwen3-VL-Moe transformers 5.0 bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "A missing rms_norm_eps precision issue is not the same as an InternVL2 meta-init incompatibility." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "These are separate missing-symbol import errors for different classes, not one shared failure." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "A model-load failure and a huggingface_hub CLI completion regression are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 causing degenerate training is a different bug from NaNs on checkout/init." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and MoonshineStreaming window masking are distinct algorithmic bugs." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "An API request rejection and a Gemma4Processor missing _tokenizer crash are different failure modes." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A sam3/sam3_tracker type mismatch is unrelated to Sam3Model text encoder weight loading." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and a Qwen3_5 infinite loop on a specific image are not the same bug." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "An mllama masking issue and a DeepSeek-V4 dtype/transpose issue are separate code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "An ONNX import error and a tokenizer spacing bug do not share the same underlying cause." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a docstring typo." + }, + { + "left": "issue:46305", + "right": "issue:46664", + "accept": false, + "reason": "Sliding-window off-by-one masking and num_frames semantics in a video processor are different bugs." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "A QA top-k bounds crash and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Missing torchvision for AutoProcessor video loading is distinct from VL image-placeholder handling in user text." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping errors and missing BOS/EOS insertion in mdeberta-v3 are different tokenizer regressions." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The specific huggingface_hub import failure is related in theme to the broader upgrade report, but not the same concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failures are different behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "An HF_HUB_OFFLINE cache-load regression is not the same as a wrong decoder type in Transformers v5." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "A model-specific BPE-marker bug is not the same as a cross-version tokenization difference report." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "A sam3 model-type warning and a SAM3 LiteText memory overflow are different issues." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids and a DIA documentation example bug have no common fix." + } + ] + }, + "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:43329|issue:47059", + "issue:44117|issue:44704", + "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": "d3de91ee24d97f94e7e5104c1e9dce6a9148d4eb5b2d7eaf837b82a96f121029", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35736, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers issues; a few are loosely similar by subsystem (imports, Qwen, SAM, tokenizer/API regressions), but none of the soft pairs look like true duplicates of the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style regression here (multiple import failures after upgrading), so it is the closest representative issue, though the set is not a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 has the widest scope and is the most plausible representative of the few import-regression-themed reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Unrelated: Qwen3OmniMoe video-processing failure vs a broken DIA documentation example." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: custom model initialization regression vs NaNs in classification heads." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different code paths: reading a registered buffer vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: save_pretrained for dequantized models vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different failures: CLI env command regression vs sentence-transformers import NameError." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are load/runtime issues, but they affect different models and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different models and paths: dequantized save issue vs loading Phi-4 multimodal-instruct." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated: Python version incompatibility vs pipeline-parallelism output corruption." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "No overlap in underlying bug: TF32 API guidance vs a GlmMoeDsaIndexer torch.split issue." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Related only at a broad import-regression level; one missing import is not the same concrete bug as a set of many import errors." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: sentence-transformers import NameError vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific regressions: RoPE layer count issue vs incorrect tied-weights warning." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated: save_pretrained dequantization failure vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Completely different areas: multimodal token counting bug vs CLI completion test failure." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained plumbing, but the concrete failures are different and not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different issues: wrong tokenizer offsets vs failure to load a specific model." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer-related symptoms: offset mapping vs multimodal assistant_masks." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different regressions: num_labels propagation vs flash_attention_3 training degradation." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different topics: DSA indexer activation discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: cached_file kwargs forwarding vs chat-template tool-call crash." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical/model-computation issues, but they concern different architectures and different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated: Qwen3-VL-Moe bug vs tokenizer_class metadata mismatch on save." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both affect tokenization, but one is version-to-version tokenization drift and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different behaviors: tokenizer output drift across versions vs assistant_mask generation for multimodal chat templates." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different failures: Qwen3-VL-Moe regression vs position_ids buffer access error." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same broad SAM 3 area, but one is a model-type warning and the other is a missing attribute error; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different loading/saving paths: dequantized save issue vs gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different MoE-related issues: Qwen3-VL-Moe regression vs FP8 save_pretrained behavior." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading 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": 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", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46877", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:44483|issue:47217", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "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": "7ff9db405cc8aa8fed4a17ebade3a5d712580e65c5992a486407518a15b93bb4", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "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": "This cluster is mostly a mix of unrelated issue reports; the soft-paired items are generally only superficially similar (often just same model family or same kind of error), not the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue cleanly represents the whole set because the items span unrelated regressions. If narrowed to the import-regression subset, issue 45278 is the broadest umbrella.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 45278 is the closest broad umbrella because it describes multiple import failures after a version upgrade, which overlaps with several import-error reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different breakpoints." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers/models and do not look like the same bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is a classification example bug, the other is a multimodal config requirement issue; unrelated code paths." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer implementations and symptoms; not the same underlying defect." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but from different packages and with different missing names." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and example-script classification behavior are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "One is a missing module import, the other is a LayoutLMv3 validation/error-message issue." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype drift in evaluation is unrelated to pipeline-parallel output correctness." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One concerns install extras/backends, the other Python 3.14 loading failures; different failure modes." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/multimodal code paths and distinct bugs." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms; no concrete shared code-path bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence and sequence padding inefficiency are unrelated." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Both involve docs/automation, but one is a docstring parameter typo and the other is import-time logging noise." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is config validation and the other is RoPE implementation; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization cleanup semantics and phonemizer backend state are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is broader, but 38617 is just one specific import failure and does not clearly match the same concrete root cause." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "An API request rejection and a VL image-placeholder failure are different problems." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version-check bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same broad model family, but different versions and different failure modes; not mergeable as one fix." + }, + { + "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 one is decoder typing and the other is incorrect Deepseek tokenization; not the same underlying issue." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save/load key handling and from_pretrained failures are distinct bugs even within the same model family." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-Python runtime errors and documentation parameter mismatch are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for num_labels is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in threaded loading and bfloat16 dtype mismatch are different issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example behavior and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Audio feature-length helper behavior and a flex_attention import-version check are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor image-size mismatch and broken documentation example are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a multimodal patch-count AttributeError 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": 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", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:46328|issue:47116", + "issue:28348|issue:46640", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:43827|issue:45446", + "issue:45092|issue:46762", + "issue:33453|issue:39401", + "issue:42673|issue:42796", + "issue:44995|issue:46697", + "issue:44263|issue:46762", + "issue:43673|issue:46328", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:39379|issue:43688", + "issue:43937|issue:45563", + "issue:45405|issue:45446", + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:42222|issue:43441", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:44466|issue:46002", + "issue:39379|issue:46897" + ], + "prepared_review_unit_hash": "5e05cdf8b73179d4c446c7cba4da4ed5660383b2361717743da577b2b6f67a20", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35897, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by false-positive similarity matches: the issues span unrelated bugs, models, and subsystems, with only superficial lexical overlap. I do not see a single underlying duplicate issue or a reusable PR theme here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the whole cluster because the items are heterogeneous and not duplicates of one another.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and post-train evaluation failure are different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field bugs, but for different models and different tensors; not the same defect." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing image-processor backend vs repeated HTTP 429 retries when fetching config files are unrelated." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding performance issue and streaming pipeline regression are separate behaviors in different components." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is GPT-2 support and the other is a generic open FlashAttention issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights on load is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder typing and model accuracy regression after upgrade are not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example output is unrelated to the pipeline translation error message change." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are different issues." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for InternVL2 is unrelated to Minimax attention numerical differences." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and wrong offset mapping for Qwen3 are distinct tokenizer bugs." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in dataloader threads and BPE marker handling are separate tokenizer/model issues." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash and image over-padding are unrelated subsystems." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is not the same as Minimax attention numerical drift." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked prefill cache handling and SequenceFeatureExtractor padding performance do not share the same root cause." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Missing exported model class and repeated 429 retries are unrelated processor/loading failures." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer optimizer-state corruption under FSDP2/PEFT is unrelated to GenerationMixin cache missing in chunked prefill." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "mllama mask handling and auxiliary-loss normalization bugs affect different model families and code paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation-layer issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump and a backend version check bug are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT-2 attention scaling backend behavior and Gemma4 bidirectional mask construction are different attention bugs." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are unrelated model failures." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral FlashAttention failure are unrelated model-specific issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention.py crashing on s_aux=None are different failure sites." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument compatibility and PretrainedConfig type checking are distinct v5 regressions." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model import/breakage is unrelated to apply_chat_template on empty lists." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency and NaNs in classification heads are not the same underlying bug." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Mask handling in mllama and Florence2 double-shift training loss are separate model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 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:45341|issue:46328", + "issue:44829|issue:45216", + "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": "9e4a620e6cdb4b1d8fbd9e088d6cecfcc987914365d58d54572550fd2d3c9d89", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36073, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs mostly look like thematically similar but distinct bugs. I found no pair that clearly describes the same underlying issue/change closely enough to merge as duplicates.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 45278 is the broadest and most representative user-facing regression in the set: it summarizes multiple import failures after an upgrade and is a better umbrella candidate than the more narrowly scoped reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best global issue candidate because it is broad, concrete, and likely to capture related import-regression reports without being overly specific to one model or API surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and failures: qwen3next missing projections vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation bugs, but one is invalid GenerationConfig for GLM-5 and the other is a Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different symptoms: offset_mapping vs incorrect tokenization output." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a PretrainedConfig type-checking regression; the other is a dtype/config state mismatch during from_config." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Completely unrelated: config type checking versus a CLI incompatibility with huggingface_hub." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Different code paths: AutoProcessor kwarg forwarding vs special_tokens handling on a list input." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Different testing/utility problems with no clear shared underlying bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: flash_attention_3 training degeneracy vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both touch video processing, but one is batched output shape and the other is an AutoProcessor crash when torchvision is missing." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-loading failures, but caused by different mechanisms: missing mapping entry vs Mistral regex patch backend attribute access." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Same file area, but a minor bug in testing_utils is not the same as an xdist race on captured_info.txt." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Both involve remote/local model fetching, but cache-key collisions and repeated HTTP 429 retries are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: a 3d_parallel.py execution failure versus a testing_utils bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading issues with different symptoms and code paths." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different affected APIs." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression versus a logging-noise issue; not the same underlying problem." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Different scopes entirely: strict config loading versus a documentation parameter-name mismatch." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/component failures: vitpose model breakage versus a BACKENDS_MAPPING error for tensorflow_text." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and a layernorm epsilon precision bug are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping regression versus FP8/B200 inference failure." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for a specific model versus unrecognized model_type during loading." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both concern numerical differences, but they involve different models and different root causes." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression report, but this one is a specific nonexistent import; not clearly the same bug." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API messaging and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-family loading complaints, but they describe different model variants and different failure modes." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one is ignored SGD arguments and the other is a double optimizer step under deepspeed." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol is unrelated to a feature-extractor internal issue." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-5-related, but one is a torch.split handling issue and the other is RoPE implementation; 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": 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": "5c8c75856754994ebec45e82867df24c0a4447e3a74cbd3af824d7120bb57015", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36928, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy similarity cluster of mostly unrelated Transformers/Hugging Face issues. The soft links are largely broad topic matches (tokenization, flash-attention, model loading, import errors) rather than the same underlying bug or change, 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:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a decoder-type mismatch and the other is a tokenization regression; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different models and failure modes: xLSTM training bugs vs CohereASR loss shifting." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of a config field is unrelated to unexpected position-id keys in checkpoints." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Optional post_init validation and HTTP 429 retry behavior are unrelated code paths." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but one is a weight-shape mismatch and the other is missing projections in a different model." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list chat template crash and streaming pipeline regression are different APIs and failures." + }, + { + "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 vs MLA layernorm epsilon precision bug are different subsystems." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is request validation and the other is streaming inference on a specific model." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support questions for different models; 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no shared 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": 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:43986|issue:44484", + "issue:43097|issue:43873", + "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": "283d3fadf2f470680fe93abf86ced125d394219a935fdd57f520aec31a018d49", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37460, + "estimated_input_tokens": 9365, + "estimated_eval_tokens": 18986 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the proposed soft edges mostly share broad themes like imports, processors, training, or v5 regressions, but they do not describe the same concrete bug/change. None of the soft pairs should be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the clearest high-signal regression in the set: a concrete v5 API break with user-visible fallout and direct references, making it the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both involve v5-era saving/loading regressions, but one is a removed API/embeddings issue and the other is a quantized-model persistence bug; different code paths." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor/loading failures, but they fail on different missing dependencies/symbols in different models and packages." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training-stack bugs: optimizer state sharding with FSDP2/PEFT vs Liger kernel application with model_init." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Both mention training bugs, but they are different model-specific issues with different failure modes and fixes." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same subsystem, but one is an incorrect padding calculation and the other is inconsistent num_frames semantics; not the same defect." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated concerns: missing set_seed in a test file versus a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols in different modules; no shared underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "One is an AddedToken constructor argument collision; the other is tokenizer mapping lookup assuming non-None; different failure points." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an empty-list apply_chat_template IndexError are unrelated bugs." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor dependency crash versus a question about the default max shard size; not the same issue." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config API and a quantization offloading bug are different regressions." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch precision warning during bfloat16 compile is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug versus an image-text-to-text pipeline failure; different components and causes." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to missing embed_tokens.weight when loading UMT5Encoder." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different model-specific problems: a dtype/transpose bug in deepseek-v4 versus an accuracy regression after upgrade." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "One is missing kwargs propagation in AutoProcessor.from_pretrained; the other is a docstring processor crash with future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() after train() failing is not the same as import-time Trainer breakage due to datasets." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "A specific model load failure is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention is different from cache lazy initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure and a BACKENDS_MAPPING validation error are unrelated environment/backend bugs." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Training optimizer-state corruption and streaming pipeline regression affect different subsystems and code paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save/load failure versus an infinite-loop multimodal inference bug; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model persistence and the other is Pipeline save_pretrained support; different implementations." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes in optional-object stubs are unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A warning about float32 precision during bfloat16 compile is not the same as a Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are different warnings with different causes: compile precision warning versus tie_word_embeddings configuration warning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed tokens on load is unrelated to default shard-size behavior." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is a documentation mismatch, not the streaming pipeline regression itself." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for one model is unrelated to a Python-version compatibility problem." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is a distinct tokenizer issue from an isolated reproduction of another issue." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model/backend bugs." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect pipeline error message is not the same as inability to save Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different model/backend specifics: Nemotron lacking FA2 support versus GPT2 attention scaling ignored under SDPA/FlashAttention." + } + ] + }, + "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": "d20ee96822f4d8520965a992ff9f4dc8f65abd0605e57481920d0eb3516b8650", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36396, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are a heterogeneous set of unrelated issues spanning import errors, model-specific regressions, API behavior changes, and test/CLI failures. None of the soft pairs look like the same underlying bug or change, so there is no safe canonical artifact for this cluster.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Different failures: KV-cache tensor indexing vs streaming pipeline regression." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config API vs a vague logging message; no shared bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug vs importing Trainer issue." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling backend bug vs AttentionInterface registration behavior." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage vs deepseek-v4 comb tensor operation; different models and code paths." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation vs Trainer import conflict." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained issue vs Qwen3.5 MoE from_pretrained load error." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seeded test flakiness vs huggingface_hub CLI compatibility error." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different dependency breaks." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug vs sequence-classification zero-loss issue." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 missing config field vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer state bug vs attention scaling backend bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/backend extras problem vs inability to import Trainer." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "PyTorch warning on bf16 compilation vs compiled flex_attention failure on newer torch." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection vs Qwen2.5-VL batch chat template crash." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration_utils export vs unwanted network requests with local_files_only." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug vs GLM-5 RoPE design discussion/bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions output regression vs GPT2 attention scaling backend bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; not the same symbol or fix." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize propagation vs bidirectional attention mask construction." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "CLIP attentions field missing vs CLIPVision hidden_states missing; related model, different outputs." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Generic Qwen3-VL-Moe bug report vs FP8 inference support request." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure vs saving Pipeline objects." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression vs load failure when state_dict is sorted." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 label propagation bug vs Trainer import dependency issue." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention support gap vs invalid GenerationConfig error." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression vs Pipeline save_pretrained behavior." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma/Qwen config issues affecting unrelated model behaviors." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing Gemma3 config vocab_size vs SAM3 Video missing output attribute." + } + ] + }, + "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": "3e3f3a077403413011fea4c09bd3d1931970fc3c0ce35cbf7a71b6f9b7d76d84", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "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 looks like a loose bundle of unrelated Transformers issues around import/loading/save/config regressions. None of the soft pairs appear to be the same underlying bug or change, so all candidate duplicate edges are rejected.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set, centered on widespread import regressions after a version upgrade; it is the closest fit as a cluster anchor, though still not a true duplicate of the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most globally representative by scope, but the cluster is too heterogeneous for a strong canonical issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Both mention import-time problems, but one is about compiled Python files and the other about doc-lint output at import time; different failures and code paths." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load APIs, but one is Pipeline save_pretrained and the other is quantized sinq round-tripping; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they describe different environments and failure modes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated: one is a missing config attribute, the other is a post_init policy change for a model class." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both touch loading/saving state, but one is a sorted-state_dict load error and the other is an incorrect save_pretrained checkpoint layout for Qwen3.5." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Both are version-compatibility failures, but they involve different dependencies and unrelated code paths." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Different model/input bugs: missing config attribute versus special_tokens being a list." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "One is about attention-mask construction, the other about stale config dtype after from_config; not the same underlying defect." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different issues: missing attentions assignment versus bad visual encoder keys on save." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different fields; no shared bug path." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate UnboundLocalError and tensor-parallel training state bugs are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to a cache strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior and import errors after upgrade are different subsystems and problems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained failures, but they concern different models and missing keys; not mergeable as one fix." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import breakage due to datasets are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs propagation and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both are loading/round-trip problems, but one is a sorted state_dict load error and the other is a Gemma pipeline round-trip issue." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different vision/detection failures: Qwen3-VL bounding boxes versus RTDetrLoss cost matrix infeasibility." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate runtime error and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time errors, but one is about compiled Python files and the other about @torch.jit.script parsing on Python 3.13." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP OOM while loading a large Qwen model are distinct failure modes." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A cache/layer no_grad change is not the same as a broad complaint that version 5.0 breaks many models." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but one is about removing import * usage and the other is an intermittent slow-import report; too broad to merge." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different key-mapping/config issues for different model families; not the same underlying load/save bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness reports, but one is about missing set_seed in SAM-HQ tests and the other is an xdist file race." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad behavior and Python-version import failure are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are save/load regressions, but one is a load error from state_dict ordering and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different missing-key symptoms; not the same from_pretrained bug." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError due to missing PyTorch and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Different CLIP-related issues with different symptoms: attentions missing versus inconsistent class structure." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A ReLU omission in DSA indexer is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness and Phi-4 multimodal load failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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": "70c54b0f482b11635334049586f0a7c5d8e79220f90da86d8de9602b4ee3733d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39007, + "estimated_input_tokens": 9752, + "estimated_eval_tokens": 19760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft links mostly connect related-looking regressions, but the concrete symptoms and code paths are different enough that none should be merged as duplicates. The best representative issue is the version-bound checkpoint-loading regression in 44556.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44556 is the clearest, most actionable representative: it names a specific cross-version checkpoint reload failure with a precise upgrade boundary, unlike the broader or more ambiguous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the strongest triage anchor because it is concrete, reproducible, and narrowly scoped, making it more suitable as a canonical issue than the vaguer broad-breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different bugs: one is local_files_only still making network calls, the other is AddedToken argument duplication during token handling." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but they affect different tests and different failure modes, not the same underlying bug." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Unrelated areas: tokenization cleanup behavior vs SmolVLM video num_frames semantics." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior for MoE is a different code path from missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing crash is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both concern loading, but one is AutoTokenizer v5 loading and the other is checkpoint reload across versions; the likely root causes differ." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage and GLM-5 RoPE implementation are different problems." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method in GLM46V is unrelated to cache file lookup failure." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A broad complaint about many models breaking is not the same bug as special_tokens being a list instead of a dict." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Importing a specific model class and loading a cached trust_remote_code model are different failure modes." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad decoration on cache/layer update methods is unrelated to the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "The v5 env command breakage and AttentionInterface.register behavior change are separate API issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing tensor-parallel plan metadata while the other is a generic from_pretrained error; not enough evidence they are the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory growth is different from checkpoint reload failure after version upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Importing PreTrainedModel and importing HybridCache are distinct missing-symbol issues." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed jobs and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the racoon issue." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 MoE config/loading problems: tensor-parallel plan vs a missing vision config field dropped by strict parsing." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-Transformers loading hang and forward() docs confusion do not describe the same underlying bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a data-filtering slowdown report are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network access despite local_files_only and the racoon issue are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage does not match FP8 save_pretrained MoE behavior." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics in SmolVLM are different from AutoProcessor backend-missing error handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Decorating cache/layer update with no_grad and post-sync_gpus generation kwargs handling are different generation internals." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Failed-job MLFlow reporting and tensor parallel training bugs are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE model loading in dev0 and cross-version checkpoint reload failures are different regressions." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate() decoder_attention_mask UnboundLocalError is unrelated to forward() doc confusion." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are separate model-loading bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors and PretrainedConfig type checking changes are different issues." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub and the env command regression are different breakages." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command failure and PretrainedConfig type-checking breakage affect different surfaces." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "These are both CLI-related but stem from different dependencies and different failing commands." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to the missing layer_type_validation import." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The racoon issue and Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the racoon issue." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init and the DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support limitation for NemotronH is unrelated to the racoon issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/loading 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": 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:43867|issue:47110", + "issue:44315|issue:46209", + "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": "eeb435b66339f8973575b0dc1c9a11edc1d397be01890f7aced1bd9226ed46ba", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37451, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues with one plausible duplicate pair around v5 checkpoint reload/meta-initialization. The rest are only superficially similar by subsystem or release version.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44273 is the most central open infra regression here, and several other import/lazy-loading complaints are closest to that theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the best global representative because it is open, concrete, and captures the recurring lazy-loading/import-path failures better than the broader v5 breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and pipeline docs about return_all_scores are unrelated problems." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video output attribute loss and trust_remote_code cache FileNotFoundError are different code paths." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer internals, but one is missing kwargs propagation while the other is about attention interface usage; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import failures, but they target different symbols and likely different export failures; too broad to treat as one duplicate." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are related only by model family." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field in Qwen3_5MoeVisionConfig is unrelated to a special_tokens keys error." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config pad_token_id absence and special_tokens list handling are different failures." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict sorting load failure is unrelated to special_tokens structure errors." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application during model_init and FP8 inference on B200 are separate issues." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5-35B chat crash is not the same as the broad 'many models break in v5' complaint." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache regression and a cache-strategy typo are not the same underlying problem." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A missing processor.save_pretrained artifact bug and a generic bug report are not duplicates." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems and a TensorFlow backend package issue are different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Generic Qwen3-VL 5.0 bug and missing _tp_plan for tensor parallelism are too different." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import mechanics, but sys.modules access and lazy loading are not clearly 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 cleanup/perf and generation cache missing are different issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issues and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are separate v5 regressions." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3.5 image behavior, but the bounding-box issue and infinite-loop issue are not clearly the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific missing config attribute is not the same as a broad v5 breakage report." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 MoE support and deepseekv4 weight conversion are different topics." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and broad v5 breakage are not the same issue." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both describe v5 checkpoint reload failures for older/remote-code checkpoints, plausibly the same meta-initialization/loading regression." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is unrelated to generic v5 model breakage." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad model breakage and a Hugging Face Hub CLI test failure are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache strategy typo are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 model-type warning and Liger Kernel/model_init application are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star performance issue and Qwen3_5ForCausalLM module import failure are not clearly the same underlying bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import and broken lazy loading are related, but not enough to conclude the same concrete defect." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-setting test flakiness and inverse_sqrt scheduler kwargs handling are different issues." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "v5 env command breakage and shell allowlist bypass are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "env command failure and scheduler kwargs loss are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention support and Qwen3-VL bounding-box hallucination are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The representative issue choice is supported by the packet (44273 is open and clearly about lazy loading), and the summary does not overclaim except for one clearly marked plausible duplicate pair. The false soft-edge verdicts are appropriately cautious given the limited evidence in titles/body snippets." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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": "10980529cdc52b3f75bf7edf6432850378d59e7b1e615c2357b0e49d3f3e8aea", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "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": "The cluster is mostly a set of unrelated issue reports with weak thematic similarity; none of the soft pairs looks like a true duplicate under a strict standard.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45230 is the only obvious hub in the soft-edge graph, but it is very generic and not a strong canonical representative on content alone.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the clearest concrete bug report in the set, with a specific, actionable failure mode and better triage value than the generic hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Different problems: buffer/position_ids access bug vs a generic placeholder bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as the generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL bounding-box output behavior; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor padding performance bug; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor forwarding kwargs and inverse_sqrt scheduler kwargs are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance issue is unrelated to HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup vs a testing_utils bug; no shared underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support regression is unrelated to a missing Qwen3_5 import." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "One is a model API allowance change, the other an AttributeError in tied-weight key handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args vs tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version support has nothing to do with shell allowlist bypass." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to command-substitution bypass security." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "CLI/env command breakage and lazy loading problems are different failures." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL is unrelated to SmolVLM video padding." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application with model_init and flash_attention_3 training degeneration are different issues." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation issue is unrelated to tar/zip-slip arbitrary file write RCE." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp logic and scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Transformers env command breakage is unrelated to Qwen3_5 import failure." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue is unrelated to VRAM leakage in dataloader threads." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-argument documentation confusion is unrelated to Llama 3.2 model loading regression." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 breakage complaint is unrelated to shell parsing RCE." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad v5 breakage complaint is unrelated to command-allowlist bypass." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are different model issues." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-thread use is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Missing Qwen3_5 import is unrelated to archive-based arbitrary file write." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating and comb.to(...).transpose(...) are different DeepSeek-V4 bugs." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a VRAM leak in dataloader threads." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General v5 breakage complaint is not the same as a specific Qwen3_5 import error." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support and a DeepSeek-V4 weight conversion question are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to a VRAM leak." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention-2 support gap for NemotronH and Qwen3_5 import failure are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5 module import failure are distinct missing-symbol problems." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Different attribute/type errors in different code paths; not the same bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer v5 behavior, but one is broad behavior drift and the other is a specific wrong decoder type; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "d2569a628633ddabc6a3358e4c05beff7a54a513081b629e00dc9b154e055d9d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993457, + "estimated_input_tokens": 248365, + "estimated_eval_tokens": 496986 + }, + "budget": { + "node_count": 31, + "item_count": 31, + "soft_pair_count": 29, + "serialized_chars": 26075, + "estimated_input_tokens": 6519, + "estimated_eval_tokens": 13294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues linked by superficial text similarity. None of the soft edges look like true duplicates or the same underlying fix, so I would not merge any pair.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47059 is the strongest standalone issue here: it is a concrete, reproducible regression with a specific failing path and external impact, making it the best anchor if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47059 has the clearest signal quality among the set: specific error, version context, and inbound references. It is the best representative issue even though the surrounding items are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Different code paths: tied-weight helper crash vs CLI completion attribute error." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is a generic flash-attention issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated spam/placeholder issue title." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unrelated: placeholder title vs tar/zip-slip RCE security bug." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unrelated: placeholder title vs shell-command-substitution allowlist bypass." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder issue vs broad compatibility complaint; not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Helper crash on tied weights vs chat template tool-call crash; different subsystems." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 model support request vs missing processor save_pretrained files; different problems." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Same broad Flash Attention wording, but different models and distinct support gaps." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder_attention_mask bug vs slow checkpoint loading; not the same failure." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow loading issue vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow finalization/reporting bug vs slow from_pretrained loading; different code paths." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance complaint vs documentation confusion; not duplicate behavior." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request vs from_pretrained error for Qwen3.5 MoE; related model family, but different concrete bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model limitation vs FP8 Qwen support; unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba/Mamba-2 init_weights behavior vs RoFormer attention-interface usage; different models and fixes." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value bug vs DeepSeek-V4 shared-expert gating; unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT config type-hint issue vs tokenizer regex warning; different topics." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "ignore_value not used in Mask2former vs kwargs not passed to loss calculation; different bug sites." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs plumbing bug vs attention-interface issue; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former loss parameter bug vs tokenizer regex warning; not the same issue." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value bug vs RoFormer attention-interface problem; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Loss/ignore_value issue vs a typo in orig_conversion.quantization_operation." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT type hint bug vs a typo fix; unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs plumbing vs config type-hint correctness; different issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question vs ModernBERT norm_eps type hint; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value bug vs ModernBERT config type hint; 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": 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": "3423f12813f36a68b3ff6a21f27443ed0da9e11d410877b1ce108c3e82aa6163", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "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 unrelated feature requests/questions in different parts of the library: tokenizer truncation behavior, learning-rate scheduling, and Wav2Vec2 word boundary timestamps. None should be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "#10519 is the clearest, most concrete request and reads like a well-scoped product feature rather than a vague question.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the best representative issue for this cluster only because it is the most explicit and self-contained; however, the cluster itself should not be merged.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Tokenizer truncation direction and Wav2Vec2 word timestamp offsets are unrelated domains and different code paths." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "A truncation-option feature request and ReduceLROnPlateau-like functionality are entirely separate feature areas." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Learning-rate scheduler functionality and Wav2Vec2 token/word timing are not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "cd216e012c58a9220eb31d5fc4e238e69bc4ba8a4ace69651dc9aa33a9d49f51", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues do not look like one duplicate cluster: one is about TAPAS tokenization parity with TensorFlow, one about an authentication/error-message problem when downloading private models, and one about failing to load bert-base-uncased. The only shared theme is broad model-loading/tokenization language, not the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: TAPAS tokenization vs generic model loading for bert-base-uncased. No evidence they refer to the same code path or failure mode." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "The first is specifically about a bad auth-related error when downloading a private model; the second is a general load failure for a public model. They do not appear to be the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "3863712dbdf405214ac8de471ee34b4f3249a333440b282bc182ba800e807b32", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are community-contribution feature requests about expanding architecture support, but they target different features: Flash Attention 2 support vs GGUF support. They are related in theme, not the same underlying request, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #26350 is the better representative for the cluster because it is the earlier request and has much more discussion activity, but it is not a duplicate of #33260.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the most established issue in the set and best fits as the primary reference point if one must be chosen, though it covers a different feature than #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are broad support-request issues, but one asks for Flash Attention 2 architecture support and the other asks for GGUF architecture support; these are distinct feature requests, 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": 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:46931", + "issue:43834|issue:46222", + "issue:44365|issue:44370", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44365|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:44370|issue:46222", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "7b87c9505a26927822aa4c761cea2dfacfeca78f07ace78f3091b6edaf1a4371", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 28, + "serialized_chars": 15551, + "estimated_input_tokens": 3888, + "estimated_eval_tokens": 8032 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 28, + "serialized_chars": 15551, + "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 set of i18n doc-translation requests and template-like placeholder issues, but they are not the same underlying task; the similarity is mostly wording/template overlap.", + "confidence": 0.91, + "canonical_issue_reason": "43834 is the closest representative of the generic translation-template issues, but this cluster is heterogeneous and does not contain true duplicates worth collapsing.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best single representative because it is the clearest generic template instance and has broad textual overlap with the other placeholder issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different i18n request context; 27088 is Turkish-specific while 44370 is a generic placeholder template, not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Only template similarity; the Turkish translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Same broad translation theme, but one is a concrete Turkish request and the other is a placeholder template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language (Turkish vs Romanian), so these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target language (Turkish vs Spanish), so not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder; overlap is only in the translation template wording." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Spanish vs Romanian), so these are not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Only template similarity; the actual translation request differs." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder template, not the same task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation issue is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Same broad topic, but one is a concrete language request and the other is a template placeholder." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "No evidence these two titles refer to the same translation request; only superficial similarity." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are placeholder-like titles, but there is no proof they are the same underlying issue or language request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Template wording matches, but this is not enough to treat them as one duplicate issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete shared bug/change; reject as duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "No clear same-language or same-request evidence; these look like separate placeholder/localization entries." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Only soft textual similarity; no sign they describe the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Identical template style, but not enough evidence of the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "No concrete evidence they are the same request; similarity is too generic." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Titles do not establish the same underlying translation task." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic similarity only; reject as duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "No clear same-language or same-request match." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Only broad i18n similarity, not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Insufficient evidence of the same underlying task; just template-level overlap." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "The Thai-text titles are not clearly the same request, and there is no code-path or explicit target linkage." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "No reliable evidence these two are duplicates; titles are different and nonspecific." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "These appear to be separate localized-text issues, not one shared 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": 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": "eb792626aa68725cd32e8f3f8e410adb8b6f0870515a5012a05f6832bebdded9", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28621, + "estimated_input_tokens": 7156, + "estimated_eval_tokens": 14568 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28621, + "estimated_input_tokens": 7156, + "estimated_eval_tokens": 14568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a noisy overgroup of model-request issues. The titles mostly share a generic \"add model/support\" shape, but they refer to different model families, tasks, and modalities, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:42503 is the broadest and most central representative in this set, with many soft-similarity links, but it should be treated as an anchor rather than a true duplicate sink.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42503 is the best available issue anchor for this cluster because it is generic enough to represent the pattern, even though the underlying requests are still distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint-related requests, but RoMa matcher and LoMa detector+matcher are different model families and different concrete additions." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matching is unrelated to MiniCPM3 architecture support; same request pattern only, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different model additions with no shared code-path problem." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS support are different model targets and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model families: EuroBert config vs RF-DETR model support." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detection models; similar subsystem, different concrete addition." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection and LFM2.5 Audio are different modalities and implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer request are unrelated model features." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR support are different model types and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR detection and Qwen3-TTS support are different modalities and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request target different architectures and changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions; same general pattern only." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT models are distinct BERT-like model additions, not one concrete duplicate." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated models." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture support is not the same change as adding a weight-sparse transformer." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 support and ModernVBERT models are separate model integrations." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support and Voxtral TTS support are different model tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model families and modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS support are unrelated additions." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only at a broad BERT theme, not at the concrete implementation level." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support and XiaoMi MiMo are different model families." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and the Mirko Privitera issue are not the same change." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are unrelated models and tasks." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are distinct model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are not the same technical request." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS support and Qwen3-ASR support are related by vendor and modality, but they are different models and separate changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different concrete TTS model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are different code-path changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support and LFM2.5 Audio are both audio-related, but they are different models and implementations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are different tasks and model families." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the weight-sparse transformer request are unrelated changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are completely different model domains." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and SWA+sink for Granite are different model/features, not one bug." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different architectural requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support and Voxtral TTS support are different audio model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests, not a single concrete change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are not the same underlying request." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "b1af5d5e2128ba2a03c7283cbd877af3cc7572602b04996e95404aa3e01b2490", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a documentation request about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. The soft similarity signal is too weak to treat them as duplicates or the same underlying work.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the two issues describe different kinds of work in different areas, with no shared target or concrete overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the better representative issue only because it is a substantive technical change request; #38740 is a standalone docs request and not part of the same problem space.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Reject: a docs request for adding Pruna and a Vision RoPE refactor are different underlying problems with no shared code path, filename, or explicit target." + } + ] + }, + "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": "b90d0b0eddd05f0a90ba9c1e76d817c1d439899852289624555a23b27b1f42e8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open issues do not look like duplicates: one is about Set Block Decoding, the other is a request for DeepSeek v3.2 support. The only link is weak topical similarity, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick the more suitable tracker, #43037 is the clearer, more user-facing feature request; #41084 appears to be a separate lower-level decoding concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Weak similarity only; they describe different problems (block decoding behavior vs model/version support) with no explicit shared target or evidence of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "0a9d1590aadb63dba342c26a75257818776028a037c3f26561af354b59870980", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate feature requests, not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/Liger FLCE, while the other asks to integrate TiledMLP for lower memory use. They target different code paths and different model components.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #41306 is the more concrete, narrowly scoped request around exposing an FLCE/TiledFusedLogitsLoss toggle in `from_pretrained()`.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the best representative of the cluster because it is specific and actionable; #41826 is a separate feature request about TiledMLP integration and does not overlap materially.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Reject: the issues describe different features and different underlying changes (FLCE/from_pretrained flag vs TiledMLP integration). They are not 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": 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": "763242af1554ed6809a38a2196f81ad6295a227200884ce187844db74eae0857", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a very broad level (Trainer customization) but describe different problems: one about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the clearer canonical issue because it names a specific Trainer behavior (`remove_unused_column`) and a concrete customization problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best issue to anchor the cluster since it is more specific and directly tied to a single code-path concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "These concern different Trainer internals and different user-facing behaviors: input-column pruning vs FLOPS estimation. Shared mention of custom trainers is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "dea46abc96d451ed0ae90d01ee0baac2f5cbcae764ebadb06d38a35445ff901d", + "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 two issues are about different Qwen model families and different AutoModel entrypoints, so they do not look like duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43684 is the broader, more general request (AutoModel and AutoModelForConditionalGeneration registration), so it is the better representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best overall issue in the set because it describes a wider missing-registration gap and is more central to the cluster than the narrower sequence-classification request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They target different model families and different auto classes, so they should not be merged." + } + ] + }, + "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": "14377564e14c0343e4001699bfe8622df3ca85e8b5f30baf5949fe8aa19209ce", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "43845, 43846, and 43859 are the clearest duplicate issue cluster based on the identical title and nearby creation times; 43835 does not have enough matching evidence and looks separate. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the earliest issue in the repeated-title cluster and is a reasonable representative for the duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue anchor because it is the first of the identical-title reports and has no evidence against grouping it with 43846 and 43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no concrete evidence that they report the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no shared code-path or body evidence tying them together." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and insufficient evidence beyond generic similarity." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same normalized title and very similar issue metadata, which supports a duplicate report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same normalized title and close metadata pattern; this is consistent with the same report being filed multiple times." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same normalized title and similar metadata, with no contrary signals." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster call is mostly grounded, but one soft-edge justification overstates the packet: saying 43845/43859 have \u201cclosely matching issue shape\u201d is not supported because the packet only shows identical titles plus limited metadata (timestamps/body lengths/discussion counts). The 43835 false negatives are conservative, but the accepted duplicate verdicts should stay closer to the evidence and avoid implying body-content similarity that isn\u2019t available." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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": "db391d55e3d48bbfc477595c3ddab8c8cb96a4c1fb792165b2b1c89778502ef0", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-information, spam-like issues with generic or promotional titles and no bodies, links, files, or targets tying them to the same underlying bug. I do not see evidence that any pair is a true duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam placeholders, but there is no substantive content showing the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but the available metadata gives no shared bug or change to merge." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic low-content issues only; no body, targets, or code context suggests a duplicate." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "No evidence of the same problem; the titles are generic and unrelated beyond being low-effort." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Promotional/spam-like title on one side and no supporting details on the other; not a duplicate." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic, but there is no shared substantive description or target to indicate the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Low-information issue pair with no concrete overlap beyond superficial similarity." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both titles are just \"\", but there is no body-level evidence they report the same underlying bug." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "No shared explicit targets, files, or behavior; the match is only superficial." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus promotional spam; no sign of the same issue or code path." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Generic issue titles only, with no evidence of a common problem to deduplicate." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The artifacts do not describe the same bug or change; they are just similarly low-quality reports." + } + ] + }, + "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": "90853bedc8031104198eb2d1a35ab511e2bb989530e69f4d83a404ad8f05014a", + "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 near-duplicates: they have identical titles, very similar body sizes, and substantial content overlap. #45145 is the slightly better canonical issue because it has the only inbound reference, but that is only a modest signal rather than proof it is the main thread.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the better canonical issue because it has the same title as #45151, comparable body content, and the only inbound reference, which gives it a slight edge as the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the representative duplicate target because it is the closest match and has the only inbound reference, though the evidence is still mostly soft similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and very similar issue content make these look like the same underlying proposal, so this is acceptable as a likely duplicate pair, though the evidence is not definitive." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is supported only by soft similarity: identical titles, similar body sizes, and Jaccard ~0.63. That is enough to call them likely related, but not enough to state they are a definite/true duplicate pair with 0.97 confidence. The canonical-issue justification is also a bit too strong: an inbound reference suggests prominence, but not clearly that it is the main thread. Please soften the wording and lower confidence." + }, + "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": "bd63839ac21aa3f2f2451235bfedf59d44c4fc628180dd8110b8c923043a2d94", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are just different personal-name/date entries with no body, links, or shared evidence of the same underlying bug. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles reference different people and different dates; with empty bodies and no shared targets/files, there is no evidence they describe 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": 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": "ad57ca3fa58eb9d8d2ddd7c64ebd3a8317124352d59d92c3b88283487e564f79", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items look like unrelated, likely spam/personal-name issues with no shared topic or technical content, so they should not be clustered together.", + "confidence": 0.99, + "canonical_issue_reason": "Neither issue contains a substantive bug report or project topic; there is no evidence they describe the same underlying issue.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good canonical representative because both are equally non-technical and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different personal names and dates with no shared technical context, filenames, targets, or discussion 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": "029e97fd06955f865e88638af332346b9abe0807c46c379f8f31cf16d1f6ae1b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class for value modeling, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests are about unrelated enhancements in different areas of the stack (model class addition vs FP8 training support).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a clear global representative of this cluster because there is no shared underlying problem; if forced, the FP8 request is broader platform work, but it is still unrelated to the model-class request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests with no shared concrete bug or change; they do not appear mergeable into one issue/PR." + } + ] + }, + "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": "d4c267da6ba03394f1c179ed7b66a444cc5fe1e81bbdcec50c1ff6148b0b22a9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The items split into two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate financial dataset listing and does not look like the same underlying request as the example/service issues.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set because there are two distinct duplicate topics. If one representative must be chosen, 45870 is the best first-pair anchor since it is an exact duplicate and the earliest of that pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Overall, 45870 is a reasonable kept issue for its duplicate pair, but the cluster is not one unified issue cluster; 45872 would be equally valid for its own pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifacts: a dataset bundle listing versus an example about financial time-series prediction with DataForge." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifacts: a dataset bundle listing versus an example about financial time-series prediction with DataForge." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact title/body duplicate; same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related DataForge/financial theme, but one is an example issue and the other is a scraping-service plus time-series request; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related DataForge/financial theme, but one is an example issue and the other is a scraping-service plus time-series request; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related DataForge/financial theme, but these describe different requests and code paths." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related DataForge/financial theme, but these describe different requests and code paths." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact title/body duplicate; same service/time-series issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 45870/45871 are identical, 45872/45873 are identical, and 45869 is clearly a separate dataset-bundle issue rather than part of either duplicate pair. The soft-edge verdicts are conservative and consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "a78bd13ed3ed099f618a355defe119e72a0b67076d1ce3fa972d396364d1b7bf", + "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": "The two issues are related in theme (static-cache/linear-attention failures), but the evidence only shows soft similarity. The titles point to different symptom patterns\u2014shape corruption/runtime error versus a Qwen3.5 `KeyError`\u2014so they should not be treated as the same underlying bug based on this packet alone.", + "confidence": 0.48, + "canonical_issue_reason": "issue:46439 is the better canonical issue only because it is the more general description of the static-cache/linear-attention failure mode, but the packet does not establish that it shares the same root cause as issue:46441.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46439 is the strongest representative for the cluster because it names the broader failure path without being model-specific, even though the linkage to issue:46441 is not strong enough to confirm duplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject: the packet provides only soft similarity, and the titles suggest related symptoms rather than a clearly shared root cause. Shape-corruption RuntimeError and Qwen3.5 `KeyError: 'linear_attention'` are not enough to conclude the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. The only evidence linking the issues is soft similarity, and the titles suggest related symptoms rather than a clearly shared root cause: one is an early_initialization shape-corruption RuntimeError, the other is a Qwen3.5 KeyError for `linear_attention` under static cache. That is not enough to confidently say they are the same underlying bug, so the soft-edge accept should be rejected as non-conservative." + }, + "evaluator_used": true, + "retried": true, + "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": "2e38c4f58e8878b49c66b16c94cc393d22d5d9c6854248ebf68fe7938a4a0c40", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are duplicate issue reports for the same Wav2Vec2CTCTokenizer v5 special-token regression; issue #46552 is the better canonical issue because it is open and has more discussion activity/references.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 is the open report with inbound references and discussion, so it is the best live tracking issue for this bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 best represents the underlying bug report and is the one to keep active for tracking and updates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same described tokenizer regression; these are clearly the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the two issues have identical titles and body lengths, and #46552 is open with inbound references and more discussion activity, so treating it as the canonical live tracker is reasonable. The duplicate verdict is conservative and supported by the strong similarity evidence." + }, + "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": "ed6d44532b51d9042678700e1b16a9d5972d4d5529780dbfe256d0930c312f99", + "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 do not look like duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports out-of-memory errors after several epochs in RT-DETR v2 training.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46657 is the clearer concrete bug report: a specific tensor-size mismatch during training. It is more likely to serve as the primary issue for this cluster than the broader OOM report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46657 is the best single issue to anchor the cluster because it describes a precise failure mode and is more actionable than issue:46692.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: the symptoms differ materially. A tensor shape mismatch and an out-of-memory failure after epochs are not the same underlying bug and would not be merged as one issue." + } + ] + }, + "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": "0bd780f83e34d3e61e37fb492d2a976189fed91fc976015142e9bf90e1192fc2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely similar at the model-loading/device-placement level, but they describe different bugs in different code paths: ZeRO-3 zero.Init partitioning causing OOM versus 4-bit + device_map='auto' incorrectly dispatching to CPU and raising ValueError.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46822 is the clearer canonical bug report: it names the specific ZeRO-3 zero.Init failure mode, the affected composite submodule, and the concrete symptom (multi-GPU load OOM).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the better representative issue because it is more specific about the failing mechanism and appears to be the more substantive unresolved bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: both concern model loading, but the underlying problems differ materially. 46822 is about ZeRO-3 zero.Init not partitioning a composite submodule and causing OOM; 46823 is about 4-bit load_in_4bit with device_map='auto' and max_memory still sending modules to CPU and raising ValueError. Different subsystems, symptoms, and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "5d32e98ec28e1cd40f7675ab300328a43ce9de1b1f7c952b827317c25efa763a", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 25658, + "estimated_input_tokens": 6415, + "estimated_eval_tokens": 13086 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 25658, + "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 date-stamped daily triage issues for the same integration-failure workflow, not duplicates of one underlying bug. The high similarity is coming from a repeated template; I would not merge any pair. issue:47120 is the most connected thread, so it is the best representative if one must pick a hub.", + "confidence": 0.92, + "canonical_issue_reason": "issue:47120 has the strongest linkage footprint (highest inbound references/discussion), so it is the best representative hub among otherwise separate daily triage threads.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47120 is the most central issue in the set; however, the date-stamped titles suggest these are separate daily triage instances rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but different dates indicate separate daily incidents rather than the same issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Repeated template text only; the date-stamped titles point to distinct daily triage threads." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These are adjacent daily triage reports, not one underlying bug report." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Title similarity is explained by the template; the dates show separate issue instances." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same integration-triage series, but each date corresponds to a different run/incident." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same templated triage wording; different dates make them separate issues." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "No evidence of one shared bug, just recurring daily triage posts." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "The overlap is only in the template; these are distinct date-specific threads." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Daily triage issues with the same format, but not the same incident." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Same recurring triage pattern; the date stamps indicate separate issues." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "These look like consecutive daily reports, not duplicates of one bug." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Similar wording is from the template; the underlying triage date differs." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Different daily triage entries, not a single duplicate bug." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same title pattern, but each issue is date-specific and separate." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "No shared concrete failure shown; only the recurring triage series matches." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "The similarity is templated; the dates imply different triage events." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "These are separate daily integration-failure triage issues." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring issue template, but different date and likely different failure set." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Date-stamped triage posts are not the same underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "No concrete shared defect; just the same daily triage format." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "These appear to be separate day-by-day triage threads." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same triage series, but different day and likely different integration failures." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "The titles are near-identical due to the template, not because they are duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Different daily integration-failure triage issues; no evidence of one bug." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring triage pattern, but each issue is a separate date-specific instance." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "This is just the same daily triage series, not one duplicate defect." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Different dates and no shared concrete failure details mean no dedupe." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Templated similarity only; these are separate triage runs." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "The date-stamped titles imply different incidents, not one issue." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same recurring triage template, but distinct daily issue threads." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Date-separated triage issues; no sign of a shared underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "These are separate daily integration-failure reports, despite the matching template." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different day, different triage thread; similarity is superficial." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "The overlap is in the recurring title only, not in a shared defect." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Both are daily triage threads; the date stamps indicate separate issues." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Same triage series, but not the same underlying bug or change." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Adjacent daily integration-triage issues, not duplicates." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "The matching template does not imply a shared concrete failure." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "These are separate date-specific triage entries in the same series." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Same recurring triage workflow, but different days and likely different failures." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "No evidence they describe one bug; only the template is shared." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "Different daily triage issues, not one deduplicable report." + }, + { + "left": "issue:47053", + "right": "issue:47182", + "accept": false, + "reason": "Templated similarity only; these are separate incidents." + }, + { + "left": "issue:47102", + "right": "issue:47227", + "accept": false, + "reason": "Date-stamped triage posts should not be merged as duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47227", + "accept": false, + "reason": "Same recurring title pattern, but each issue is a distinct daily report." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Separate daily triage threads; no shared underlying defect is shown." + }, + { + "left": "issue:47091", + "right": "issue:47256", + "accept": false, + "reason": "The similarity is only from the repeated triage template, not from the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 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": "a420a7131585aff9871dfb79af051a1e88ba9593b3e07390adf5a9f502dbb938", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1491, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1491, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are likely duplicate issue reports for the same feature request, \"Add RWKV7 model support.\" The titles match exactly, and the packet provides a strong soft-similarity signal (Jaccard 0.837), though it does not include direct body-text comparison.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46983 is the earlier report and a reasonable canonical representative for this likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46983 is as suitable as #46984 to represent the cluster, but it is earlier and therefore the better canonical choice for the duplicate request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Exact title match plus a strong similarity signal indicates the same underlying feature request, so this is a likely duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is plausible, but the analyst overstates certainty. The packet only provides exact title match plus a soft-similarity signal (Jaccard 0.837), not direct body text comparison, so phrases like \"near-certain\" and \"highly similar bodies\" should be softened to something like \"likely duplicate\" based on the available evidence." + }, + "evaluator_used": true, + "retried": true, + "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": "bd492cfae9e1e7332ce2b1fb22dcc425f1ff7231bb01cc9e58e4065a0962185f", + "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": "Both items are closed issues about AI-assisted vulnerability discovery, but they read as distinct discussion/article-style topics rather than the same underlying bug report or change request. The similarity is thematic, not duplicate-level.", + "confidence": 0.78, + "canonical_issue_reason": "issue #47015 is the broader, more representative framing of the topic; #47007 reads as a narrower \u201clessons learned\u201d variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #47015 is the best single representative of the cluster because its title most directly captures the shared subject matter without the extra retrospective framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "High topical overlap, but the titles and descriptions suggest two separate writeups/discussions about AI-driven vulnerability discovery rather than one duplicate issue about 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": 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": "8ddabb09d22f6a66bc9f87942f86d436fe486bff07c4b33c256b5c67d0c6ca8e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are effectively duplicates: they have the same title and appear to describe the same transformer chat routing bug under /v1.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 47139 is the better canonical choice because it already has inbound references, suggesting it is the more established thread for the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47139 is the strongest issue candidate overall for the same reason: it has more existing attention and is identical in title/content to 47138.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title and evidently the same underlying bug report; no distinguishing evidence suggests separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have identical titles, identical body length, and no distinguishing metadata beyond inbound references (which supports choosing 47139 as canonical). The soft-edge accept is conservative enough here because the evidence for duplication is strong and there is no contrary signal." + }, + "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-40546-71", + "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:47232", + "pull_request:47234", + "pull_request:47239", + "pull_request:47241", + "pull_request:47243", + "pull_request:47255", + "pull_request:47260", + "pull_request:47263" + ], + "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:47202|pull_request:47204", + "pull_request:47072|pull_request:47089", + "pull_request:47108|pull_request:47202", + "pull_request:47072|pull_request:47263", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47072|pull_request:47229", + "pull_request:47234|pull_request:47241", + "pull_request:46266|pull_request:46957", + "pull_request:47105|pull_request:47129", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:47113|pull_request:47232", + "pull_request:47166|pull_request:47173", + "pull_request:46376|pull_request:47202", + "pull_request:47202|pull_request:47241", + "pull_request:44517|pull_request:47082", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47179", + "pull_request:46395|pull_request:47181", + "pull_request:47003|pull_request:47204", + "pull_request:47163|pull_request:47173", + "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", + "pull_request:47069|pull_request:47089", + "pull_request:46376|pull_request:47260", + "pull_request:46196|pull_request:46995", + "pull_request:47089|pull_request:47113", + "pull_request:47239|pull_request:47255", + "pull_request:47078|pull_request:47239" + ], + "prepared_review_unit_hash": "e4b87c7c2a9d1e62fcb8c88cad476a45030f69a22d9ef1102a90a39105edddde", + "component_budget": { + "node_count": 71, + "item_count": 71, + "soft_pair_count": 203, + "serialized_chars": 254145, + "estimated_input_tokens": 63537, + "estimated_eval_tokens": 127330 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 127241, + "estimated_input_tokens": 31811, + "estimated_eval_tokens": 63878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and should not be collapsed as one duplicate set. 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"pull_request:47243", + "accept": false, + "reason": "Molmo2 model support vs Executorch exporter fixes are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47243", + "accept": false, + "reason": "Exportable Kimi support and Executorch exporter fixes are different export-related changes, not the same bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47198", + "accept": false, + "reason": "Molmo2 model support vs GPTBigCode/GPTNeoX backend work are unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice model implementation vs Molmo2 model implementation are separate additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model support vs exportable Kimi support are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 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-40546-71", + "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:47181", + "pull_request:47241", + "pull_request:47253", + "pull_request:47255", + "pull_request:47264" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47255", + "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:47264", + "pull_request:47096|pull_request:47264", + "pull_request:43451|pull_request:47166", + "pull_request:47096|pull_request:47166", + "pull_request:43451|pull_request:47253", + "pull_request:43451|pull_request:47181", + "pull_request:47003|pull_request:47241", + "pull_request:47003|pull_request:47264", + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47264", + "pull_request:46509|pull_request:47096" + ], + "prepared_review_unit_hash": "746f4b724ba7582554d1e6003b3551efb0cd26b53f256f6ef1e8a50dbb37b83a", + "component_budget": { + "node_count": 71, + "item_count": 71, + "soft_pair_count": 203, + "serialized_chars": 254145, + "estimated_input_tokens": 63537, + "estimated_eval_tokens": 127330 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 20, + "serialized_chars": 38266, + "estimated_input_tokens": 9567, + "estimated_eval_tokens": 19390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous similarity cluster: model-addition PRs, exporter/integration work, training/test tweaks, and two separate precision bugfixes. The overlaps are superficial, so I would not merge any of the soft edges as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR emerges because the items are not one duplicate set; if forced to pick a representative, 47003 is the most central infrastructure PR, but it still does not match the rest as the same change.", + "best_issue_reason": null, + "best_pr_reason": "47003 is the least-bad global representative only because it sits at the center of the exporter-related overlaps; however, the cluster is too mixed for any PR to be a strong canonical duplicate anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support/docs vs OpenVINO exporter infrastructure; different goals and code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter backend work vs Kimi exportability/model changes; related area, but not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47255", + "accept": false, + "reason": "Molmo2 support vs Gemma4 docstring example update; not a duplicate bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 support vs Neuron LoRA finetuning/training-script changes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47241", + "accept": false, + "reason": "Molmo2 support vs DETR-family half-precision compile bugfix; unrelated work." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron finetuning/trainer changes vs Kimi exportability; no shared concrete code-path problem." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", + "accept": false, + "reason": "Kimi exportability vs DETR-family precision bugfix; different model families and failures." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47264", + "accept": false, + "reason": "Molmo2 support vs DAB-DETR/Grounding DINO dtype fix; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47264", + "accept": false, + "reason": "Kimi exportability vs detection-model dtype mismatch fix; not the same underlying issue." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 support vs quantization test updates; clearly different changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47166", + "accept": false, + "reason": "Kimi exportability vs GPTQ/MXFP4 test extension; not a duplicate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47253", + "accept": false, + "reason": "Molmo2 support vs tensor-parallel lm_head validation; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Different new models: Molmo2 vs Cosmos3 Edge; same pattern, not the same artifact." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47241", + "accept": false, + "reason": "OpenVINO exporter work vs DETR-family half-precision bugfix; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47264", + "accept": false, + "reason": "Exporter backend changes vs detection dtype fix; different code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability vs NeuCodec model support; different model families and scopes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter work vs NeuCodec support; no shared bug/change." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi exportability vs XPU paged-attention test coverage; tests for a different subsystem." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47264", + "accept": false, + "reason": "NeuCodec support vs DAB-DETR/Grounding DINO dtype bugfix; unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47096", + "accept": false, + "reason": "Nemotron Omni support vs Kimi exportability; separate model-support PRs, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "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-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "1d6e097d06cfdd1ff3075b1ad6a07e61885f5cf6e9ab14e5de44318d801b5b71", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds covariate-based forecasting to TimesFM, the other adds image-classification support for DINOv3ViT. They do not fix the same code-path problem and should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41224 is the better canonical PR choice because it is a focused, concrete feature addition with clear model-specific code, docs, and test updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the strongest standalone PR in this set: it adds a specific image-classification capability for DINOv3ViT and appears more self-contained and directly actionable.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features in different model families: TimesFM covariate forecasting versus DINOv3 image classification. No shared code path or mergeable overlap beyond general transformer support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 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-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 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": "64b6b545802cafa536abd1227e3c5050749a62de9f013c9c7a9ebaf59fe986c3", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31598, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31598, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs spanning different models, utilities, and tests. The only true duplicate-looking pair is the two fixed_cross_entropy patches (43251/43254).", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the strongest representative of the cross-entropy kwargs fix: it contains the full implementation, keeps the helper signature explicit, and directly links to issue 43240. PR 43254 is a smaller variant of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best global representative because it is the most complete version of the only clear duplicate pair and has the clearest issue linkage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions and executorch dynamic-shape export tests are different changes in different code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method additions are unrelated to adding the MobileLLM model package." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness for multimodal models is unrelated to introducing a new MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs forwarding is a different bug fix from a new model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper kwargs support does not match the Mistral4 test/model fixes in any concrete code path." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test coverage and Mistral4 fixes are unrelated changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export tests are unrelated to MobileLLM model scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM is unrelated to fixing config resolution order in modeling_utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition and Falcon output-collection refactoring are different features." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition is unrelated to the model-creation skill/docs automation PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactoring is unrelated to Mistral4 test and auto-mapping changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill content do not share the same underlying change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes and the layrnorm-to-layernorm rename are separate bugs in different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes and TDT loss kernel integration affect different models and code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to the config-resolution order fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same fixed_cross_entropy helper to forward supported cross-entropy kwargs; they touch the same function and could be merged into one patch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted pair, 43251/43254, is clearly the same fixed_cross_entropy helper change with the same issue target (43240). The remaining pairs are reasonably rejected as different models, utilities, or test/code-path changes, and nothing is overstated as a duplicate or mergeable bugfix." + }, + "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": "265588fdb627618f5fdb3e2adea1d53bde55489825382aa2c4d710203446a47a", + "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 bulk-upgrade GitHub Actions in workflow files, but they target different action families and maintenance goals: one is explicitly for Node 24 compatibility, the other is a general latest-version bump. They should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the better canonical representative because it has the clearer, more specific intent (Node 24 compatibility) and spans a broad set of workflow action upgrades.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the strongest standalone PR to anchor the cluster since it describes the concrete compatibility problem and covers the larger workflow surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are separate maintenance changes. #42975 updates core GitHub actions for Node 24 compatibility, while #42976 bumps a different set of actions (notably docker/build-push-action) to newer releases. They do not appear to fix the same underlying 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": 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": "a5afe046aa6fab2486f5ebfe7b193dccf24ada256f172271600394ab9cf1e6c6", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). The overlap is limited to shared Transformers scaffolding like docs, auto-mapping, and test boilerplate, so none look like duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each submission targets a different model and code path, so they should not be collapsed together.", + "best_issue_reason": null, + "best_pr_reason": "46562 is the strongest standalone PR here in terms of completeness and activity, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and implementations (ViT NEPA vs Molmo). Shared docs/auto files are generic scaffolding, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions with distinct configs, modeling, and tests; the overlap is only boilerplate in shared Transformers files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are different model integrations; shared filenames reflect common repository plumbing, not one code-path fix." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model PRs with different architectures and files; they are not plausibly mergeable as one duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "da8bd6e2d3ed7c3bb7c99d74a0ff5c3168e2ef64b648529f6366a7c5186a3822", + "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": "Only the two YOLOS PRs look like the same underlying bug fix; the rest are soft-similarity matches but clearly cover different models, CI, or unrelated test changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best canonical PR: it directly addresses the YOLOS device-mismatch path, includes the concrete forward-pass fix, and also carries the no-split-module change from 46886.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest representative because it is the more complete YOLOS fix and subsumes the earlier partial device_map-only change in 46886.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different problems: Whisper tokenizer/test fix vs CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/test changes are unrelated to FP8 dequant/loading fixes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch Whisper-related files but address different code paths: tokenizer decode vs generation watermarking/validation." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer tests and YOLOS device-mismatch are unrelated model bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Generic model test edits are unrelated to the CI memory/device-map integration test fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and bugs: vision-model test scaffolding vs FP8 quantization/loading." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "No shared concrete bug; CLIP/ViT test changes are unrelated to generation/Whisper validation logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Test-only edits for CLIP/ViT do not match the YOLOS runtime device-placement bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading logic is unrelated to CI memory-limit and integration test infrastructure." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different concerns: FP8 kernel/model-loading changes vs generation config/Whisper fixes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 quantization path and YOLOS device mismatch are not the same underlying issue." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation/Whisper validation changes are unrelated to Phimoe CI memory patching." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Shared Whisper filenames are incidental; the actual bugs are different (generation validation vs YOLOS device placement)." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI runner memory handling and YOLOS model placement are unrelated." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device-mismatch problem on the same file and code path; 46922 extends the earlier partial fix with the forward tensor device alignment." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The only positive soft-edge is the YOLOS pair, which is mergeable as a single bugfix: both hit the same file and issue target, and 46922 adds the forward-device fix on top of 46886\u2019s no-split-module change. The other rejections are conservative and consistent with the diffs, filenames, and issue targets." + }, + "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": "7f1be297b581df5c498e045e3663741dbc5bd634c1cf4a3182c44afe2daf207e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated intentional test/validation PRs marked '[don't merge]'; they overlap only at a broad 'repo bot / CI / test plumbing' level and do not appear to fix the same underlying code-path problem.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the best representative of the cluster because it is the broadest 'show diff' validation PR and touches multiple CI/test plumbing files, making it the most central of the three despite not being a true duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the most informative exemplar for the cluster, but none of the three PRs are good duplicate targets because each changes a different area: packaging/versioning, workflow behavior, or security-gate workflow.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Superficially similar only because both are test/don't-merge PRs; one changes setup/version/dependency files, the other changes a CI security-gate workflow. Different concrete changes and no shared bug." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both touch a vit test file, but the actual changes are unrelated: packaging/version/dependency updates versus workflow/self-comment CI and testing-utils changes. Not the same underlying fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "These modify different CI workflows and different behavior paths; they are only loosely related by being repo automation changes, not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "44efa6898ecc1f92a65f15f0140ace50ce42edf703cb55327629ed07b96e68e6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct PRs: one adds a promptable concept segmentation pipeline, the other adds a promptable visual segmentation pipeline. They share scaffolding, but they target different underlying tasks, model integrations, and test sets, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader, more self-contained representative of the cluster: it introduces a complete visual segmentation pipeline with multiple model/test/docs updates and is easier to use as the cluster anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the best standalone PR in this cluster because it has the wider implementation surface and clearer end-to-end pipeline integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete changes: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation. They overlap in framework boilerplate, but the target task, docs, model hooks, and tests are not the same underlying feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "0107880c56ad5ab44167635256d2c313c0132de2f2a11f9a7269484966573c92", + "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 only share `trainer.py` and a general Trainer-extension theme, but they target different code paths: one changes gradient-accumulation loss scaling, the other exposes a hook for signature-column filtering. They are not the same underlying change or bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more central Trainer behavior change: it modifies training-step loss normalization and adds an explicit hook for custom trainers. PR #43663 is a narrower refactor around data-column filtering. Neither is a duplicate of the other, so this is only a loose thematic grouping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch `src/transformers/trainer.py`, but they address different mechanisms: #43651 changes loss scaling during gradient accumulation, while #43663 adds `_get_signature_columns` to customize column filtering. They do not fix the same bug and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "41037fab155f1fb1333a0eaeb0262e509e3eed7b964823eea18022573ac84a54", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI module and both involve TypeAdapter typing/runtime issues, but they appear to fix different concrete failures: one is a broader future-annotations/type-hint cleanup, the other a narrower missing-pydantic import/type-checking fix.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the broader and more representative TypeAdapter CLI fix, with more discussion/review activity and a wider annotations-related scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the best representative PR for this cluster because it addresses the central CLI TypeAdapter error more broadly than the narrower follow-up in 43842.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: although both change src/transformers/cli/serve.py and mention TypeAdapter, 43656 is a broader annotations/future-annotations cleanup while 43842 specifically handles the pydantic-optional import/type-checking case; they do not look like the same concrete bug or a single mergeable 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": 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", + 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"accept": false, + "reason": "SqueezeBert and VisualBert are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated model-specific migrations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + 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+ "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different code paths/files." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and VITS are different model-specific changes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair verdicts are mostly conservative, but the summary overstates the evidence: the packet does not support treating the ResNet/RegNet family as a true duplicate cluster. In fact, the ResNet/RegNet-related pairs in the packet were explicitly marked reject, because they are different code paths/files. Keep the summary narrower: the strongest duplicate-like cases are GPT-Neo and GPT-J/CodeGen, while the rest are only loosely related by the shared output-tracing initiative." + }, + "evaluator_used": true, + "retried": true, + "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: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": "065c3176e85c8a590c2f4b3cae06d3e57e858f2c41e213e1eecd0d336ec285a7", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are related by theme (standardized output tracing / capture_outputs), but they are model-specific refactors in different files and code paths, so they are not duplicates of one underlying PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each item targets a different model implementation (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5), so they are separate refactors rather than one mergeable change.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest standalone PR candidate because it has an explicit issue target and a concrete, model-specific output-tracing refactor, but it still does not subsume the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models and different forward paths; 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Same refactor theme, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures: timm_backbone and vision_text_dual_encoder. Only the tracing refactor pattern overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model families: timm_backbone vs UnivNet. Not one concrete bug fix or merged change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both touch output tracing, but one is timm_backbone and the other is Mamba/FalconMamba; distinct implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "timm_backbone and RWKV are unrelated model paths; shared refactor wording is not enough for duplication." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 vs UnivNet are separate models with separate output-tracing refactors." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobileNetV1 and UperNet are different codepaths; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and DepthAnything are unrelated model implementations, despite similar refactor intent." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 vs VisionEncoderDecoder: different concrete forward methods and output contracts." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and SpeechEncoderDecoder are separate models; no shared bug or fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "VisionTextDualEncoder and UnivNet are unrelated subsystems; same refactor theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "VisionTextDualEncoder and UperNet change different forward paths and outputs." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families: vision-text dual encoder vs Mamba/FalconMamba." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and output types; not one fixable PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are distinct models with separate refactors." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet vs Mamba/FalconMamba are unrelated codepaths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and DepthAnything do not share the same concrete issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are different architectures and different forward contracts." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and Mamba/FalconMamba are unrelated implementations." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba vs SuperPoint: different models, different output tracing changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/FalconMamba and CodeGen are separate codepaths; not one concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are unrelated models; similarity is only at the refactor level." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated implementations with different output semantics." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated subsystems." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are different model families and different outputs." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder are separate model codepaths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are unrelated vision models with distinct forward logic." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are unrelated architectures." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR modify different model classes and output behavior." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are different model families with different codepaths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrapper models, not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are unrelated forward implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are different models and output contracts." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV are different architectures and refactors." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR do not share the same underlying fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated models with separate tracing changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are distinct codepaths and output types." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model families; the refactor theme is too broad to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "29bb64d9cd869e5da1267a7dc1544f999126340f1ef580a05e388db9ed4d54e1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-addition PRs for different architectures (PenguinVL vs Voxtral TTS). They share some Transformers integration plumbing, but they do not target the same bug or change set, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue here; if a single PR must represent the cluster, 45401 is slightly more canonical because it is explicitly tied to issue #45027 and is focused on one concrete model release.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the better representative because it has an explicit tracking issue, a narrower feature scope, and a more directly stated user-facing goal. 44662 is also a full model implementation, but for a different model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Both add new model support, but for different models and code paths. Shared auto-registration/docs changes are generic integration plumbing, not evidence of 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": 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": "f8beaa9c96f99f3d9ee4cceea9873ffde20728e9aed161da0ace51e65b3c0b46", + "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 related feature work around module/kernel fusion, but they are not the same change: #44979 adds a generic Module Fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration and an example. They touch different code paths and solve different layers of the problem, so they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the better canonical representative because it introduces the foundational fusion API; #45363 is a separate higher-level integration built on top of that idea.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best standalone PR to represent this cluster since it is the core, self-contained API addition rather than an application-specific fusion integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both are fusion-related, but #44979 defines a generic module fusion API while #45363 implements KernelConfig-driven n-to-1 fusion plumbing and an example. Different abstraction levels, different files, and 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": 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": "7b3a50af4d47125ba82775d71b45ad2cd3c2e876adb4f03d0cc2480c84e227c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR is the more complete fix because it includes tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the stronger canonical PR because it makes the same code-path fix as #45086 and adds test coverage, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best PR candidate because it fixes the same concrete bug as #45086 and includes additional validation in tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug in `_patch_mistral_regex`, same file, same code change, and the later PR adds tests; these could plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "2a1ed41c2c6660b2f390949d4a8a820e9520f39adf5a7cce6b9dd4529ca40e2e", + "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": "The two PRs are related to NemotronH support but they implement different changes: one refactors NemotronH to inherit GraniteMoeHybrid-like code paths, while the other splits NemotronH into dense/sparse model variants and adds documentation/model registration. They are not the same underlying change, so the soft edge should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete model-architecture update: it introduces the dense/sparse split, updates docs, auto-mappings, and tests, whereas #45115 is a narrower refactor around conversion and inheritance.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 best represents the primary end-state change for NemotronH support. It changes the public model structure and surrounding registration/docs, making it the more suitable representative artifact than the smaller refactor in #45115.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different concrete changes: #45115 focuses on conversion mapping and refactoring NemotronH to inherit GraniteMoeHybrid-compatible internals, while #45569 splits NemotronH into dense/sparse variants and updates docs, auto mappings, and tests. They overlap on model files but are not the same fix/change and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 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": "18648714368de3924f413237c164efc12beb9e4432eb21e329c7f9fcfe357e49", + "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": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep with config updates, while #45425 adds focused typing helpers/protocols for PEFT/modeling_utils compatibility.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "#45415 is the better representative PR for the cluster because it is the broad type-checking rollout and touches the wider set of files, whereas #45425 is a narrower compatibility/typing-helper change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different concrete changes and code paths: one is a large type-checking enablement sweep, the other adds specific typing protocols/helpers for PEFT/modeling_utils; they are adjacent 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": 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": "ee9ae130532ccf4b68b5266457a8efd992cc0332bfcf54bc2535e9ab7f7556cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert-parallel loading, but they fix different failure modes: one is Accelerate/DeepSpeed ZeRO-3 config handling, the other is FSDP2 rank-0 broadcast overwriting expert weights.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the more substantial representative: it fixes a concrete overwrite bug in the loading path and spans the relevant runtime modules, while 45548 is a separate config-serialization/ZeRO-3 loading fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest PR in this cluster because it targets a specific expert-overwrite failure mode with broader code impact; 45548 addresses a different loading issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related EP loading area, but different concrete bugs and code paths: distributed_config serialization/Accelerate+ZeRO-3 versus FSDP2 rank-0 broadcast overwriting experts." + } + ] + }, + "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": "16936b59a9f6a986d4f1ebc7600d7160f810ff2755ebeb95db12d47024f960eb", + "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 collision around captured_info artifacts; PR 45645 is the more complete fix because it includes the safe per-worker logging change plus CI handling for multiple output files.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present in the cluster. PR 45645 is the best canonical PR because it contains the core bug fix and the supporting workflow update needed to read all worker-generated logs.", + "best_issue_reason": null, + "best_pr_reason": "45645 is the strongest representative of the change set: it fixes the xdist-safe file path and preserves debug log collection in CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying xdist-safe captured_info logging problem and could plausibly be merged into one PR; 45645 is just the broader version of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "274a4152369cee6cda19e64ab9f0434d144b562feb0d97d5ca9a72e210ec9624", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not the same change. PR #46126 is a focused EP/Trainer integration feature around router parallelism, while PR #46269 is a broad distributed branch/base PR touching many unrelated distributed subsystems. The overlap in a few filenames is not enough to treat them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more canonical, self-contained change: it targets a specific EP/router-parallel code path and trainer integration. PR #46269 is too broad and reads like an integration/base branch with many unrelated edits, so it is a poor duplicate anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative of a concrete bug/change cluster because it has a narrow technical scope and a clear functional objective. PR #46269 is not suitable as the global representative due to its wide, mixed distributed refactor surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames do not indicate the same underlying change. #46126 is about EP router-parallel behavior and trainer integration; #46269 is a broad distributed branch base spanning many unrelated areas, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "00186affd0558c27e201bd0f89bd157c94be91f66806a333b0b5eb6824af68e3", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26677, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26677, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are workflow-maintenance PRs, but the similarities are mostly superficial (same repo area, similar chore titles, or the same filename). The concrete changes address different workflows and different behaviors, so none of the soft edges should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the most substantive standalone change in the set, but it is still not a duplicate of the others; the cluster is too heterogeneous for a true canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and problems: stdin handling for self-comment CI vs PR security-gate checkout and file-change checks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow fixes; one changes comment parsing, the other changes PR CI permissions and approval gating." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Same broad area, but different concrete behavior in the security-gate workflow; not the same bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow code paths and different behavior: comment piping vs secrets handling in PR security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both use printf, but in different workflows and for different commands; not the same underlying fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different files and concerns: SSH-runner hardening vs benchmark workflow trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow targets and distinct fixes; no shared concrete bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and code paths; runner hardening is unrelated to reviewer-assignment checkout ref changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are security-related, but they fix different workflows and different risks; not one mergeable PR." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different hardening changes in separate workflows; no single underlying change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow chores, but they touch different files and implement different behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and fixes; anti-slop permission change is unrelated to reviewer checkout behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different shell fixes; not the same code-path problem." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow and problem domain; only superficial similarity from being workflow YAML." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and distinct behavior changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different commands in different workflows; no shared underlying bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow and code path; not the same fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different CI workflows: benchmark dispatch logic vs build-image command parsing." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Distinct workflows and functions; no duplicate underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both involve shell safety, but they fix different commands in different workflows and would not merge into one PR." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different files and fixes; command quoting is unrelated to PR CI permission changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different changes: one adds security checks, the other changes permissions and approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different edits: workflow-security logic vs explanatory comments." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different behavior: security checks vs replacing inherited secrets with an empty map." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one changes job permissions and the other adds comments; not the same concrete fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different hardening edits with different behavior and purpose." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but comments-only guidance vs secret inheritance behavior are not the same change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different files and distinct security-related edits; not one concrete bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different concerns: shell quoting vs secrets handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and threat models; unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "60fedf78186c9c5f74f47fed9dda6b84c9155ef00f5ad9d67b32c02282b48edc", + "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": "The two PRs address different tokenizer problems in different code paths: CodeLlama decode-space stripping vs. DeepSeek checkpoint-to-tokenizer routing. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and fixes: one changes CodeLlama decoder initialization to preserve leading spaces, the other adds checkpoint-prefix exceptions in auto tokenizer selection for DeepSeek models. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a755f848b540bc0b46d6ddaacffbeedadfecb1c7de96f16337d802633b436765", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related to the same FA2 long-context performance regression, but they fix different concrete code paths: one changes flash-attention kwargs handling during tracing/eager decode, while the other changes unpadding/max-seqlen handling and adds broader test/support updates. I would not merge them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47215 is the stronger canonical representative: it appears broader and more complete, with the main FA2 perf fix plus accompanying tests and related cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR #47215 is the best overall candidate because it addresses the regression more comprehensively and includes validation coverage, whereas #46696 is a narrower fix to a different part of the same subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": false, + "reason": "Same issue target and subsystem, but the fixes are not the same underlying change: #46696 targets flash_attention kwargs / tracing sync behavior, while #47215 changes unpad/max_seqlen handling and related test/support code. They could coexist, so this is not a duplicate PR pair." + } + ] + }, + "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": "5b25df1c8e6848e3ff6d3b1951c273d459a06075f2b1035a1ab1d59a6103595b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs both touch masking logic, but they fix different bugs in different code paths: 46773 addresses padding masks being skipped for batch size 1 in linear-attention model forwards, while 47087 fixes recurrent-layer padding masks being skipped on continued forwards/cache continuation via shared masking utilities.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "47087 is the better cluster representative because it fixes the shared masking utility path, has an explicit issue target, and covers the continued-forward/recurrent masking bug across multiple models.", + "best_issue_reason": null, + "best_pr_reason": "47087 is the strongest standalone PR here: the change is centralized, better scoped, and backed by broader tests and an explicit linked issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both are masking-related, but they target different failure modes and code paths: 46773 fixes batch-size-1 padding mask handling in linear-attention model forwards, while 47087 fixes continued-forward/recurrent masking in masking_utils. They are not the same underlying bug and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "3ecd65a6bd9dd897e904107af07e5ad39f3193eadaddf91b25aca906b7bb2fec", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11591, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11591, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are five separate multimodal/pipeline fixes that only share broad area similarity. None of the soft pairs look like the same underlying bug or change, so no duplicate merges are warranted.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate representative is compelling here; if one must be chosen for the cluster\u2019s general theme, PR 47074 is the broadest pipeline-facing fix and has the strongest surrounding discussion/test coverage, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the most cluster-central by scope: it targets the shared AnyToAny multimodal pipeline abstraction rather than a single model-specific processor or an unrelated generation helper, so it is the best representative of the general theme in this set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Different bugs in different code paths: stop-sequence handling in image-text-to-text vs batched text postprocessing in Qwen Omni processors. They are not plausibly one merged fix." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "One normalizes multimodal input keys in AnyToAnyPipeline; the other validates Gemma4 audio placeholder batching. Related domain, but distinct concrete failures and code paths." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "AnyToAnyPipeline input-key normalization and Qwen Omni batch postprocessing are separate issues in separate subsystems; shared test file overlap is incidental." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Pipeline input normalization versus generation candidate length-capping are unrelated fixes; they do not address the same underlying defect." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "Prompt lookup decoding length cap and batched text postprocessing are different generation/processing behaviors with no shared concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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:47224", + "pull_request:47122|pull_request:47150", + "pull_request:47122|pull_request:47124", + "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": "5a4bd1eb93071cc51c043dad5d0046f1783b52d36f43f7f7015c209d80ba7eca", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12420, + "estimated_input_tokens": 3105, + "estimated_eval_tokens": 6466 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12420, + "estimated_input_tokens": 3105, + "estimated_eval_tokens": 6466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated serge test-fix PRs across different models, plus one umbrella PR that includes some of the same code-path fixes. The only clear duplicate-style overlaps are edgetam (47122 vs 47224) and whisper (47150 vs 47224).", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47224 is the best cluster representative because it is the umbrella fix for multiple serge integration-test failures and includes the same edgetam and whisper code-path corrections seen in the smaller PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 47224 is the strongest global representative: it subsumes multiple related fixes, has the broadest scope, and explicitly targets the combined serge test-failure cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and failure modes: edgetam import_or_config vs minimax_m3_vl load_error." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "Same edgetam bug: both remove/ignore unsupported original_sizes before calling the backbone." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Unrelated models and fixes: edgetam preprocessing kwargs vs whisper generation length handling." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "Different model-specific failures; no shared code-path problem." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and issue types; one load error fix, one output mismatch fix." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "No concrete overlap beyond both being test fixes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Different models and generation paths; not the same underlying bug." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "Same whisper generation bug: both address max_length handling when conditioned on previous segments." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The only supported overlaps are the edgetam fix in 47122 vs 47224 and the whisper fix in 47150 vs 47224; the rest are different models/failure modes and the false verdicts are conservative. The umbrella PR 47224 is also well-described as the broader cluster representative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "ad8738e53d5fafc02c72b6fec832e9465563188f748b051987a61c80907068a4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs touch different subsystems and fix different bugs: one in Trainer/label smoothing under gradient accumulation, the other in TopHLogitsWarper token retention. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the stronger standalone bug fix in this cluster because it is tied to a specific issue and a concrete Trainer loss-scaling problem; PR 47262 addresses a separate generation feature/behavior change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different code paths, different user-facing bugs, and no shared concrete implementation target; they should 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 + } + ] +} diff --git a/snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/manifest.json b/snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..23039968f056a5828af7be09a8b3b2672df7f2f4 --- /dev/null +++ b/snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260712t000022z", + "artifacts": { + "hybrid": "snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-12T00:11:50Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260712T000022Z", + "variant": "hybrid" +} diff --git a/snapshots/20260712T000022Z/manifest.json b/snapshots/20260712T000022Z/manifest.json index 2febb9fdc09c4023878e3b2ff2daf8b19f11c20f..d7d5a305f82eb2e7378612a9761a00e99e91bd77 100644 --- a/snapshots/20260712T000022Z/manifest.json +++ b/snapshots/20260712T000022Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 98 }, "extracted_at": "2026-07-12T00:00:22Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260712t000022z", + "runs": { + "hybrid-model-20260712t000022z": { + "analysis_id": "hybrid-model-20260712t000022z", + "artifacts": { + "hybrid": "snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/manifest.json", + "model": null, + "published_at": "2026-07-12T00:11:50Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260712T000022Z", "watermark": {